[{"id": "mai-20260915-0741-calibration_b|c01-m1|alibaba-small|Segment (by Twilio)", "prompt": "c01-m1", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Segment (by Twilio)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlueConic** (for less technical teams) or **Segment** (for dev-heavy orgs) are the safest bets"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|alibaba-small|BlueConic", "prompt": "c01-m1", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "BlueConic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BlueConic** (for less technical teams) or **Segment** (for dev-heavy orgs) are the safest bets"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|alibaba-small|Hightouch", "prompt": "c01-m1", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you live in a Snowflake/BigQuery environment, pivot immediately to **Hightouch**"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|alibaba-small|Tealium", "prompt": "c01-m1", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Tealium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Omnichannel personalization; enterprise-grade at mid-market scale | Custom pricing; generally higher entry point"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|alibaba-small|Astronomer", "prompt": "c01-m1", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Astronomer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or similar Reverse ETL tools like Astronomer/Cube"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|alibaba-small|Cube", "prompt": "c01-m1", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or similar Reverse ETL tools like Astronomer/Cube"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|alibaba-small|Customer.io", "prompt": "c01-m1", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Customer.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Consider: Customer.io or Klaviyo ... While technically not full-blown CDPs, these platforms offer \"CDP-lite\" features"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|alibaba-small|Klaviyo", "prompt": "c01-m1", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Consider: Customer.io or Klaviyo ... offer \"CDP-lite\" features"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|anthropic-small|Salesforce Data Cloud", "prompt": "c01-m1", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for B2B companies already standardized on Salesforce CRM and Marketing Cloud"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|anthropic-small|Segment", "prompt": "c01-m1", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For mid-market B2B companies ($30K-$80K budget, 100-500 employees), these platforms offer manageable starting prices"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|anthropic-small|BlueConic", "prompt": "c01-m1", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "BlueConic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Segment and BlueConic ... offer manageable starting prices with HubSpot and Salesforce connectors"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|anthropic-small|Hightouch", "prompt": "c01-m1", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for data teams that have already invested in a central data warehouse like Snowflake or BigQuery"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|anthropic-small|Planhat", "prompt": "c01-m1", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Planhat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for B2B SaaS retention and customer health, renewal, and expansion management"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|anthropic-small|Bloomreach", "prompt": "c01-m1", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Bloomreach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "In the mid-market, Segment, Bloomreach, and Simon Data offer strong capability at accessible price points"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|anthropic-small|Simon Data", "prompt": "c01-m1", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Simon Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Segment, Bloomreach, and Simon Data offer strong capability at accessible price points"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|challenger-small|Segment", "prompt": "c01-m1", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Segment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Segment** is the safest recommendation for most mid-market B2B teams because it is described as the fastest to implement"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|challenger-small|Hightouch", "prompt": "c01-m1", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hightouch** if you already use a modern warehouse like Snowflake or BigQuery and want a warehouse-native approach"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|challenger-small|Tealium", "prompt": "c01-m1", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Tealium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Compliance-heavy or regulated | **Tealium** | Strong governance and HIPAA/BAA support."}, {"id": "mai-20260915-0741-calibration_b|c01-m1|challenger-small|BlueConic", "prompt": "c01-m1", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "BlueConic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "More marketer-friendly, less engineering-heavy | **BlueConic** | No-code segmentation and guided implementation."}, {"id": "mai-20260915-0741-calibration_b|c01-m1|deepseek-small|Hightouch", "prompt": "c01-m1", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Hightouch is the strongest default if you have a data warehouse"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|deepseek-small|Segment (Twilio)", "prompt": "c01-m1", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Segment (Twilio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Segment** if you're earlier-stage without one"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|deepseek-small|BlueConic", "prompt": "c01-m1", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "BlueConic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're a marketing-led team with no data engineers, choose **BlueConic**"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|deepseek-small|Salesforce Data Cloud", "prompt": "c01-m1", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "priced for companies with **$80K+ budgets and dedicated data resources**; more of an enterprise play"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|deepseek-small|Adobe Real-Time CDP", "prompt": "c01-m1", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "$75K–$300K+/year; overkill for most mid-market"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|deepseek-small|Treasure Data", "prompt": "c01-m1", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Treasure Data", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "$100K–$500K/year; enterprise-grade"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|google-small|Adobe Real-Time CDP", "prompt": "c01-m1", "model": "google-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "rules out enterprise giants like Adobe Real-Time CDP or Salesforce Data Cloud"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|google-small|Salesforce Data Cloud", "prompt": "c01-m1", "model": "google-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "rules out enterprise giants like Adobe Real-Time CDP or Salesforce Data Cloud"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|google-small|Hightouch", "prompt": "c01-m1", "model": "google-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Hightouch (Best Composable/Warehouse-Native CDP) ... Hightouch is a market leader"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|google-small|BlueConic", "prompt": "c01-m1", "model": "google-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "BlueConic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BlueConic (Best Packaged / Marketer-First CDP) ... an exceptional mid-market option"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|google-small|CaliberMind", "prompt": "c01-m1", "model": "google-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "CaliberMind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CaliberMind (Best RevOps & Attribution-Focused CDP)"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|google-small|Twilio Segment", "prompt": "c01-m1", "model": "google-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Twilio Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Product-Led Growth / Developer-First"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|meta-small|Hightouch", "prompt": "c01-m1", "model": "meta-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "such as Hightouch and Rudderstack, are ideal for companies with existing data warehouses"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|meta-small|Segment", "prompt": "c01-m1", "model": "meta-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "BlueConic and Segment, offer marketer-friendly interfaces and guided implementation"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|meta-small|Tealium", "prompt": "c01-m1", "model": "meta-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Tealium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "likely to be one of the following: Hightouch, Segment, Tealium"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|meta-small|BlueConic", "prompt": "c01-m1", "model": "meta-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "BlueConic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "BlueConic and Segment, offer marketer-friendly interfaces and guided implementation"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|meta-small|Klaviyo", "prompt": "c01-m1", "model": "meta-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Klaviyo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Klaviyo, Dotdigital, Customer.io"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|meta-small|Dotdigital", "prompt": "c01-m1", "model": "meta-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Dotdigital", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Klaviyo, Dotdigital, Customer.io"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|meta-small|Customer.io", "prompt": "c01-m1", "model": "meta-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Customer.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Klaviyo, Dotdigital, Customer.io, Bloomreach"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|meta-small|Bloomreach", "prompt": "c01-m1", "model": "meta-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Bloomreach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Bloomreach, Maestra, or Rudderstack"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|meta-small|Maestra", "prompt": "c01-m1", "model": "meta-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Maestra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Bloomreach, Maestra, or Rudderstack"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|meta-small|Rudderstack", "prompt": "c01-m1", "model": "meta-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Rudderstack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Hightouch and Rudderstack, are ideal for companies with existing data warehouses"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|minimax-small|Segment", "prompt": "c01-m1", "model": "minimax-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Segment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Segment** - Offers manageable starting prices with HubSpot and Salesforce connectors"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|minimax-small|BlueConic", "prompt": "c01-m1", "model": "minimax-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "BlueConic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need marketer-friendly tools with no-code capabilities, BlueConic could be the best fit."}, {"id": "mai-20260915-0741-calibration_b|c01-m1|minimax-small|Hightouch", "prompt": "c01-m1", "model": "minimax-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have an existing Snowflake or BigQuery setup, Hightouch might be most cost-effective."}, {"id": "mai-20260915-0741-calibration_b|c01-m1|minimax-small|Tealium", "prompt": "c01-m1", "model": "minimax-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Tealium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Also mentioned as a top pick for mid-market B2B teams"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|mistral-small|Segment (Twilio)", "prompt": "c01-m1", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Segment (Twilio)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Segment (Twilio) - Best Overall for Most Mid-Market B2B Companies"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|mistral-small|Hightouch", "prompt": "c01-m1", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Hightouch - Best for Data Warehouse-First Teams"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|mistral-small|Tealium", "prompt": "c01-m1", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Tealium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Tealium - Best for Compliance-Heavy Industries"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|mistral-small|BlueConic", "prompt": "c01-m1", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "BlueConic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BlueConic** - Best for Marketer-Led Teams"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|mistral-small|Salesforce Data Cloud", "prompt": "c01-m1", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Salesforce Data Cloud** - Best for Salesforce Ecosystems"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|moonshot-small|Segment (by Twilio)", "prompt": "c01-m1", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Segment (by Twilio)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlueConic** or **Segment** offer the best balance of capability and usability."}, {"id": "mai-20260915-0741-calibration_b|c01-m1|moonshot-small|BlueConic", "prompt": "c01-m1", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "BlueConic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BlueConic** or **Segment** offer the best balance of capability and usability."}, {"id": "mai-20260915-0741-calibration_b|c01-m1|moonshot-small|Hightouch", "prompt": "c01-m1", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hightouch** is increasingly the smart long-term choice."}, {"id": "mai-20260915-0741-calibration_b|c01-m1|moonshot-small|Tealium", "prompt": "c01-m1", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Tealium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Compliance-Heavy Industries"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|openai-small|Hightouch", "prompt": "c01-m1", "model": "openai-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **mid-market B2B** teams in 2026, I'd pick: **Hightouch, if you have a warehouse and care about speed, flexibility, and B2B account-based activation.**"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|openai-small|Segment", "prompt": "c01-m1", "model": "openai-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Segment** if your team wants a more established, broad-purpose CDP with strong collection, identity, governance, and activation capabilities"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|openai-small|RudderStack", "prompt": "c01-m1", "model": "openai-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "RudderStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**RudderStack** if you want a warehouse-first, data-cloud-oriented setup with flexibility and less vendor lock-in."}, {"id": "mai-20260915-0741-calibration_b|c01-m1|openai-small|Tealium", "prompt": "c01-m1", "model": "openai-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Tealium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tealium** if real-time event collection, identity resolution, and enterprise-grade governance are especially important"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|xai-small|Hightouch", "prompt": "c01-m1", "model": "xai-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Switch to **Hightouch** for warehouse leverage/cost savings."}, {"id": "mai-20260915-0741-calibration_b|c01-m1|xai-small|Twilio Segment", "prompt": "c01-m1", "model": "xai-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Twilio Segment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Twilio Segment** if you're integration-focused and want low-risk entry... it's the most validated for mid-market B2B"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|xai-small|Tealium", "prompt": "c01-m1", "model": "xai-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Tealium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Regulated industries (finance/healthcare) prioritizing governance."}, {"id": "mai-20260915-0741-calibration_b|c01-m1|xai-small|BlueConic", "prompt": "c01-m1", "model": "xai-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "BlueConic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Marketer-friendly no-code UI; profile unification; fast value (4-8 weeks). Fewer reviews limit data."}, {"id": "mai-20260915-0741-calibration_b|c01-m1|xai-small|Salesforce Data Cloud", "prompt": "c01-m1", "model": "xai-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise-heavy options like Salesforce Data Cloud or Adobe Real-Time CDP (4.1/5 G2) are overkill/costly"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|xai-small|Adobe Real-Time CDP", "prompt": "c01-m1", "model": "xai-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "are overkill/costly ($100K+ /yr, longer setups) unless you're locked into their ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|xai-small|Treasure Data", "prompt": "c01-m1", "model": "xai-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Treasure Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Forrester (Leaders like Tealium/Treasure Data, but mid-market fit lower)"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|zai-small|Hightouch", "prompt": "c01-m1", "model": "zai-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Hightouch** ⭐ Best Overall for Data-Mature Teams"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|zai-small|Segment (Twilio)", "prompt": "c01-m1", "model": "zai-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Segment (Twilio)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Most mid-market B2B companies find Hightouch or Segment to be the best starting points"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|zai-small|BlueConic", "prompt": "c01-m1", "model": "zai-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "BlueConic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BlueConic being a strong alternative for marketing-led organizations"}, {"id": "mai-20260915-0741-calibration_b|c01-m1|zai-small|Tealium", "prompt": "c01-m1", "model": "zai-small", "cat": "customer-data-platforms", "variant": "direct", "raw": "Tealium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Compliance-Heavy Industries"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|alibaba-small|Customer.io", "prompt": "c01-m2", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Customer.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Around (Marketing & Engagement): Customer.io ... Customer.io is arguably the best mid-market fit."}, {"id": "mai-20260915-0741-calibration_b|c01-m2|alibaba-small|Adobe", "prompt": "c01-m2", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Adobe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "cheaper than enterprise players like Adobe or Salesforce Marketing Cloud"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|alibaba-small|Salesforce Marketing Cloud", "prompt": "c01-m2", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Salesforce Marketing Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "cheaper than enterprise players like Adobe or Salesforce Marketing Cloud"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|alibaba-small|Segment (Twilio)", "prompt": "c01-m2", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Segment (Twilio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Technical/Data Teams: Segment (Twilio) ... Segment is the industry standard."}, {"id": "mai-20260915-0741-calibration_b|c01-m2|alibaba-small|HubSpot Operations Hub", "prompt": "c01-m2", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "HubSpot Operations Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The \"Ops Hub\" extension within HubSpot serves as a lightweight CDP for many mid-sized firms."}, {"id": "mai-20260915-0741-calibration_b|c01-m2|alibaba-small|Hightouch", "prompt": "c01-m2", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "you use a \"Reverse ETL\" tool like **Hightouch**, **AsteroID**, or **Supermetrics** to push that enriched data back out"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|alibaba-small|AsteroID", "prompt": "c01-m2", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "AsteroID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a \"Reverse ETL\" tool like **Hightouch**, **AsteroID**, or **Supermetrics**"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|alibaba-small|Supermetrics", "prompt": "c01-m2", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Supermetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "a \"Reverse ETL\" tool like **Hightouch**, **AsteroID**, or **Supermetrics**"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|anthropic-small|Segment", "prompt": "c01-m2", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Segment or mParticle** - Good for companies prioritizing data integration and flexibility"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|anthropic-small|Treasure Data", "prompt": "c01-m2", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Treasure Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good for mid-market B2B with strong data governance and integration capabilities"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|anthropic-small|mParticle", "prompt": "c01-m2", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "mParticle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Segment or mParticle** - Good for companies prioritizing data integration and flexibility"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|anthropic-small|HubSpot", "prompt": "c01-m2", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong if you're already in the HubSpot ecosystem and want integrated CDP capabilities"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|anthropic-small|Tealium", "prompt": "c01-m2", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Tealium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for comprehensive data governance and GDPR/CCPA compliance, important for B2B"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|anthropic-small|Klaviyo", "prompt": "c01-m2", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Klaviyo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Works well for B2B companies with email/marketing focus"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|anthropic-small|6sense", "prompt": "c01-m2", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "6sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Specialized for B2B account-based marketing"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|anthropic-small|HubSpot's CDP", "prompt": "c01-m2", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "HubSpot's CDP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great if you're already using HubSpot for CRM, with seamless integration"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|anthropic-small|Twilio Segment", "prompt": "c01-m2", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Twilio Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Known for developer-friendly architecture and real-time activation"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|challenger-small|Segment", "prompt": "c01-m2", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Segment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation is **Segment** because it is consistently cited as the best all-around fit for mid-market B2B teams"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|challenger-small|Hightouch", "prompt": "c01-m2", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hightouch** if you already use a warehouse ... and want a warehouse-native approach"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|challenger-small|Tealium", "prompt": "c01-m2", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Tealium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tealium** if you are in a **compliance-heavy** industry"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|challenger-small|BlueConic", "prompt": "c01-m2", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "BlueConic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BlueConic** if your team is more **marketer-led**"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|challenger-small|mParticle", "prompt": "c01-m2", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "mParticle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**mParticle** if your B2B company is more **product-led**"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|deepseek-small|Hightouch", "prompt": "c01-m2", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It's the strongest overall pick for mid-sized B2B."}, {"id": "mai-20260915-0741-calibration_b|c01-m2|deepseek-small|Segment (Twilio)", "prompt": "c01-m2", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Segment (Twilio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: Segment (Twilio)"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|deepseek-small|BlueConic", "prompt": "c01-m2", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "BlueConic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong Alternative: BlueConic"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|deepseek-small|Salesforce Data Cloud", "prompt": "c01-m2", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "B2B teams already standardized on Salesforce ecosystem | Enterprise-tier, mid-six-figure"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|google-small|Hightouch", "prompt": "c01-m2", "model": "google-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Recommendations:** **Hightouch** or **Census**"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|google-small|Census", "prompt": "c01-m2", "model": "google-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Census", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Top Recommendations:** **Hightouch** or **Census**"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|google-small|Twilio Segment", "prompt": "c01-m2", "model": "google-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Twilio Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Top Recommendation:** **Twilio Segment** (specifically with its B2B / Account-Level Profiles)"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|google-small|BlueConic", "prompt": "c01-m2", "model": "google-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "BlueConic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Alternative:* **BlueConic** (highly marketer-friendly, no-code segmentation)"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|google-small|HubSpot Breeze Intelligence (formerly Clearbit)", "prompt": "c01-m2", "model": "google-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "HubSpot Breeze Intelligence (formerly Clearbit)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your entire go-to-market runs on HubSpot, their \"Smart CRM\" combined with Breeze Intelligence acts natively as your CDP."}, {"id": "mai-20260915-0741-calibration_b|c01-m2|google-small|6sense", "prompt": "c01-m2", "model": "google-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "6sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "these tools function heavily as B2B CDPs"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|google-small|Demandbase", "prompt": "c01-m2", "model": "google-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Demandbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**6sense or Demandbase:** While marketed as Account-Based Marketing (ABM) platforms, these tools function heavily as B2B CDPs"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|meta-small|Segment", "prompt": "c01-m2", "model": "meta-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Segment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the recommended CDPs are Segment and BlueConic"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|meta-small|BlueConic", "prompt": "c01-m2", "model": "meta-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "BlueConic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the recommended CDPs are Segment and BlueConic"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|minimax-small|Twilio Segment", "prompt": "c01-m2", "model": "minimax-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Twilio Segment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Twilio Segment**"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|minimax-small|Adobe", "prompt": "c01-m2", "model": "minimax-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Adobe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "More accessible than enterprise-heavy platforms like Adobe"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|minimax-small|Bloomreach", "prompt": "c01-m2", "model": "minimax-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Bloomreach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other Strong Options to Evaluate"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|minimax-small|mParticle", "prompt": "c01-m2", "model": "minimax-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "mParticle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mobile-heavy B2B apps; strong data governance"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|minimax-small|RudderStack", "prompt": "c01-m2", "model": "minimax-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "RudderStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Open-source option; more technical teams"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|minimax-small|Tealium", "prompt": "c01-m2", "model": "minimax-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Tealium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Simpler implementations; strong out-of-box connectors"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|mistral-small|Twilio Segment", "prompt": "c01-m2", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Twilio Segment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, I'd recommend Twilio Segment as your top choice"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|mistral-small|Hightouch", "prompt": "c01-m2", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Runner-up:** Hightouch if you already have a modern data warehouse and want to minimize costs."}, {"id": "mai-20260915-0741-calibration_b|c01-m2|mistral-small|BlueConic", "prompt": "c01-m2", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "BlueConic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "## **Strong Alternatives:**\n\n### **3. BlueConic**"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|mistral-small|Salesforce Data Cloud", "prompt": "c01-m2", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Companies heavily invested in Salesforce ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|moonshot-small|BlueConic", "prompt": "c01-m2", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "BlueConic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🥇 **Best Overall: BlueConic**"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|moonshot-small|Hightouch", "prompt": "c01-m2", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Hightouch** if you already have Snowflake, BigQuery, or Databricks and want maximum cost efficiency"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|moonshot-small|Segment (Twilio)", "prompt": "c01-m2", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Segment (Twilio)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caution**: MTU-based pricing can escalate quickly with unpredictable costs as you grow."}, {"id": "mai-20260915-0741-calibration_b|c01-m2|moonshot-small|Tealium", "prompt": "c01-m2", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Tealium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Is compliance (HIPAA, strict governance) critical? → Consider Tealium instead"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|openai-small|Hightouch", "prompt": "c01-m2", "model": "openai-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Hightouch** if you already have a solid data warehouse"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|openai-small|Salesforce Data 360", "prompt": "c01-m2", "model": "openai-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Salesforce Data 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Salesforce Data 360** and **Tealium** are also strong contenders"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|openai-small|Tealium", "prompt": "c01-m2", "model": "openai-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Tealium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tealium** is a strong alternative"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|openai-small|Twilio Segment", "prompt": "c01-m2", "model": "openai-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Twilio Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Twilio Segment** is also worth considering"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|xai-small|Twilio Segment", "prompt": "c01-m2", "model": "xai-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Twilio Segment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Twilio Segment as the top CDP choice."}, {"id": "mai-20260915-0741-calibration_b|c01-m2|xai-small|Hightouch", "prompt": "c01-m2", "model": "xai-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You have a mature data warehouse (Snowflake/BigQuery) & data team for reverse ETL activation."}, {"id": "mai-20260915-0741-calibration_b|c01-m2|xai-small|RudderStack", "prompt": "c01-m2", "model": "xai-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "RudderStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Open-source preference, event-volume pricing, warehouse-first."}, {"id": "mai-20260915-0741-calibration_b|c01-m2|xai-small|BlueConic", "prompt": "c01-m2", "model": "xai-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "BlueConic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more B2C tilt, fewer reviews"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|xai-small|Salesforce Data Cloud", "prompt": "c01-m2", "model": "xai-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Segment/Salesforce Data Cloud excel, but latter is pricier/CRM-locked"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|zai-small|Segment (Twilio)", "prompt": "c01-m2", "model": "zai-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Segment (Twilio)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Segment (Twilio)** - Best Overall Packaged CDP"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|zai-small|Hightouch", "prompt": "c01-m2", "model": "zai-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Hightouch** - Best Warehouse-Native Option"}, {"id": "mai-20260915-0741-calibration_b|c01-m2|zai-small|Tealium", "prompt": "c01-m2", "model": "zai-small", "cat": "customer-data-platforms", "variant": "paraphrase", "raw": "Tealium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Tealium** - Best for Compliance-Heavy Industries"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|alibaba-small|Adobe Real-Time CDP", "prompt": "c01-m3", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Already deep in **Adobe?** → Real-Time CDP"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|alibaba-small|Salesforce Data Cloud", "prompt": "c01-m3", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Already deep in **Salesforce?** → Data Cloud"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|alibaba-small|SAP Customer Data Platform", "prompt": "c01-m3", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "SAP Customer Data Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**SAP Customer Data Platform** | SAP enterprise customers | Robust governance, consent management, omnichannel orchestration"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|alibaba-small|Oracle Unity CDP", "prompt": "c01-m3", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Oracle Unity CDP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Oracle Unity CDP** | Oracle CX ecosystem users | AI-driven recommendations"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|alibaba-small|Segment (Twilio)", "prompt": "c01-m3", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Segment (Twilio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Developer-heavy team** building custom stack? → Segment or Hightouch"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|alibaba-small|Tealium AudienceStream", "prompt": "c01-m3", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Tealium AudienceStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Privacy-first tag orchestration; real-time event handling; strong governance"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|alibaba-small|Amperity", "prompt": "c01-m3", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Amperity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Need **best-in-class identity resolution**? → Amperity"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|alibaba-small|mParticle", "prompt": "c01-m3", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "mParticle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**mParticle** | Mobile-first businesses | Superior mobile SDK"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|alibaba-small|Treasure AI", "prompt": "c01-m3", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Treasure AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Treasure AI** | High-volume/IoT manufacturing | Massive scale batch + real-time processing"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|alibaba-small|Hightouch", "prompt": "c01-m3", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Developer-heavy team** building custom stack? → Segment or Hightouch"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|alibaba-small|Rudderstack", "prompt": "c01-m3", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Rudderstack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Rudderstack** | Warehouse-native data teams | Open-source data infrastructure"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|alibaba-small|Bloomreach", "prompt": "c01-m3", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Bloomreach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Want **marketing + data in one tool**? → Bloomreach, Klaviyo, or ActionIQ"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|alibaba-small|Klaviyo", "prompt": "c01-m3", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Want **marketing + data in one tool**? → Bloomreach, Klaviyo, or ActionIQ"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|alibaba-small|ActionIQ", "prompt": "c01-m3", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "ActionIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Want **marketing + data in one tool**? → Bloomreach, Klaviyo, or ActionIQ"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|alibaba-small|WebEngage", "prompt": "c01-m3", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "WebEngage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Mobile/App Analytics:** mParticle, WebEngage"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|alibaba-small|Maestra", "prompt": "c01-m3", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Maestra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**DTC/E-commerce Speed:** Klaviyo, Maestra"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|anthropic-small|Adobe Real-Time CDP", "prompt": "c01-m3", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The five best customer data platforms in 2026 are Adobe Real-Time CDP, Hightouch, Salesforce Data Cloud, Tealium, and Treasure Data"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|anthropic-small|Hightouch", "prompt": "c01-m3", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The five best customer data platforms in 2026 are Adobe Real-Time CDP, Hightouch, Salesforce Data Cloud, Tealium, and Treasure Data"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|anthropic-small|Salesforce Data Cloud", "prompt": "c01-m3", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The five best customer data platforms in 2026 are ... Salesforce Data Cloud"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|anthropic-small|Tealium", "prompt": "c01-m3", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Tealium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tealium's tag management heritage gives the platform distinct advantages in data collection infrastructure"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|anthropic-small|Treasure Data (Treasure AI)", "prompt": "c01-m3", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Treasure Data (Treasure AI)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Treasure Data (Treasure AI) — each the strongest fit for a different deployment model"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|anthropic-small|Segment", "prompt": "c01-m3", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "platforms like Segment, Bloomreach Engagement, Tealium AudienceStream, and ActionIQ are noted for their innovative features"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|anthropic-small|Bloomreach Engagement", "prompt": "c01-m3", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Bloomreach Engagement", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "platforms like Segment, Bloomreach Engagement, Tealium AudienceStream, and ActionIQ are noted for their innovative features"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|anthropic-small|Tealium AudienceStream", "prompt": "c01-m3", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Tealium AudienceStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Tealium AudienceStream, and ActionIQ are noted for their innovative features and robust capabilities"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|anthropic-small|ActionIQ", "prompt": "c01-m3", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "ActionIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ActionIQ are noted for their innovative features and robust capabilities"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|challenger-small|Salesforce Data 360", "prompt": "c01-m3", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Salesforce Data 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "choose **Salesforce Data 360** if Salesforce is your system of record"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|challenger-small|Twilio Segment", "prompt": "c01-m3", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Twilio Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Segment** if you want maximum integration flexibility"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|challenger-small|Adobe Real-Time CDP", "prompt": "c01-m3", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Adobe Real-Time CDP** if you need Adobe-native personalization"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|challenger-small|Tealium AudienceStream", "prompt": "c01-m3", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Tealium AudienceStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tealium** if governance and consent matter most"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|challenger-small|Treasure Data", "prompt": "c01-m3", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Treasure Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Treasure Data** is often described as hybrid"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|challenger-small|Bloomreach", "prompt": "c01-m3", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Bloomreach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Bloomreach/Klaviyo lean toward ecommerce activation"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|challenger-small|mParticle", "prompt": "c01-m3", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "mParticle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mobile SDKs and app/product usage data collection"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|challenger-small|RudderStack", "prompt": "c01-m3", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "RudderStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**RudderStack/Hightouch** if your warehouse is the center of your stack"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|challenger-small|Hightouch", "prompt": "c01-m3", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**RudderStack/Hightouch** if your warehouse is the center of your stack"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|challenger-small|BlueConic", "prompt": "c01-m3", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "BlueConic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Privacy-first media/publishing use cases"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|challenger-small|Klaviyo", "prompt": "c01-m3", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Bloomreach/Klaviyo lean toward ecommerce activation"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|deepseek-small|Salesforce Data Cloud (Data 360)", "prompt": "c01-m3", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Salesforce Data Cloud (Data 360)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Gartner leader; acts as the data fabric for Salesforce-centric enterprises"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|deepseek-small|Tealium", "prompt": "c01-m3", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Tealium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Gartner leader; strong on data governance, consent, and tag orchestration"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|deepseek-small|Adobe Real-Time CDP", "prompt": "c01-m3", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "best for Adobe Experience Cloud users, powered by Sensei AI"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|deepseek-small|Treasure Data (now Treasure AI)", "prompt": "c01-m3", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Treasure Data (now Treasure AI)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "hybrid; handles very large data volumes"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|deepseek-small|Segment (Twilio)", "prompt": "c01-m3", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Segment (Twilio)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "the most widely known; 700+ integrations"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|deepseek-small|mParticle", "prompt": "c01-m3", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "mParticle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "mobile-first, strong identity resolution"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|deepseek-small|Amperity", "prompt": "c01-m3", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Amperity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "complex identity resolution via probabilistic matching"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|deepseek-small|Klaviyo", "prompt": "c01-m3", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Shopify/DTC ecommerce retention"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|deepseek-small|Bloomreach", "prompt": "c01-m3", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Bloomreach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AI-powered commerce personalization"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|deepseek-small|Hightouch", "prompt": "c01-m3", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "warehouse-native, reverse ETL"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|deepseek-small|RudderStack", "prompt": "c01-m3", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "RudderStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "warehouse-native, reverse ETL"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|deepseek-small|Census", "prompt": "c01-m3", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Census", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Hightouch / RudderStack / Census – warehouse-native, reverse ETL"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|deepseek-small|Customer.io", "prompt": "c01-m3", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Customer.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "mid-market options"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|deepseek-small|BlueConic", "prompt": "c01-m3", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "BlueConic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "mid-market options"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|deepseek-small|Dotdigital", "prompt": "c01-m3", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Dotdigital", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "mid-market options"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|deepseek-small|ActionIQ", "prompt": "c01-m3", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "ActionIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Treasure Data, ActionIQ, some modern platforms"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|deepseek-small|Amplitude", "prompt": "c01-m3", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "analytics natively integrated with CDP"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|google-small|Salesforce Data 360 / Data Cloud", "prompt": "c01-m3", "model": "google-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Salesforce Data 360 / Data Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Choose Salesforce or Oracle** if you are already deeply embedded in their respective customer experience/CRM clouds"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|google-small|Salesforce Data Cloud", "prompt": "c01-m3", "model": "google-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Salesforce Data Cloud (Best for Salesforce Ecosystems)"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|google-small|Hightouch", "prompt": "c01-m3", "model": "google-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Hightouch is the primary pioneer of the composable CDP movement and a dominant player for data-mature organizations."}, {"id": "mai-20260915-0741-calibration_b|c01-m3|google-small|Uniphore", "prompt": "c01-m3", "model": "google-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Uniphore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Uniphore serves as an **AI-first, zero-copy CDP**."}, {"id": "mai-20260915-0741-calibration_b|c01-m3|google-small|Oracle Unity", "prompt": "c01-m3", "model": "google-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Oracle Unity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Oracle Unity is a heavyweight player for global enterprise organizations."}, {"id": "mai-20260915-0741-calibration_b|c01-m3|google-small|Adobe Real-Time CDP", "prompt": "c01-m3", "model": "google-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Adobe is designed for high-end digital experience personalization."}, {"id": "mai-20260915-0741-calibration_b|c01-m3|google-small|Tealium", "prompt": "c01-m3", "model": "google-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Tealium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tealium (Best for Security, Compliance, and Regulated Industries)"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|google-small|Bloomreach", "prompt": "c01-m3", "model": "google-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Bloomreach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Bloomreach / Insider (Best for Marketer-First Campaign Activation)"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|google-small|Tealium AudienceStream", "prompt": "c01-m3", "model": "google-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Tealium AudienceStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tealium excels in **real-time event data collection** and **tag management**."}, {"id": "mai-20260915-0741-calibration_b|c01-m3|google-small|Insider", "prompt": "c01-m3", "model": "google-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Insider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Bloomreach / Insider (Best for Marketer-First Campaign Activation)"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|google-small|Twilio Segment", "prompt": "c01-m3", "model": "google-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Twilio Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Segment's core strength is its **developer-first pipeline**."}, {"id": "mai-20260915-0741-calibration_b|c01-m3|google-small|Amperity", "prompt": "c01-m3", "model": "google-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Amperity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Amperity is a specialized, packaged CDP highly favored by major consumer brands and retailers"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|google-small|Census", "prompt": "c01-m3", "model": "google-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Census", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Composable CDP | **Hightouch**, **Census**"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|google-small|RudderStack", "prompt": "c01-m3", "model": "google-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "RudderStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Customer Data Infrastructure (CDI) | **Twilio Segment**, **RudderStack**"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|meta-small|Salesforce Data 360", "prompt": "c01-m3", "model": "meta-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Salesforce Data 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Salesforce Data 360 is best for Salesforce-centric enterprises"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|meta-small|Insider One", "prompt": "c01-m3", "model": "meta-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Insider One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Insider One is best for omnichannel personalization"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|meta-small|Customer.io", "prompt": "c01-m3", "model": "meta-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Customer.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Customer.io is best for event-driven messaging"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|meta-small|Bloomreach", "prompt": "c01-m3", "model": "meta-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Bloomreach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Bloomreach is best for commerce personalization"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|meta-small|Tealium", "prompt": "c01-m3", "model": "meta-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Tealium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tealium is best for governed data activation"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|meta-small|Dotdigital", "prompt": "c01-m3", "model": "meta-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Dotdigital", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Dotdigital is best for accessible marketing automation"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|meta-small|Klaviyo", "prompt": "c01-m3", "model": "meta-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Klaviyo is best for Shopify-powered retention"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|meta-small|Adobe Real-Time CDP", "prompt": "c01-m3", "model": "meta-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Adobe Real-Time CDP is best for Adobe-centric enterprises"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|meta-small|Planhat", "prompt": "c01-m3", "model": "meta-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Planhat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Planhat is best for B2B SaaS retention"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|minimax-small|Adobe Real-Time CDP", "prompt": "c01-m3", "model": "minimax-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for Adobe-centric enterprises; offers real-time profiles with Sensei AI"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|minimax-small|Salesforce Data 360 (Data Cloud)", "prompt": "c01-m3", "model": "minimax-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Salesforce Data 360 (Data Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for Salesforce-native organizations; provides deep ecosystem integration"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|minimax-small|Bloomreach", "prompt": "c01-m3", "model": "minimax-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Bloomreach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Marketing CDP with AI-powered personalization (Loomi); excels at commerce brands"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|minimax-small|Segment (Twilio)", "prompt": "c01-m3", "model": "minimax-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Segment (Twilio)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Infrastructure CDP with 700+ integrations; developer-focused data routing"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|minimax-small|Tealium", "prompt": "c01-m3", "model": "minimax-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Tealium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong on data governance and consent management"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|minimax-small|Klaviyo", "prompt": "c01-m3", "model": "minimax-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Marketing CDP optimized for Shopify e-commerce; fast activation for email/SMS"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|minimax-small|Customer.io", "prompt": "c01-m3", "model": "minimax-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Customer.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Event-driven messaging platform"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|minimax-small|Treasure Data", "prompt": "c01-m3", "model": "minimax-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Treasure Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise-focused with hybrid deployment and AI agents"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|minimax-small|mParticle", "prompt": "c01-m3", "model": "minimax-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "mParticle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Examples | Bloomreach, Klaviyo | Segment, Tealium, mParticle"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|minimax-small|Hightouch", "prompt": "c01-m3", "model": "minimax-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "warehouse-native (Hightouch)"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|mistral-small|Salesforce Data Cloud", "prompt": "c01-m3", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Choose Salesforce Data Cloud if**: You're already using Salesforce and need native CRM integration for B2B marketing."}, {"id": "mai-20260915-0741-calibration_b|c01-m3|mistral-small|Adobe Real-Time CDP", "prompt": "c01-m3", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Choose Adobe Real-Time CDP if**: You're in the Adobe ecosystem and need real-time personalization"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|mistral-small|Twilio Segment", "prompt": "c01-m3", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Twilio Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Choose Twilio Segment if**: You prioritize developer experience, fast integration"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|mistral-small|Tealium AudienceStream CDP", "prompt": "c01-m3", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Tealium AudienceStream CDP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Choose Tealium if**: You need strong data governance, compliance features"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|mistral-small|Hightouch", "prompt": "c01-m3", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Choose Hightouch if**: You have mature warehouse infrastructure and want cost-effective activation."}, {"id": "mai-20260915-0741-calibration_b|c01-m3|mistral-small|ActionIQ", "prompt": "c01-m3", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "ActionIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for**: Multi-brand enterprises requiring deep governance"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|mistral-small|Insider One", "prompt": "c01-m3", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Insider One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Choose Insider if**: You need comprehensive omnichannel personalization capabilities."}, {"id": "mai-20260915-0741-calibration_b|c01-m3|mistral-small|Klaviyo", "prompt": "c01-m3", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Choose Klaviyo if**: You're a Shopify merchant focused on retention marketing."}, {"id": "mai-20260915-0741-calibration_b|c01-m3|mistral-small|Bloomreach", "prompt": "c01-m3", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Bloomreach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Best for**: Commerce personalization"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|mistral-small|Treasure Data", "prompt": "c01-m3", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Treasure Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Best for**: Complex data environments, global enterprises"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|moonshot-small|Twilio Segment", "prompt": "c01-m3", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Twilio Segment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Twilio Segment** — Best for Integration Breadth"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|moonshot-small|Salesforce Data Cloud", "prompt": "c01-m3", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Salesforce Ecosystems"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|moonshot-small|Adobe Real-Time CDP", "prompt": "c01-m3", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Large B2C Personalization"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|moonshot-small|Tealium AudienceStream", "prompt": "c01-m3", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Tealium AudienceStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Data Governance"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|moonshot-small|mParticle", "prompt": "c01-m3", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "mParticle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Mobile-First Applications"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|moonshot-small|Hightouch", "prompt": "c01-m3", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Warehouse-Native Teams"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|moonshot-small|RudderStack", "prompt": "c01-m3", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "RudderStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Developer-Friendly Warehouse CDP"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|moonshot-small|Treasure Data", "prompt": "c01-m3", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Treasure Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for Enterprise Scale"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|moonshot-small|Klaviyo", "prompt": "c01-m3", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**SMB-friendly** | Segment (free tier), Klaviyo"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|moonshot-small|Census", "prompt": "c01-m3", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Census", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Sits on top of existing data warehouse | Hightouch, RudderStack, Census"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|openai-small|Salesforce Data 360 / Customer Data Platform", "prompt": "c01-m3", "model": "openai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Salesforce Data 360 / Customer Data Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Choose it if:** you want the CDP tightly integrated with Salesforce CRM, Marketing Cloud"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|openai-small|Twilio Segment", "prompt": "c01-m3", "model": "openai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Twilio Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Segment is often seen as the best-known **customer data infrastructure** CDP"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|openai-small|Salesforce Data Cloud", "prompt": "c01-m3", "model": "openai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best fit if you are heavily invested in Salesforce CRM and related clouds"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|openai-small|Adobe Real-Time CDP", "prompt": "c01-m3", "model": "openai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Adobe is strongest for companies deeply invested in **personalization and experience orchestration**"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|openai-small|Tealium AudienceStream", "prompt": "c01-m3", "model": "openai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Tealium AudienceStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tealium is well known for real-time audience building and orchestration"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|openai-small|mParticle", "prompt": "c01-m3", "model": "openai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "mParticle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "mParticle is commonly chosen by **mobile-first and product-led companies**"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|openai-small|Tealium", "prompt": "c01-m3", "model": "openai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Tealium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "often chosen as cross-stack customer data infrastructure with broad integrations"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|openai-small|Bloomreach Engagement", "prompt": "c01-m3", "model": "openai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Bloomreach Engagement", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Bloomreach is especially strong in **ecommerce** use cases"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|openai-small|Treasure Data", "prompt": "c01-m3", "model": "openai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Treasure Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Treasure Data is often attractive to enterprises that want a more **warehouse-oriented** CDP"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|openai-small|BlueConic", "prompt": "c01-m3", "model": "openai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "BlueConic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "if you want a dedicated CDP layer across many systems"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|openai-small|RudderStack", "prompt": "c01-m3", "model": "openai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "RudderStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "better if your warehouse is already central and you want a composable architecture"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|openai-small|Hightouch", "prompt": "c01-m3", "model": "openai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose **Hightouch / Census / RudderStack** if your warehouse is already the source of truth"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|openai-small|Census", "prompt": "c01-m3", "model": "openai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "often treated as **warehouse-native/composable CDPs**"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|xai-small|Salesforce Data Cloud", "prompt": "c01-m3", "model": "xai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Salesforce Data Cloud** (consistent Gartner Leader; Forrester Leader/Strong Performer)"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|xai-small|Adobe Real-Time CDP", "prompt": "c01-m3", "model": "xai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Adobe Real-Time CDP** (Forrester Leader; Gartner Visionary)"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|xai-small|Tealium AudienceStream", "prompt": "c01-m3", "model": "xai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Tealium AudienceStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Tealium AudienceStream** (Gartner Leader; Forrester Strong Performer)"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|xai-small|Treasure Data", "prompt": "c01-m3", "model": "xai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Treasure Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Treasure Data** (Forrester Leader; Gartner Challenger)"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|xai-small|Twilio Segment", "prompt": "c01-m3", "model": "xai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Twilio Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Twilio Segment** (High G2 ratings, widely adopted for mid-market)"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|xai-small|Hightouch", "prompt": "c01-m3", "model": "xai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Hightouch** (Gartner 2026 Leader, rising composable star)"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|xai-small|Klaviyo Data Platform", "prompt": "c01-m3", "model": "xai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Klaviyo Data Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Klaviyo Data Platform** (Top for ecommerce/DTC on G2; embedded in CRM)"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|xai-small|ActionIQ", "prompt": "c01-m3", "model": "xai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "ActionIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ActionIQ (Forrester Leader, now Uniphore)"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|xai-small|mParticle", "prompt": "c01-m3", "model": "xai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "mParticle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "mParticle (mobile focus)"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|xai-small|Bloomreach", "prompt": "c01-m3", "model": "xai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Bloomreach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Bloomreach (ecommerce personalization)"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|xai-small|Insider", "prompt": "c01-m3", "model": "xai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Insider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Insider (omnichannel)"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|zai-small|Salesforce Data Cloud", "prompt": "c01-m3", "model": "zai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Ideal for Salesforce-centric enterprises with deep CRM integration."}, {"id": "mai-20260915-0741-calibration_b|c01-m3|zai-small|Oracle Unity Customer Data Platform", "prompt": "c01-m3", "model": "zai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Oracle Unity Customer Data Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong for enterprises with complex Oracle stacks and hybrid cloud environments."}, {"id": "mai-20260915-0741-calibration_b|c01-m3|zai-small|Adobe Real-Time CDP", "prompt": "c01-m3", "model": "zai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for organizations already using Adobe Experience Cloud."}, {"id": "mai-20260915-0741-calibration_b|c01-m3|zai-small|Hightouch", "prompt": "c01-m3", "model": "zai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Warehouse-native composable CDP that avoids data duplication"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|zai-small|Uniphore", "prompt": "c01-m3", "model": "zai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Uniphore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Market Leaders (Gartner Magic Quadrant Leaders)"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|zai-small|Treasure Data", "prompt": "c01-m3", "model": "zai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Treasure Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise-focused with hybrid deployment"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|zai-small|Tealium", "prompt": "c01-m3", "model": "zai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Tealium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Hybrid approach emphasizing data governance, consent management, and tag orchestration."}, {"id": "mai-20260915-0741-calibration_b|c01-m3|zai-small|Twilio Segment", "prompt": "c01-m3", "model": "zai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Twilio Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Developer-led data routing with 700+ integrations"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|zai-small|Microsoft Dynamics 365", "prompt": "c01-m3", "model": "zai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Notable Enterprise Vendors"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|zai-small|Amperity", "prompt": "c01-m3", "model": "zai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Amperity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Specializes in complex identity resolution"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|zai-small|Insider", "prompt": "c01-m3", "model": "zai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Insider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Strong AI-driven personalization across channels"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|zai-small|Bloomreach", "prompt": "c01-m3", "model": "zai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Bloomreach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "AI-powered search, recommendations, and commerce personalization"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|zai-small|mParticle", "prompt": "c01-m3", "model": "zai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "mParticle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Mobile SDK and app data collection"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|zai-small|BlueConic", "prompt": "c01-m3", "model": "zai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "BlueConic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Notable Enterprise Vendors"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|zai-small|Zeotap", "prompt": "c01-m3", "model": "zai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Zeotap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "German-based with GDPR-first architecture, deterministic matching"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|zai-small|Decentriq", "prompt": "c01-m3", "model": "zai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Decentriq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Focus on confidential computing and cross-party data collaboration"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|zai-small|Klaviyo", "prompt": "c01-m3", "model": "zai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Best for DTC brands with Shopify integration"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|zai-small|Planhat", "prompt": "c01-m3", "model": "zai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "Planhat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Customer health, renewal, and expansion management"}, {"id": "mai-20260915-0741-calibration_b|c01-m3|zai-small|mediaRithmics", "prompt": "c01-m3", "model": "zai-small", "cat": "customer-data-platforms", "variant": "comparative", "raw": "mediaRithmics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Built-in data clean room features for partner collaboration"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|alibaba-small|mParticle", "prompt": "c01-m4", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "mParticle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "too expensive because most major players (like mParticle, Tealium, or Bloomreach) target enterprise clients with six-figure price tags"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|alibaba-small|Tealium", "prompt": "c01-m4", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Tealium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "too expensive because most major players (like mParticle, Tealium, or Bloomreach) target enterprise clients with six-figure price tags"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|alibaba-small|Bloomreach", "prompt": "c01-m4", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Bloomreach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "too expensive because most major players (like mParticle, Tealium, or Bloomreach) target enterprise clients"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|alibaba-small|RudderStack", "prompt": "c01-m4", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "RudderStack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The Best Overall Value: **RudderStack** ... If you have a developer, install **RudderStack** immediately."}, {"id": "mai-20260915-0741-calibration_b|c01-m4|alibaba-small|Twilio Segment", "prompt": "c01-m4", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Twilio Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "RudderStack is widely considered the open-source alternative to Twilio Segment."}, {"id": "mai-20260915-0741-calibration_b|c01-m4|alibaba-small|Kevel", "prompt": "c01-m4", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Kevel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Startups & Simplicity: **Kevel**"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|alibaba-small|GoSquared", "prompt": "c01-m4", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "GoSquared", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Early-Stage Companies: **GoSquared**"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|alibaba-small|PostHog", "prompt": "c01-m4", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for Engineering-Led Teams: **PostHog**"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|alibaba-small|Google Analytics 4 (GA4)", "prompt": "c01-m4", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Google Analytics 4 (GA4)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Capture Data:** Use **Google Analytics 4 (GA4)** (Free)."}, {"id": "mai-20260915-0741-calibration_b|c01-m4|alibaba-small|Airtable", "prompt": "c01-m4", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Airtable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Connect GA4 exports to **Airtable** or **Google Sheets** (Free)."}, {"id": "mai-20260915-0741-calibration_b|c01-m4|alibaba-small|Google Sheets", "prompt": "c01-m4", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Connect GA4 exports to **Airtable** or **Google Sheets** (Free)."}, {"id": "mai-20260915-0741-calibration_b|c01-m4|alibaba-small|Zapier", "prompt": "c01-m4", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Use **Zapier** (Free tier) to move data from Airtable"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|anthropic-small|Twilio Segment", "prompt": "c01-m4", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Twilio Segment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Twilio Segment's free tier is the fastest way to get clean event data flowing"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|anthropic-small|Segment", "prompt": "c01-m4", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Segment is free up to 1,000 MTUs (Monthly Tracked Users)\n, though \npaid plans start around $120/month for the Team plan"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|anthropic-small|RudderStack", "prompt": "c01-m4", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "RudderStack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "RudderStack is the better pick if you're technical and watching costs"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|anthropic-small|Bloomreach", "prompt": "c01-m4", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Bloomreach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top picks for budget-conscious companies include Bloomreach (Free–$500/user/mo)"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|anthropic-small|Hightouch", "prompt": "c01-m4", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you already have a data warehouse, **Hightouch's free tier** is excellent for activating that data to other tools"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|anthropic-small|mParticle", "prompt": "c01-m4", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "mParticle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "mParticle (custom pricing)"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|anthropic-small|Klaviyo", "prompt": "c01-m4", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Klaviyo offers one of the shortest paths from store activity to personalized retention campaigns"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|anthropic-small|BlueConic", "prompt": "c01-m4", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "BlueConic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best for mid-market marketing teams that need a CDP they can operate without dedicated data engineering support"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|anthropic-small|Salesforce Data Cloud", "prompt": "c01-m4", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Save Salesforce Data Cloud, Adobe, and Tealium for when you have a procurement team and a six-figure budget."}, {"id": "mai-20260915-0741-calibration_b|c01-m4|anthropic-small|Adobe", "prompt": "c01-m4", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Adobe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Save Salesforce Data Cloud, Adobe, and Tealium for when you have a procurement team and a six-figure budget."}, {"id": "mai-20260915-0741-calibration_b|c01-m4|anthropic-small|Tealium", "prompt": "c01-m4", "model": "anthropic-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Tealium", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Save Salesforce Data Cloud, Adobe, and Tealium for when you have a procurement team and a six-figure budget."}, {"id": "mai-20260915-0741-calibration_b|c01-m4|challenger-small|Segment", "prompt": "c01-m4", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Segment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best CDP is usually **Segment’s free or low-cost tier** if you want the broadest integrations and an easy start"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|challenger-small|RudderStack", "prompt": "c01-m4", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "RudderStack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **RudderStack** if you want a more budget-friendly, infrastructure-based option"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|challenger-small|Klaviyo", "prompt": "c01-m4", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "E-commerce marketing | **Klaviyo** | Strong commerce integrations and pre-built flows"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|challenger-small|Customer.io", "prompt": "c01-m4", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Customer.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Product-led startup | **Customer.io** | Works well when you already have structured event data"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|challenger-small|HubSpot", "prompt": "c01-m4", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "campaign-focused teams should compare Customer.io or HubSpot-style tools"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|challenger-small|Hightouch", "prompt": "c01-m4", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "warehouse-heavy teams should consider activation tools like Hightouch"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|challenger-small|Jitsu", "prompt": "c01-m4", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Jitsu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "the safest shortlist is **Segment**, **RudderStack**, and **Jitsu**"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|deepseek-small|RudderStack", "prompt": "c01-m4", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "RudderStack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**RudderStack** — Best for Free/Budget Start ($0–$220/month)"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|deepseek-small|Twilio Segment", "prompt": "c01-m4", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Twilio Segment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you can spend ~$120/month:** Go with **Twilio Segment** for the best balance of features, integrations, and brand reliability."}, {"id": "mai-20260915-0741-calibration_b|c01-m4|deepseek-small|Hightouch", "prompt": "c01-m4", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hightouch** — Best for Warehouse-Centric Teams (Free–$350/month)"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|deepseek-small|Coffee CRM", "prompt": "c01-m4", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Coffee CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Coffee CRM** — Best for Non-Technical Small Teams ($10/user/month)"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|deepseek-small|Adobe Real-Time CDP", "prompt": "c01-m4", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid on a Budget - **Enterprise platforms** like Adobe Real-Time CDP ($300K+/year)"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|deepseek-small|Salesforce Data Cloud", "prompt": "c01-m4", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid on a Budget ... Salesforce Data Cloud ($60K/year)"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|deepseek-small|Tealium", "prompt": "c01-m4", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Tealium", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid on a Budget ... Tealium ($60K–$150K/year)"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|deepseek-small|Amperity", "prompt": "c01-m4", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Amperity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to Avoid on a Budget ... and Amperity (custom, enterprise-only)"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|deepseek-small|Ortto", "prompt": "c01-m4", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Ortto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Ortto** — starts around $199–$237/month for just 5K–10K contacts and can quickly exceed budget"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|google-small|Salesforce Data Cloud", "prompt": "c01-m4", "model": "google-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "purchasing a traditional, bundled enterprise Customer Data Platform (CDP)—such as Salesforce Data Cloud, Adobe Real-Time CDP, or Tealium—is usually out of the question"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|google-small|Adobe Real-Time CDP", "prompt": "c01-m4", "model": "google-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "is usually out of the question, as these platforms can easily cost upwards of $10,000 to $50,000 per month"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|google-small|Tealium", "prompt": "c01-m4", "model": "google-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Tealium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "is usually out of the question, as these platforms can easily cost upwards of $10,000 to $50,000 per month"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|google-small|Hightouch", "prompt": "c01-m4", "model": "google-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**The Best Tool:** **Hightouch** (or its close competitor, **Census**)."}, {"id": "mai-20260915-0741-calibration_b|c01-m4|google-small|Census", "prompt": "c01-m4", "model": "google-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(or its close competitor, **Census**)"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|google-small|RudderStack", "prompt": "c01-m4", "model": "google-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "RudderStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**The Best Tool:** **RudderStack**. ... If you self-host their open-source version, it is 100% free."}, {"id": "mai-20260915-0741-calibration_b|c01-m4|google-small|Jitsu", "prompt": "c01-m4", "model": "google-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Jitsu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A highly popular, lightweight, open-source alternative to Segment."}, {"id": "mai-20260915-0741-calibration_b|c01-m4|google-small|Twilio Segment", "prompt": "c01-m4", "model": "google-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Twilio Segment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Once you cross 1,000 MTUs, the pricing scales up sharply... making it a risky option for growing companies on a strict budget."}, {"id": "mai-20260915-0741-calibration_b|c01-m4|google-small|Tracardi", "prompt": "c01-m4", "model": "google-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Tracardi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "An open-source, low-code CDP specifically designed for small businesses."}, {"id": "mai-20260915-0741-calibration_b|c01-m4|google-small|Klaviyo", "prompt": "c01-m4", "model": "google-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**The Best Tools:** **Klaviyo** (for E-commerce)"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|google-small|Customer.io", "prompt": "c01-m4", "model": "google-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Customer.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Customer.io** (for B2B/SaaS lifecycle messaging)"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|google-small|HubSpot Free CRM", "prompt": "c01-m4", "model": "google-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "HubSpot Free CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "or **HubSpot Free CRM** (for general lead tracking)"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|google-small|Ortto", "prompt": "c01-m4", "model": "google-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Ortto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Customer.io** or **Ortto** | Avoids \"CDP tax\" by unifying your data and your messaging in one tool."}, {"id": "mai-20260915-0741-calibration_b|c01-m4|meta-small|Insider", "prompt": "c01-m4", "model": "meta-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Insider", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Insider - Best overall, with a rating of 4.8 and a starting price that requires contacting sales."}, {"id": "mai-20260915-0741-calibration_b|c01-m4|meta-small|Klaviyo Data Platform", "prompt": "c01-m4", "model": "meta-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Klaviyo Data Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Suitable for B2C brands, especially those in ecommerce and DTC, with fast activation and usability, but no standalone CDP available."}, {"id": "mai-20260915-0741-calibration_b|c01-m4|meta-small|RudderStack Growth", "prompt": "c01-m4", "model": "meta-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "RudderStack Growth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers self-serve tools starting at $265 per month."}, {"id": "mai-20260915-0741-calibration_b|c01-m4|meta-small|Segment Team", "prompt": "c01-m4", "model": "meta-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Segment Team", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Segment Team - Starts at $120 per month."}, {"id": "mai-20260915-0741-calibration_b|c01-m4|minimax-small|Twilio Segment", "prompt": "c01-m4", "model": "minimax-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Twilio Segment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Twilio Segment** (Best Overall Value)"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|minimax-small|Brevo", "prompt": "c01-m4", "model": "minimax-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brevo** (Best for SMEs/Ecommerce)"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|minimax-small|Hightouch", "prompt": "c01-m4", "model": "minimax-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hightouch** (Best if you have a data warehouse)"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|mistral-small|Twilio Segment", "prompt": "c01-m4", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Twilio Segment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Best Overall:** **Twilio Segment** - If you need the most integrations"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|mistral-small|RudderStack", "prompt": "c01-m4", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "RudderStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Most Cost-Effective Managed Alternative"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|mistral-small|Jitsu", "prompt": "c01-m4", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Jitsu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "💰 Best Free Option:** **Jitsu**"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|mistral-small|PostHog", "prompt": "c01-m4", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "📊 Best Analytics + CDP:** **PostHog**"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|mistral-small|Totango", "prompt": "c01-m4", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Totango", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Segment ($120+), Totango** | Realistic SMB zone"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|mistral-small|Hightouch", "prompt": "c01-m4", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Hightouch ($350), Blueshift | Mid-market features"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|mistral-small|Blueshift", "prompt": "c01-m4", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Blueshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Hightouch ($350), Blueshift | Mid-market features"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|moonshot-small|RudderStack", "prompt": "c01-m4", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "RudderStack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. RudderStack (Best Overall Value)... Start with RudderStack Free"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|moonshot-small|Twilio Segment", "prompt": "c01-m4", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Twilio Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Twilio Segment (Best for Beginners)"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|moonshot-small|PostHog", "prompt": "c01-m4", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with RudderStack Free (250K events/month) or PostHog Free (if you need analytics too)"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|moonshot-small|Jitsu", "prompt": "c01-m4", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Jitsu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Jitsu (Best for Self-Hosting)... completely free self-hosted"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|moonshot-small|Hightouch", "prompt": "c01-m4", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're already using a data warehouse, Hightouch Free lets you activate that data"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|moonshot-small|GA4 + BigQuery", "prompt": "c01-m4", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "GA4 + BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "$0 (Free) | RudderStack, Jitsu, PostHog, GA4 + BigQuery"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|moonshot-small|mParticle", "prompt": "c01-m4", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "mParticle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid - mParticle: No free tier, typically $40K+/year starting price"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|moonshot-small|Census", "prompt": "c01-m4", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Census", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to Avoid - Census: Starts at $800/month"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|moonshot-small|Salesforce CDP", "prompt": "c01-m4", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Salesforce CDP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "What to Avoid - Salesforce CDP: Enterprise-only, $100K+/year"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|openai-small|Hightouch", "prompt": "c01-m4", "model": "openai-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tight budget + warehouse already in place:** Hightouch."}, {"id": "mai-20260915-0741-calibration_b|c01-m4|openai-small|Twilio Segment Connections", "prompt": "c01-m4", "model": "openai-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Twilio Segment Connections", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good if you need an entry point with a free plan"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|openai-small|RudderStack", "prompt": "c01-m4", "model": "openai-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "RudderStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "that often means **Hightouch** or **RudderStack**-style approaches if you already have a warehouse"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|openai-small|Tealium Data Cloud Activation", "prompt": "c01-m4", "model": "openai-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Tealium Data Cloud Activation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it starts at **$1,000/month billed annually**, so it’s usually less budget-friendly than the options above"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|openai-small|Lytics", "prompt": "c01-m4", "model": "openai-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Lytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "2. **Lytics** if you want a genuinely low-cost/free entry."}, {"id": "mai-20260915-0741-calibration_b|c01-m4|openai-small|Segment", "prompt": "c01-m4", "model": "openai-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Segment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Consider **Segment**, but expect a higher spend."}, {"id": "mai-20260915-0741-calibration_b|c01-m4|xai-small|RudderStack", "prompt": "c01-m4", "model": "xai-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "RudderStack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "RudderStack (Best Free/Open-Source Option for Most Budgets)"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|xai-small|Twilio Segment", "prompt": "c01-m4", "model": "xai-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Twilio Segment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start Here**: Try RudderStack or Segment free tiers—they're production-viable for small volumes"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|xai-small|Hightouch", "prompt": "c01-m4", "model": "xai-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Hightouch or Census (Best Warehouse-Native for Activation)"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|xai-small|Census", "prompt": "c01-m4", "model": "xai-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Census ($0, 3 syncs)"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|xai-small|Adobe", "prompt": "c01-m4", "model": "xai-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Adobe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise CDPs (Adobe, Tealium) start at $50K+/yr and aren't budget-friendly."}, {"id": "mai-20260915-0741-calibration_b|c01-m4|xai-small|Tealium", "prompt": "c01-m4", "model": "xai-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Tealium", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise CDPs (Adobe, Tealium) start at $50K+/yr and aren't budget-friendly."}, {"id": "mai-20260915-0741-calibration_b|c01-m4|zai-small|Twilio Segment", "prompt": "c01-m4", "model": "zai-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Twilio Segment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Twilio Segment** - Best Overall Value"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|zai-small|RudderStack", "prompt": "c01-m4", "model": "zai-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "RudderStack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**For early-stage startups:** Start with **RudderStack** free tier or **Twilio Segment** Team plan"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|zai-small|Coffee", "prompt": "c01-m4", "model": "zai-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Coffee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For non-technical small teams:** **Coffee** offers the most predictable pricing"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|zai-small|Hightouch", "prompt": "c01-m4", "model": "zai-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Limitations:** Exceeds typical SMB budget of $250/month for larger volumes"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|zai-small|Nvecta", "prompt": "c01-m4", "model": "zai-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Nvecta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For mid-sized businesses:** **Nvecta** SMB tier offers a good balance of features and affordability"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|zai-small|Lytics", "prompt": "c01-m4", "model": "zai-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Lytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Hightouch, Lytics starter, Nvecta SMB tier"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|zai-small|Blueshift", "prompt": "c01-m4", "model": "zai-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Blueshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Blueshift, BlueConic SMB"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|zai-small|BlueConic", "prompt": "c01-m4", "model": "zai-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "BlueConic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Blueshift, BlueConic SMB"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|zai-small|Tealium", "prompt": "c01-m4", "model": "zai-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Tealium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Tealium, Amperity, Salesforce Data Cloud"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|zai-small|Amperity", "prompt": "c01-m4", "model": "zai-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Amperity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Tealium, Amperity, Salesforce Data Cloud"}, {"id": "mai-20260915-0741-calibration_b|c01-m4|zai-small|Salesforce Data Cloud", "prompt": "c01-m4", "model": "zai-small", "cat": "customer-data-platforms", "variant": "budget", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Enterprise** | $15,000+/month | Tealium, Amperity, Salesforce Data Cloud"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|alibaba-small|Adobe", "prompt": "c01-m5", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Adobe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Only choose these if you are already heavily invested in their ecosystems. Usually too expensive for a 500-person company"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|alibaba-small|Tealium", "prompt": "c01-m5", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Tealium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Traditional CDP (e.g., Adobe, Tealium):** Offers a heavy GUI"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|alibaba-small|Twilio Segment", "prompt": "c01-m5", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Twilio Segment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Twilio Segment:** The most widely adopted. Great ecosystem, reliable, but can get expensive at high volumes."}, {"id": "mai-20260915-0741-calibration_b|c01-m5|alibaba-small|RudderStack", "prompt": "c01-m5", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "RudderStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A strong alternative to Segment. More developer-focused ... generally offers better pricing transparency"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|alibaba-small|mParticle", "prompt": "c01-m5", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "mParticle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Highly robust, often preferred by retail/e-commerce apps with heavy mobile usage."}, {"id": "mai-20260915-0741-calibration_b|c01-m5|alibaba-small|Heap", "prompt": "c01-m5", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Heap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "now a strong CDP contender. Excellent for companies driven by Product-Led Growth."}, {"id": "mai-20260915-0741-calibration_b|c01-m5|alibaba-small|Snowplow", "prompt": "c01-m5", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Snowplow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Good if you want total control over your data warehouse (self-hostable)."}, {"id": "mai-20260915-0741-calibration_b|c01-m5|alibaba-small|Salesforce", "prompt": "c01-m5", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Usually too expensive for a 500-person company unless you have a massive marketing ops team."}, {"id": "mai-20260915-0741-calibration_b|c01-m5|deepseek-small|Segment", "prompt": "c01-m5", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Segment (Twilio)** — developer-first, 700+ integrations, MTU pricing with a free tier. Best if your stack is API-driven and you have engineering bandwidth."}, {"id": "mai-20260915-0741-calibration_b|c01-m5|deepseek-small|BlueConic", "prompt": "c01-m5", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "BlueConic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "marketer-friendly, no-code segmentation, guided implementation **without requiring a systems integrator**. Frequently recommended for mid-market"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|deepseek-small|Tealium", "prompt": "c01-m5", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Tealium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "deepest integration ecosystem, but heavier technical overhead; best for regulated industries"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|deepseek-small|Klaviyo", "prompt": "c01-m5", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Klaviyo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "only relevant if you're a B2C/DTC ecommerce brand (it's not a true standalone CDP at scale)"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|deepseek-small|Hightouch", "prompt": "c01-m5", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "warehouse-native cost leader, best if you already run Snowflake/BigQuery and have data-engineering capability"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|deepseek-small|ActionIQ", "prompt": "c01-m5", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "ActionIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Composable/warehouse-native CDPs** (Hightouch, ActionIQ) sit on your Snowflake/BigQuery warehouse"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|deepseek-small|Salesforce Data Cloud", "prompt": "c01-m5", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "only if you're already deeply Salesforce-centric; otherwise complexity and cost are usually not justified"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|deepseek-small|Adobe Real-Time CDP", "prompt": "c01-m5", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "typically overkill (and over-priced) for a 500-person company"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|deepseek-small|Treasure Data", "prompt": "c01-m5", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Treasure Data", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "typically overkill (and over-priced) for a 500-person company"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|google-small|Adobe Real-Time CDP", "prompt": "c01-m5", "model": "google-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you probably lack the massive, dedicated engineering teams required to maintain a heavy enterprise platform (like Adobe Real-Time CDP or Oracle Unity)"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|google-small|Hightouch", "prompt": "c01-m5", "model": "google-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Tools (like Hightouch, Census, or RudderStack) that connect directly to your existing cloud data warehouse"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|google-small|Oracle Unity", "prompt": "c01-m5", "model": "google-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Oracle Unity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "lack the massive, dedicated engineering teams required to maintain a heavy enterprise platform (like Adobe Real-Time CDP or Oracle Unity)"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|google-small|Census", "prompt": "c01-m5", "model": "google-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Census", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tools (like Hightouch, Census, or RudderStack)"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|google-small|RudderStack", "prompt": "c01-m5", "model": "google-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "RudderStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Tools (like Hightouch, Census, or RudderStack)"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|google-small|Twilio Segment", "prompt": "c01-m5", "model": "google-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Twilio Segment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "A legacy platform (like Twilio Segment, Tealium, or mParticle)... Cons: Expensive; duplicates your data; vendor lock-in."}, {"id": "mai-20260915-0741-calibration_b|c01-m5|google-small|Tealium", "prompt": "c01-m5", "model": "google-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Tealium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "A legacy platform (like Twilio Segment, Tealium, or mParticle)... Cons: Expensive; duplicates your data; vendor lock-in."}, {"id": "mai-20260915-0741-calibration_b|c01-m5|google-small|mParticle", "prompt": "c01-m5", "model": "google-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "mParticle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "A legacy platform (like Twilio Segment, Tealium, or mParticle)... Cons: Expensive; duplicates your data; vendor lock-in."}, {"id": "mai-20260915-0741-calibration_b|c01-m5|google-small|Zeotap", "prompt": "c01-m5", "model": "google-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Zeotap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Modern CDPs (like Zeotap or ActionIQ) that allow you to use your warehouse for storage"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|google-small|ActionIQ", "prompt": "c01-m5", "model": "google-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "ActionIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Modern CDPs (like Zeotap or ActionIQ)"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|meta-small|Adobe", "prompt": "c01-m5", "model": "meta-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Adobe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The search results include articles from various sources, such as CDP.com, Adobe, and Diva-e.com"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|moonshot-small|HubSpot", "prompt": "c01-m5", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "A CRM (HubSpot/Salesforce) + ESP segmentation may suffice."}, {"id": "mai-20260915-0741-calibration_b|c01-m5|moonshot-small|Salesforce", "prompt": "c01-m5", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Salesforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "A CRM (HubSpot/Salesforce) + ESP segmentation may suffice."}, {"id": "mai-20260915-0741-calibration_b|c01-m5|moonshot-small|Segment", "prompt": "c01-m5", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Segment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start by evaluating **Segment** (packaged, fast, developer-friendly)"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|moonshot-small|Hightouch", "prompt": "c01-m5", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "and **Hightouch** (if you have a warehouse)"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|moonshot-small|Klaviyo", "prompt": "c01-m5", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Klaviyo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Packaged CDP** (e.g., Segment, Klaviyo)"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|moonshot-small|Census", "prompt": "c01-m5", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Census", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Warehouse-Native** (e.g., Hightouch, Census)"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|moonshot-small|Adobe RTCDP", "prompt": "c01-m5", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Adobe RTCDP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Don't buy Salesforce Data Cloud just because you use Salesforce CRM, or Adobe RTCDP because you use Marketo."}, {"id": "mai-20260915-0741-calibration_b|c01-m5|moonshot-small|Salesforce Data Cloud", "prompt": "c01-m5", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Don't buy Salesforce Data Cloud just because you use Salesforce CRM"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|moonshot-small|BlueConic", "prompt": "c01-m5", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "BlueConic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Also look at **BlueConic** or **Zeotap** for more marketer-friendly mid-market options."}, {"id": "mai-20260915-0741-calibration_b|c01-m5|moonshot-small|Zeotap", "prompt": "c01-m5", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Zeotap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Also look at **BlueConic** or **Zeotap** for more marketer-friendly mid-market options."}, {"id": "mai-20260915-0741-calibration_b|c01-m5|xai-small|Segment (Twilio)", "prompt": "c01-m5", "model": "xai-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Segment (Twilio)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3–4 from leaders like Segment (Twilio), Hightouch (warehouse-native), Tealium"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|xai-small|Hightouch", "prompt": "c01-m5", "model": "xai-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Hightouch (warehouse-native)"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|xai-small|Tealium", "prompt": "c01-m5", "model": "xai-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Tealium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Tealium (tag mgmt + CDP)"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|xai-small|ActionIQ", "prompt": "c01-m5", "model": "xai-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "ActionIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ActionIQ, Klaviyo (e-com), Insider"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|xai-small|Klaviyo", "prompt": "c01-m5", "model": "xai-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Klaviyo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Klaviyo (e-com)"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|xai-small|Insider", "prompt": "c01-m5", "model": "xai-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Insider", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Insider, Bloomreach"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|xai-small|Bloomreach", "prompt": "c01-m5", "model": "xai-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Bloomreach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Bloomreach, or Salesforce Data Cloud"}, {"id": "mai-20260915-0741-calibration_b|c01-m5|xai-small|Salesforce Data Cloud", "prompt": "c01-m5", "model": "xai-small", "cat": "customer-data-platforms", "variant": "scale", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Salesforce Data Cloud (if CRM-heavy)"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|alibaba-small|ID5 International", "prompt": "c01-m6", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "ID5 International", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Many organizations are avoiding them due to the risk of alienating end-users or violating emerging privacy regulations"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|alibaba-small|FingerprintJS", "prompt": "c01-m6", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "FingerprintJS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "be very careful about using pure fingerprinting solutions as your primary CDP strategy... becoming legally risky"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|alibaba-small|Adobe Experience Cloud (CDP part)", "prompt": "c01-m6", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Adobe Experience Cloud (CDP part)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Why to be cautious: It is incredibly expensive and notoriously complex to implement."}, {"id": "mai-20260915-0741-calibration_b|c01-m6|alibaba-small|Salesforce (Data Cloud / Einstein CDP)", "prompt": "c01-m6", "model": "alibaba-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Salesforce (Data Cloud / Einstein CDP)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Many customers complain about long implementation times and high costs... can lead to vendor lock-in issues."}, {"id": "mai-20260915-0741-calibration_b|c01-m6|challenger-small|Adobe Real-Time CDP", "prompt": "c01-m6", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "platforms like Adobe Real-Time CDP, Segment, Tealium, Treasure Data, and Salesforce-style suites can bring **six-figure contracts, long implementations, and IT-heavy ownership**"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|challenger-small|Segment", "prompt": "c01-m6", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Segment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "platforms like Adobe Real-Time CDP, Segment, Tealium, Treasure Data, and Salesforce-style suites can bring **six-figure contracts, long implementations, and IT-heavy ownership**"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|challenger-small|Tealium", "prompt": "c01-m6", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Tealium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "platforms like Adobe Real-Time CDP, Segment, Tealium, Treasure Data, and Salesforce-style suites can bring **six-figure contracts, long implementations**"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|challenger-small|Treasure Data", "prompt": "c01-m6", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Treasure Data", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "platforms like Adobe Real-Time CDP, Segment, Tealium, Treasure Data, and Salesforce-style suites can bring **six-figure contracts, long implementations**"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|challenger-small|Klaviyo", "prompt": "c01-m6", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Klaviyo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "one comparison specifically flags Klaviyo as a poor fit for certain regulated B2B use cases"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|challenger-small|mParticle", "prompt": "c01-m6", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "mParticle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "vendor-by-vendor caution list** for specific CDPs like Adobe, Segment, Tealium, mParticle, Hightouch, Klaviyo, and Salesforce Data Cloud"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|challenger-small|Hightouch", "prompt": "c01-m6", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "specific CDPs like Adobe, Segment, Tealium, mParticle, Hightouch, Klaviyo, and Salesforce Data Cloud"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|challenger-small|Salesforce Data Cloud", "prompt": "c01-m6", "model": "challenger-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Salesforce-style suites can bring **six-figure contracts, long implementations, and IT-heavy ownership**"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|deepseek-small|ActionIQ", "prompt": "c01-m6", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "ActionIQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "G2 complaints include **limited reporting, slow batch processing, no staging environment, and limited self-service**"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|deepseek-small|Lytics", "prompt": "c01-m6", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Lytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Now discontinued as a standalone product** ... This is the clearest \"avoid if you want a standalone CDP\" case."}, {"id": "mai-20260915-0741-calibration_b|c01-m6|deepseek-small|mParticle", "prompt": "c01-m6", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "mParticle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Opaque, expensive, credit-based pricing** ... Doesn't scale predictably."}, {"id": "mai-20260915-0741-calibration_b|c01-m6|deepseek-small|BlueConic", "prompt": "c01-m6", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "BlueConic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**BlueConic** \\u2192 purchased by Jebbit (2024)"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|deepseek-small|Segment", "prompt": "c01-m6", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Segment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**MTU pricing escalates fast** ... it's still a strong pick for well-funded enterprises with dedicated data teams \\u2014 just budget carefully."}, {"id": "mai-20260915-0741-calibration_b|c01-m6|deepseek-small|Census", "prompt": "c01-m6", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Warehouse-native/composable players** (Census, Hightouch, RudderStack) \\u2014 ... giving you more control and less lock-in."}, {"id": "mai-20260915-0741-calibration_b|c01-m6|deepseek-small|Adobe Real-Time CDP / Experience Platform", "prompt": "c01-m6", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Adobe Real-Time CDP / Experience Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Extremely expensive** ... best value only *inside* the Adobe ecosystem \\u2014 painful for mixed stacks."}, {"id": "mai-20260915-0741-calibration_b|c01-m6|deepseek-small|Salesforce Data Cloud", "prompt": "c01-m6", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Notoriously complex** ... Best for organizations already deeply embedded in the Salesforce ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|deepseek-small|Hightouch", "prompt": "c01-m6", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Warehouse-native/composable players** (Census, Hightouch, RudderStack)"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|deepseek-small|RudderStack", "prompt": "c01-m6", "model": "deepseek-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "RudderStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Warehouse-native/composable players** (Census, Hightouch, RudderStack)"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|google-small|Twilio Segment", "prompt": "c01-m6", "model": "google-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Twilio Segment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Specific platforms to approach with caution: Twilio Segment ... frequently criticized for its steep price tag"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|google-small|Tealium AudienceStream", "prompt": "c01-m6", "model": "google-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Tealium AudienceStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "notorious for its steep learning curve and reliance on complex, technical tag-management setups"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|google-small|Salesforce Data Cloud", "prompt": "c01-m6", "model": "google-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "incredibly difficult to implement, requiring months of specialized consultancy"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|google-small|Adobe Real-Time CDP", "prompt": "c01-m6", "model": "google-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "prohibitively expensive and slow to implement for anyone else"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|google-small|Hightouch", "prompt": "c01-m6", "model": "google-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Hightouch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they are not \"plug-and-play\" for marketers ... if your company does not have a mature data warehouse ... a composable CDP will fail"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|google-small|Census", "prompt": "c01-m6", "model": "google-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Census", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Modern CDPs (like Hightouch or Census) ... Only avoid if your data warehouse is immature"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|meta-small|Hightouch", "prompt": "c01-m6", "model": "meta-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Hightouch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "If your warehouse data models are immature or your team lacks SQL resources, you may want to avoid Hightouch."}, {"id": "mai-20260915-0741-calibration_b|c01-m6|meta-small|Adobe Real-Time CDP", "prompt": "c01-m6", "model": "meta-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "If you're not already in the Adobe ecosystem, migrating to Adobe Real-Time CDP can be challenging"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|meta-small|Segment", "prompt": "c01-m6", "model": "meta-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Segment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Segment's overage tiers can double your costs when you cross certain thresholds"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|meta-small|Klaviyo", "prompt": "c01-m6", "model": "meta-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Klaviyo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Klaviyo may not be the best choice due to its lack of enterprise governance certifications"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|mistral-small|Segment by Twilio", "prompt": "c01-m6", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Segment by Twilio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Pricing instability**: Overage tiers can double costs unpredictably"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|mistral-small|Adobe Real-Time CDP", "prompt": "c01-m6", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "High total cost of ownership**: Implementation cycles are 6-12 months, with high ongoing costs"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|mistral-small|Klaviyo", "prompt": "c01-m6", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Klaviyo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Not suitable for compliance-heavy industries**: Avoid for healthcare, finance, or manufacturing sectors"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|mistral-small|Hightouch", "prompt": "c01-m6", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Hightouch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Skip if your warehouse data models are immature"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|mistral-small|HubSpot's native lists", "prompt": "c01-m6", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "HubSpot's native lists", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Better alternatives**: Spreadsheet + Zapier, HubSpot's native lists"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|mistral-small|Salesforce Data Cloud", "prompt": "c01-m6", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For B2B CRM-led organizations**: Salesforce Data Cloud (if already using Salesforce)"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|mistral-small|ActionIQ", "prompt": "c01-m6", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "ActionIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For enterprise governance**: ActionIQ"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|mistral-small|Tealium", "prompt": "c01-m6", "model": "mistral-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Tealium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For compliance-heavy sectors**: Tealium (has HIPAA BAA)"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|moonshot-small|Twilio Segment", "prompt": "c01-m6", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Twilio Segment", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Twilio Segment - Specific Concerns**\n\n**Key red flags:**\n- **MTU pricing penalizes B2C scale**... \"$400,000 price tag with an implementation that failed at every step\""}, {"id": "mai-20260915-0741-calibration_b|c01-m6|moonshot-small|Adobe Real-Time CDP", "prompt": "c01-m6", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Adobe Real-Time CDP - Architectural Limitations**\n\n**Caution areas:**... \"AEP is a powerful but architecturally sophisticated platform that requires significant technical expertise\""}, {"id": "mai-20260915-0741-calibration_b|c01-m6|moonshot-small|Salesforce Data Cloud", "prompt": "c01-m6", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Salesforce Data Cloud - Ecosystem Lock-in**\n\n**Be cautious if:**\n- You're not already deeply committed to the Salesforce ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|moonshot-small|Twilio Engage", "prompt": "c01-m6", "model": "moonshot-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Twilio Engage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Twilio Engage requires separate contracts and integration work—it's not a unified platform"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|openai-small|Cognism", "prompt": "c01-m6", "model": "openai-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Cognism", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Examples in recent review pages include Cognism, Radaris, Datavant, and DataCaptive."}, {"id": "mai-20260915-0741-calibration_b|c01-m6|openai-small|Radaris", "prompt": "c01-m6", "model": "openai-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Radaris", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Examples in recent review pages include Cognism, Radaris, Datavant, and DataCaptive."}, {"id": "mai-20260915-0741-calibration_b|c01-m6|openai-small|Datavant", "prompt": "c01-m6", "model": "openai-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Datavant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Examples in recent review pages include Cognism, Radaris, Datavant, and DataCaptive."}, {"id": "mai-20260915-0741-calibration_b|c01-m6|openai-small|DataCaptive", "prompt": "c01-m6", "model": "openai-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "DataCaptive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Examples in recent review pages include Cognism, Radaris, Datavant, and DataCaptive."}, {"id": "mai-20260915-0741-calibration_b|c01-m6|xai-small|Salesforce Data Cloud", "prompt": "c01-m6", "model": "xai-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-grade security (SOC 2, HIPAA-eligible), but consent propagation weaker outside their ecosystems; high implementation burden"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|xai-small|Adobe Real-Time CDP", "prompt": "c01-m6", "model": "xai-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "consent propagation weaker outside their ecosystems; high implementation burden for full compliance"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|xai-small|Tealium", "prompt": "c01-m6", "model": "xai-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Tealium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Prioritize privacy-first vendors** like Tealium (built-in consent) over generalists."}, {"id": "mai-20260915-0741-calibration_b|c01-m6|xai-small|Treasure Data", "prompt": "c01-m6", "model": "xai-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Treasure Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "major players like Salesforce Data Cloud, Adobe Real-Time CDP, Tealium, Treasure Data, and Twilio Segment ... are generally rated highly"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|xai-small|Twilio Segment", "prompt": "c01-m6", "model": "xai-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Twilio Segment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "lower analyst ratings (Contender/Niche); risky for healthcare without strict config (multiplies PHI exposure to 20+ destinations)"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|zai-small|Salesforce Data Cloud (now Data 360)", "prompt": "c01-m6", "model": "zai-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Salesforce Data Cloud (now Data 360)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**When to avoid:** Small teams, organizations without dedicated Salesforce expertise, or those needing simple CRM integration"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|zai-small|SessionM", "prompt": "c01-m6", "model": "zai-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "SessionM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Overpriced** - Multiple reviewers call it overpriced ... **Unstable staging environments**"}, {"id": "mai-20260915-0741-calibration_b|c01-m6|zai-small|Adobe Marketing Cloud CDP", "prompt": "c01-m6", "model": "zai-small", "cat": "customer-data-platforms", "variant": "negative", "raw": "Adobe Marketing Cloud CDP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**High pricing** - Cost is repeatedly cited as a top complaint"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|alibaba-small|Amplitude", "prompt": "c02-m1", "model": "alibaba-small", "cat": "product-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: **Amplitude** ... Start with **Amplitude** if you have the budget and want a long-term data partner."}, {"id": "mai-20260915-0741-calibration_b|c02-m1|alibaba-small|Mixpanel", "prompt": "c02-m1", "model": "alibaba-small", "cat": "product-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with **Mixpanel** if you want to validate product-market fit quickly while minimizing monthly burn."}, {"id": "mai-20260915-0741-calibration_b|c02-m1|alibaba-small|Pendo", "prompt": "c02-m1", "model": "alibaba-small", "cat": "product-analytics", "variant": "direct", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Feature Adoption & Onboarding: **Pendo**"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|alibaba-small|Heap", "prompt": "c02-m1", "model": "alibaba-small", "cat": "product-analytics", "variant": "direct", "raw": "Heap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Limited Engineering Resources: **Heap**"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|anthropic-small|Mixpanel", "prompt": "c02-m1", "model": "anthropic-small", "cat": "product-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Offers the best balance of power and usability, with its event-based model fitting well with SaaS products"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|anthropic-small|Amplitude", "prompt": "c02-m1", "model": "anthropic-small", "cat": "product-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for product, data, and engineering teams at mid-market and enterprise companies who want one platform instead of five"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|anthropic-small|Heap", "prompt": "c02-m1", "model": "anthropic-small", "cat": "product-analytics", "variant": "direct", "raw": "Heap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Works best for mid-market B2B SaaS teams and non-technical product managers who need fast time-to-insight"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|anthropic-small|Pendo", "prompt": "c02-m1", "model": "anthropic-small", "cat": "product-analytics", "variant": "direct", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "designed for mid-market teams that want one platform for both analytics and user engagement"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|challenger-small|Mixpanel", "prompt": "c02-m1", "model": "challenger-small", "cat": "product-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Mixpanel**"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|challenger-small|Pendo", "prompt": "c02-m1", "model": "challenger-small", "cat": "product-analytics", "variant": "direct", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pendo** is often the better fit for mid-market B2B teams"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|challenger-small|Amplitude", "prompt": "c02-m1", "model": "challenger-small", "cat": "product-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Amplitude** if your team is larger, more data-mature"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|challenger-small|Heap", "prompt": "c02-m1", "model": "challenger-small", "cat": "product-analytics", "variant": "direct", "raw": "Heap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Heap** if your top constraint is reducing instrumentation effort through autocapture"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|deepseek-small|Amplitude", "prompt": "c02-m1", "model": "deepseek-small", "cat": "product-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top recommendation: **Amplitude** (best all-around for mid-market B2B)"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|deepseek-small|Mixpanel", "prompt": "c02-m1", "model": "deepseek-small", "cat": "product-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mixpanel** — Best value if your priority is focused, self-serve funnel/retention analytics"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|deepseek-small|Pendo", "prompt": "c02-m1", "model": "deepseek-small", "cat": "product-analytics", "variant": "direct", "raw": "Pendo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "All paid tiers are custom-quoted and opaque... Free tier is very restrictive (500 MAUs). Only choose this if you'll actually use the engagement features."}, {"id": "mai-20260915-0741-calibration_b|c02-m1|deepseek-small|PostHog", "prompt": "c02-m1", "model": "deepseek-small", "cat": "product-analytics", "variant": "direct", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for engineering-led teams that want data ownership and transparent, low cost."}, {"id": "mai-20260915-0741-calibration_b|c02-m1|deepseek-small|Heap (Contentsquare)", "prompt": "c02-m1", "model": "deepseek-small", "cat": "product-analytics", "variant": "direct", "raw": "Heap (Contentsquare)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "pricing is now custom-quote only (opaque), which is a drawback"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|google-small|Mixpanel", "prompt": "c02-m1", "model": "google-small", "cat": "product-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mixpanel: The Best \"Event-First\" Analytics Platform ... widely considered the cleanest, most intuitive platform for event-based tracking"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|google-small|Pendo", "prompt": "c02-m1", "model": "google-small", "cat": "product-analytics", "variant": "direct", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pendo: The Best for Product Onboarding & In-App Engagement"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|google-small|Amplitude", "prompt": "c02-m1", "model": "google-small", "cat": "product-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Amplitude: The Gold Standard for Advanced Behavioral Insights"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|google-small|June.so", "prompt": "c02-m1", "model": "google-small", "cat": "product-analytics", "variant": "direct", "raw": "June.so", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Amplitude acqui-hired June.so—a beloved B2B-specific startup—and sunset the standalone June product"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|google-small|PostHog", "prompt": "c02-m1", "model": "google-small", "cat": "product-analytics", "variant": "direct", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "PostHog: The Best for Developer-Led & Highly Technical B2B SaaS"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|google-small|Gainsight PX", "prompt": "c02-m1", "model": "google-small", "cat": "product-analytics", "variant": "direct", "raw": "Gainsight PX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Gainsight PX: The Best for Customer Success-Led B2B"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|meta-small|Amplitude", "prompt": "c02-m1", "model": "meta-small", "cat": "product-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top product analytics tools include Amplitude, which is best for mid-size to enterprise teams focused on growth and optimization."}, {"id": "mai-20260915-0741-calibration_b|c02-m1|minimax-small|Mixpanel", "prompt": "c02-m1", "model": "minimax-small", "cat": "product-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mixpanel** is widely regarded as the best product analytics platform for mid-market B2B companies"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|minimax-small|Pendo", "prompt": "c02-m1", "model": "minimax-small", "cat": "product-analytics", "variant": "direct", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pendo** could be the better all-in-one choice"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|minimax-small|Amplitude", "prompt": "c02-m1", "model": "minimax-small", "cat": "product-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Larger mid-market companies needing advanced capabilities"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|minimax-small|Heap", "prompt": "c02-m1", "model": "minimax-small", "cat": "product-analytics", "variant": "direct", "raw": "Heap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Heap** (No-Code Friendly) - **Best for:** Non-technical product managers"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|mistral-small|Pendo", "prompt": "c02-m1", "model": "mistral-small", "cat": "product-analytics", "variant": "direct", "raw": "Pendo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Pendo** offers the best balance of analytics depth, actionability, and B2B-specific features"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|mistral-small|Mixpanel", "prompt": "c02-m1", "model": "mistral-small", "cat": "product-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mixpanel** provides excellent analytics at a more transparent price point"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|mistral-small|Amplitude", "prompt": "c02-m1", "model": "mistral-small", "cat": "product-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Amplitude** - *Best for Data-Mature Teams*"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|mistral-small|Heap", "prompt": "c02-m1", "model": "mistral-small", "cat": "product-analytics", "variant": "direct", "raw": "Heap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Heap** - *Best for Fast Setup & Retroactive Analysis*"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|mistral-small|FullStory", "prompt": "c02-m1", "model": "mistral-small", "cat": "product-analytics", "variant": "direct", "raw": "FullStory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. FullStory** - *Best for UX & Session Analysis*"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|mistral-small|PostHog", "prompt": "c02-m1", "model": "mistral-small", "cat": "product-analytics", "variant": "direct", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Budget-friendly**: Mixpanel ($0.28/1K events) or PostHog (open-source)"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|moonshot-small|Mixpanel", "prompt": "c02-m1", "model": "moonshot-small", "cat": "product-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For most mid-market B2B companies**, start with **Mixpanel**"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|moonshot-small|Amplitude", "prompt": "c02-m1", "model": "moonshot-small", "cat": "product-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Amplitude instead if** you need experimentation, have $20K+ budget"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|moonshot-small|PostHog", "prompt": "c02-m1", "model": "moonshot-small", "cat": "product-analytics", "variant": "direct", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose PostHog if** you have technical resources and prioritize data ownership/cost efficiency."}, {"id": "mai-20260915-0741-calibration_b|c02-m1|moonshot-small|Pendo", "prompt": "c02-m1", "model": "moonshot-small", "cat": "product-analytics", "variant": "direct", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Pendo if** your primary pain point is user onboarding and feature adoption"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|moonshot-small|Heap", "prompt": "c02-m1", "model": "moonshot-small", "cat": "product-analytics", "variant": "direct", "raw": "Heap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Heap | Teams without data engineers | Session-based, custom | 10K sessions | Autocapture"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|openai-small|Amplitude", "prompt": "c02-m1", "model": "openai-small", "cat": "product-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall: Amplitude."}, {"id": "mai-20260915-0741-calibration_b|c02-m1|openai-small|Mixpanel", "prompt": "c02-m1", "model": "openai-small", "cat": "product-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best simpler alternative: Mixpanel."}, {"id": "mai-20260915-0741-calibration_b|c02-m1|openai-small|PostHog", "prompt": "c02-m1", "model": "openai-small", "cat": "product-analytics", "variant": "direct", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose PostHog if data ownership, self-hosting, and engineering control matter most."}, {"id": "mai-20260915-0741-calibration_b|c02-m1|xai-small|Pendo", "prompt": "c02-m1", "model": "xai-small", "cat": "product-analytics", "variant": "direct", "raw": "Pendo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Pendo** if your B2B focus is user onboarding, feature adoption, and tying analytics to customer success"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|xai-small|Amplitude", "prompt": "c02-m1", "model": "xai-small", "cat": "product-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Go Amplitude** if you need enterprise-grade depth (e.g., complex journeys, A/B tests) as you grow."}, {"id": "mai-20260915-0741-calibration_b|c02-m1|xai-small|Mixpanel", "prompt": "c02-m1", "model": "xai-small", "cat": "product-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Mixpanel** for budget-conscious, fast insights without engineering overhead"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|xai-small|Heap", "prompt": "c02-m1", "model": "xai-small", "cat": "product-analytics", "variant": "direct", "raw": "Heap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Heap** | Teams without data engineers (quick setup) | Autocapture (no manual tagging)"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|zai-small|Mixpanel", "prompt": "c02-m1", "model": "zai-small", "cat": "product-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Mixpanel**"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|zai-small|Amplitude", "prompt": "c02-m1", "model": "zai-small", "cat": "product-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amplitude** (Best if you need advanced behavioral analysis)"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|zai-small|PostHog", "prompt": "c02-m1", "model": "zai-small", "cat": "product-analytics", "variant": "direct", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**PostHog** (Best if you need open-source/self-hosting)"}, {"id": "mai-20260915-0741-calibration_b|c02-m1|zai-small|Heap", "prompt": "c02-m1", "model": "zai-small", "cat": "product-analytics", "variant": "direct", "raw": "Heap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Heap** (Best if you want autocapture without instrumentation)"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|alibaba-small|Amplitude", "prompt": "c02-m2", "model": "alibaba-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: **Amplitude**"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|alibaba-small|Pendo", "prompt": "c02-m2", "model": "alibaba-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Adoption & Engagement: **Pendo**"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|alibaba-small|PostHog", "prompt": "c02-m2", "model": "alibaba-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Transparency & Tech Control: **PostHog**"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|alibaba-small|Google Analytics 360", "prompt": "c02-m2", "model": "alibaba-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Google Analytics 360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often worry about \"black box\" pricing from vendors like Google Analytics 360 or BigQuery"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|anthropic-small|Mixpanel", "prompt": "c02-m2", "model": "anthropic-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Mixpanel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Best Overall: Mixpanel"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|anthropic-small|Amplitude", "prompt": "c02-m2", "model": "anthropic-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For Deeper Analytics: Amplitude"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|anthropic-small|Pendo", "prompt": "c02-m2", "model": "anthropic-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pendo combines product analytics with in-app guidance"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|anthropic-small|Gainsight PX", "prompt": "c02-m2", "model": "anthropic-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Gainsight PX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gainsight PX combines product analytics with customer success workflows"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|challenger-small|Amplitude", "prompt": "c02-m2", "model": "challenger-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Amplitude** as the default choice"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|challenger-small|Pendo", "prompt": "c02-m2", "model": "challenger-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then **Pendo** is often the better fit because it combines analytics with guidance"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|challenger-small|Heap", "prompt": "c02-m2", "model": "challenger-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Heap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Heap** if your team wants **autocapture** and less engineering dependency"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|challenger-small|Mixpanel", "prompt": "c02-m2", "model": "challenger-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mixpanel** if you want a very strong **event analytics** tool"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|challenger-small|PostHog", "prompt": "c02-m2", "model": "challenger-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose PostHog** if your team is more **technical**"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|deepseek-small|Amplitude", "prompt": "c02-m2", "model": "deepseek-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Amplitude** is the safest, most robust choice"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|deepseek-small|Mixpanel", "prompt": "c02-m2", "model": "deepseek-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're cost-sensitive, **Mixpanel** is an excellent lean alternative"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|deepseek-small|Pendo", "prompt": "c02-m2", "model": "deepseek-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your biggest challenges are around onboarding and feature adoption, **Pendo** is the strongest fit"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|deepseek-small|Heap", "prompt": "c02-m2", "model": "deepseek-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Heap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "No dedicated data engineers; want zero-instrumentation setup | **Heap** (autocapture)"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|deepseek-small|PostHog", "prompt": "c02-m2", "model": "deepseek-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Open-source, self-hosted, full data ownership | **PostHog**"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|deepseek-small|FullStory", "prompt": "c02-m2", "model": "deepseek-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "FullStory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Deep session replay and UX friction analysis | **FullStory**"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|google-small|Mixpanel", "prompt": "c02-m2", "model": "google-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Mixpanel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mixpanel: Best All-Rounder for Deep Behavioral Analytics ... Mixpanel is the gold standard for mid-market companies."}, {"id": "mai-20260915-0741-calibration_b|c02-m2|google-small|June.so", "prompt": "c02-m2", "model": "google-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "June.so", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best \"Out-of-the-Box\" Tool for B2B SaaS ... June is highly recommended."}, {"id": "mai-20260915-0741-calibration_b|c02-m2|google-small|Pendo", "prompt": "c02-m2", "model": "google-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Product-Led Growth (PLG) & User Onboarding ... Pendo is the premier choice."}, {"id": "mai-20260915-0741-calibration_b|c02-m2|google-small|Gainsight PX", "prompt": "c02-m2", "model": "google-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Gainsight PX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Pendo (or Gainsight PX): Best for Product-Led Growth (PLG) & User Onboarding"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|google-small|Amplitude", "prompt": "c02-m2", "model": "google-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Amplitude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "It lacks the complex, highly customized SQL-level querying power of Mixpanel or Amplitude."}, {"id": "mai-20260915-0741-calibration_b|c02-m2|google-small|PostHog", "prompt": "c02-m2", "model": "google-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Developer-Led Teams (and Cost Efficiency) ... PostHog is incredibly popular."}, {"id": "mai-20260915-0741-calibration_b|c02-m2|google-small|Heap", "prompt": "c02-m2", "model": "google-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Heap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Autocapture (tools like *Heap* or *PostHog*)"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|meta-small|Pendo", "prompt": "c02-m2", "model": "meta-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Pendo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pendo - Best all-round product experience platform with integrated analytics, guidance, feedback, and roadmapping."}, {"id": "mai-20260915-0741-calibration_b|c02-m2|meta-small|Amplitude", "prompt": "c02-m2", "model": "meta-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Amplitude - Full-featured behavioral analytics and experimentation suite with AI insights, best for mid-size to enterprise teams"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|minimax-small|Mixpanel", "prompt": "c02-m2", "model": "minimax-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Mixpanel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest **Mixpanel** or **Amplitude** as they offer the best balance of B2B-specific features, pricing, and ease of use"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|minimax-small|Amplitude", "prompt": "c02-m2", "model": "minimax-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest **Mixpanel** or **Amplitude** as they offer the best balance"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|minimax-small|Pendo", "prompt": "c02-m2", "model": "minimax-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Particularly well-suited for B2B as it combines analytics with in-app guidance"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|minimax-small|Heap", "prompt": "c02-m2", "model": "minimax-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Heap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Easy to implement with automatic event capture"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|minimax-small|PostHog", "prompt": "c02-m2", "model": "minimax-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Open-source option that's cost-effective"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|mistral-small|Amplitude Analytics", "prompt": "c02-m2", "model": "mistral-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Amplitude Analytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Amplitude Analytics** *(Best Overall for B2B SaaS)*"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|mistral-small|Mixpanel", "prompt": "c02-m2", "model": "mistral-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Mixpanel** *(Best Value for Money)*"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|mistral-small|Pendo", "prompt": "c02-m2", "model": "mistral-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Pendo** *(Best for Onboarding & Adoption)*"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|moonshot-small|Amplitude", "prompt": "c02-m2", "model": "moonshot-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 **Top Recommendation: Amplitude**"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|moonshot-small|Mixpanel", "prompt": "c02-m2", "model": "moonshot-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best Value: Mixpanel**"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|moonshot-small|Pendo", "prompt": "c02-m2", "model": "moonshot-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Product-Led Growth: Pendo"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|moonshot-small|PostHog", "prompt": "c02-m2", "model": "moonshot-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Engineering-Led Teams: PostHog"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|openai-small|Amplitude", "prompt": "c02-m2", "model": "openai-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Amplitude**"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|openai-small|Mixpanel", "prompt": "c02-m2", "model": "openai-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "great if you want a very approachable interface and fast time to value"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|openai-small|Pendo", "prompt": "c02-m2", "model": "openai-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better if you want analytics plus in-app guides and product onboarding"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|openai-small|PostHog", "prompt": "c02-m2", "model": "openai-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong choice if you want more control, lower cost at scale, and an all-in-one stack"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|openai-small|Heap", "prompt": "c02-m2", "model": "openai-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Heap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "useful if you want less manual event instrumentation, though you’ll still want good tracking discipline"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|xai-small|Pendo", "prompt": "c02-m2", "model": "xai-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Pendo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Pendo as the top product analytics tool"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|xai-small|Amplitude", "prompt": "c02-m2", "model": "xai-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If pure analytics depth > action (no CS team), go Amplitude."}, {"id": "mai-20260915-0741-calibration_b|c02-m2|xai-small|Mixpanel", "prompt": "c02-m2", "model": "xai-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-tight? Mixpanel."}, {"id": "mai-20260915-0741-calibration_b|c02-m2|xai-small|Heap", "prompt": "c02-m2", "model": "xai-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Heap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Heap | No-code autocapture ... Quick start / Weaker on B2B accounts"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|xai-small|PostHog", "prompt": "c02-m2", "model": "xai-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Eng-led/open-source? PostHog."}, {"id": "mai-20260915-0741-calibration_b|c02-m2|zai-small|Mixpanel", "prompt": "c02-m2", "model": "zai-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Mixpanel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Mixpanel** - **Best for**: Advanced event tracking and user segmentation"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|zai-small|Amplitude", "prompt": "c02-m2", "model": "zai-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Amplitude** ... popular among mid-sized B2B companies"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|zai-small|Heap", "prompt": "c02-m2", "model": "zai-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "Heap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Companies wanting automatic event tracking"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|zai-small|FullStory", "prompt": "c02-m2", "model": "zai-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "FullStory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Session replay and user experience insights"}, {"id": "mai-20260915-0741-calibration_b|c02-m2|zai-small|PostHog", "prompt": "c02-m2", "model": "zai-small", "cat": "product-analytics", "variant": "paraphrase", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: Open-source preference and self-hosting options"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|alibaba-small|Amplitude", "prompt": "c02-m3", "model": "alibaba-small", "cat": "product-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Amplitude** if you need the most robust industry-standard behavioral data and have a mature analytics function."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|alibaba-small|Mixpanel", "prompt": "c02-m3", "model": "alibaba-small", "cat": "product-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Mixpanel** if you want a lightweight, easy-to-use tool to quickly build funnels and track conversion paths"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|alibaba-small|Statsig", "prompt": "c02-m3", "model": "alibaba-small", "cat": "product-analytics", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best For:** Teams wanting integrated experimentation and analytics (the modern challenger)."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|alibaba-small|Pendo", "prompt": "c02-m3", "model": "alibaba-small", "cat": "product-analytics", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Pendo** if your biggest pain point is \"Users aren't using our new features\""}, {"id": "mai-20260915-0741-calibration_b|c02-m3|alibaba-small|Gainsight PX", "prompt": "c02-m3", "model": "alibaba-small", "cat": "product-analytics", "variant": "comparative", "raw": "Gainsight PX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Connects product usage directly to renewal and churn risk."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|alibaba-small|PostHog", "prompt": "c02-m3", "model": "alibaba-small", "cat": "product-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose PostHog** if you are developer-focused, care deeply about data privacy/compliance"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|alibaba-small|FullStory", "prompt": "c02-m3", "model": "alibaba-small", "cat": "product-analytics", "variant": "comparative", "raw": "FullStory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The gold standard for pixel-perfect session replays."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|alibaba-small|LogRocket", "prompt": "c02-m3", "model": "alibaba-small", "cat": "product-analytics", "variant": "comparative", "raw": "LogRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Developer-centric replay tool focused heavily on bug reproduction and performance monitoring."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|anthropic-small|Contentsquare", "prompt": "c02-m3", "model": "anthropic-small", "cat": "product-analytics", "variant": "comparative", "raw": "Contentsquare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top product analytics tools are Contentsquare, Mixpanel, Amplitude, Fullstory, and Pendo"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|anthropic-small|Mixpanel", "prompt": "c02-m3", "model": "anthropic-small", "cat": "product-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mixpanel excels at sophisticated behavioral analysis."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|anthropic-small|Amplitude", "prompt": "c02-m3", "model": "anthropic-small", "cat": "product-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Amplitude is the leading all-in-one analytics platform for building better products"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|anthropic-small|Fullstory", "prompt": "c02-m3", "model": "anthropic-small", "cat": "product-analytics", "variant": "comparative", "raw": "Fullstory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Fullstory specializes in session replay."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|anthropic-small|Pendo", "prompt": "c02-m3", "model": "anthropic-small", "cat": "product-analytics", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Pendo combines analytics with in-app guidance."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|anthropic-small|Heap", "prompt": "c02-m3", "model": "anthropic-small", "cat": "product-analytics", "variant": "comparative", "raw": "Heap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Heap removes instrumentation friction"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|anthropic-small|PostHog", "prompt": "c02-m3", "model": "anthropic-small", "cat": "product-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "PostHog, LogRocket, Userpilot, and Glassbox are also among the top tools for 2026."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|anthropic-small|LogRocket", "prompt": "c02-m3", "model": "anthropic-small", "cat": "product-analytics", "variant": "comparative", "raw": "LogRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "PostHog, LogRocket, Userpilot, and Glassbox are also among the top tools for 2026."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|anthropic-small|Userpilot", "prompt": "c02-m3", "model": "anthropic-small", "cat": "product-analytics", "variant": "comparative", "raw": "Userpilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "PostHog, LogRocket, Userpilot, and Glassbox are also among the top tools for 2026."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|anthropic-small|Glassbox", "prompt": "c02-m3", "model": "anthropic-small", "cat": "product-analytics", "variant": "comparative", "raw": "Glassbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "PostHog, LogRocket, Userpilot, and Glassbox are also among the top tools for 2026."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|challenger-small|Amplitude", "prompt": "c02-m3", "model": "challenger-small", "cat": "product-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Amplitude** if you need deep cohorting, behavioral segmentation, and journey analysis."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|challenger-small|Mixpanel", "prompt": "c02-m3", "model": "challenger-small", "cat": "product-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Mixpanel** if your team cares most about funnels, retention, and event-level product behavior."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|challenger-small|Pendo", "prompt": "c02-m3", "model": "challenger-small", "cat": "product-analytics", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Pendo** if you want analytics tied to onboarding, prompts, and adoption workflows."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|challenger-small|Heap", "prompt": "c02-m3", "model": "challenger-small", "cat": "product-analytics", "variant": "comparative", "raw": "Heap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Heap** if you want minimal implementation and retroactive analysis"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|challenger-small|PostHog", "prompt": "c02-m3", "model": "challenger-small", "cat": "product-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**PostHog** if you want an open-source, developer-friendly platform"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|challenger-small|Fullstory", "prompt": "c02-m3", "model": "challenger-small", "cat": "product-analytics", "variant": "comparative", "raw": "Fullstory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Fullstory** if you need replay-heavy troubleshooting and UX debugging."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|challenger-small|Google Analytics", "prompt": "c02-m3", "model": "challenger-small", "cat": "product-analytics", "variant": "comparative", "raw": "Google Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Google Analytics** if your primary need is acquisition and web traffic, not product usage depth."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|challenger-small|Contentsquare", "prompt": "c02-m3", "model": "challenger-small", "cat": "product-analytics", "variant": "comparative", "raw": "Contentsquare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Contentsquare** if you're an enterprise team focused on cross-session customer journeys"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|deepseek-small|Amplitude", "prompt": "c02-m3", "model": "deepseek-small", "cat": "product-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Amplitude is a full-featured behavioral analytics platform... its cohort builder is widely considered the most intuitive and powerful in the industry"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|deepseek-small|Mixpanel", "prompt": "c02-m3", "model": "deepseek-small", "cat": "product-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Mixpanel is the **classic event-based product analytics tool** ... renowned for its **funnel analysis**, which is widely considered the most mature"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|deepseek-small|Heap", "prompt": "c02-m3", "model": "deepseek-small", "cat": "product-analytics", "variant": "comparative", "raw": "Heap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**No engineering bandwidth for tracking** | Heap"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|deepseek-small|Pendo", "prompt": "c02-m3", "model": "deepseek-small", "cat": "product-analytics", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Yes \\u2192 **Pendo** is the only tool that does both natively in one platform"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|deepseek-small|PostHog", "prompt": "c02-m3", "model": "deepseek-small", "cat": "product-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Engineering-led, wants consolidated tooling \\u2192 **PostHog**"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|deepseek-small|FullStory", "prompt": "c02-m3", "model": "deepseek-small", "cat": "product-analytics", "variant": "comparative", "raw": "FullStory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "UX-focused on friction and experience \\u2192 **FullStory**"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|deepseek-small|Google Analytics (GA4)", "prompt": "c02-m3", "model": "deepseek-small", "cat": "product-analytics", "variant": "comparative", "raw": "Google Analytics (GA4)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Marketing/attribution measurement only** | Google Analytics (GA4)"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|google-small|Google Analytics", "prompt": "c02-m3", "model": "google-small", "cat": "product-analytics", "variant": "comparative", "raw": "Google Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Unlike traditional web analytics (like Google Analytics), which focus on page views and marketing attribution"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|google-small|Amplitude", "prompt": "c02-m3", "model": "google-small", "cat": "product-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Often considered the industry standard for complex, event-driven product analytics."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|google-small|Mixpanel", "prompt": "c02-m3", "model": "google-small", "cat": "product-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The primary rival to Amplitude, Mixpanel is beloved by product managers and growth teams"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|google-small|Contentsquare (incorporating Heap)", "prompt": "c02-m3", "model": "google-small", "cat": "product-analytics", "variant": "comparative", "raw": "Contentsquare (incorporating Heap)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: \"Autocapture\" (tagless tracking) and visual user experience."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|google-small|PostHog", "prompt": "c02-m3", "model": "google-small", "cat": "product-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "PostHog is an all-in-one product OS designed directly for developers."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|google-small|Pendo", "prompt": "c02-m3", "model": "google-small", "cat": "product-analytics", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Pendo approaches analytics from a Product-Led Growth (PLG) perspective."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|meta-small|Amplitude", "prompt": "c02-m3", "model": "meta-small", "cat": "product-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top tools include Amplitude, Pendo, PostHog, LogRocket, Mixpanel, Userpilot, and Glassbox."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|meta-small|Pendo", "prompt": "c02-m3", "model": "meta-small", "cat": "product-analytics", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top tools include Amplitude, Pendo, PostHog, LogRocket, Mixpanel, Userpilot, and Glassbox."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|meta-small|PostHog", "prompt": "c02-m3", "model": "meta-small", "cat": "product-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top tools include Amplitude, Pendo, PostHog, LogRocket, Mixpanel, Userpilot, and Glassbox."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|meta-small|LogRocket", "prompt": "c02-m3", "model": "meta-small", "cat": "product-analytics", "variant": "comparative", "raw": "LogRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top tools include Amplitude, Pendo, PostHog, LogRocket, Mixpanel, Userpilot, and Glassbox."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|meta-small|Mixpanel", "prompt": "c02-m3", "model": "meta-small", "cat": "product-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top tools include Amplitude, Pendo, PostHog, LogRocket, Mixpanel, Userpilot, and Glassbox."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|meta-small|Userpilot", "prompt": "c02-m3", "model": "meta-small", "cat": "product-analytics", "variant": "comparative", "raw": "Userpilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The top tools include Amplitude, Pendo, PostHog, LogRocket, Mixpanel, Userpilot, and Glassbox."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|meta-small|Glassbox", "prompt": "c02-m3", "model": "meta-small", "cat": "product-analytics", "variant": "comparative", "raw": "Glassbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The top tools include Amplitude, Pendo, PostHog, LogRocket, Mixpanel, Userpilot, and Glassbox."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|minimax-small|Amplitude", "prompt": "c02-m3", "model": "minimax-small", "cat": "product-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Need AI capabilities & experimentation**: Amplitude"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|minimax-small|Mixpanel", "prompt": "c02-m3", "model": "minimax-small", "cat": "product-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mixpanel** | Growth teams | Event-centric behavioral analytics, flexible funnels"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|minimax-small|Heap", "prompt": "c02-m3", "model": "minimax-small", "cat": "product-analytics", "variant": "comparative", "raw": "Heap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Want automatic tracking without engineering**: Heap"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|minimax-small|PostHog", "prompt": "c02-m3", "model": "minimax-small", "cat": "product-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Require data ownership/self-hosting**: PostHog"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|minimax-small|Pendo", "prompt": "c02-m3", "model": "minimax-small", "cat": "product-analytics", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Focus on user onboarding & activation**: Pendo or Userpilot"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|minimax-small|FullStory", "prompt": "c02-m3", "model": "minimax-small", "cat": "product-analytics", "variant": "comparative", "raw": "FullStory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Need session replay for UX debugging**: FullStory or LogRocket"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|minimax-small|Userpilot", "prompt": "c02-m3", "model": "minimax-small", "cat": "product-analytics", "variant": "comparative", "raw": "Userpilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Focus on user onboarding & activation**: Pendo or Userpilot"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|minimax-small|Statsig", "prompt": "c02-m3", "model": "minimax-small", "cat": "product-analytics", "variant": "comparative", "raw": "Statsig", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Prioritize statistical rigor in experiments**: Statsig"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|minimax-small|Quantum Metric", "prompt": "c02-m3", "model": "minimax-small", "cat": "product-analytics", "variant": "comparative", "raw": "Quantum Metric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Enterprise/custom**: FullStory, Quantum Metric, Adobe Analytics"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|minimax-small|Adobe Analytics", "prompt": "c02-m3", "model": "minimax-small", "cat": "product-analytics", "variant": "comparative", "raw": "Adobe Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Enterprise**: Amplitude, Quantum Metric, Adobe Analytics"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|minimax-small|LogRocket", "prompt": "c02-m3", "model": "minimax-small", "cat": "product-analytics", "variant": "comparative", "raw": "LogRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Session replay & UX insights**: FullStory, LogRocket"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|mistral-small|Amplitude", "prompt": "c02-m3", "model": "mistral-small", "cat": "product-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Amplitude leading for complex enterprise needs"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|mistral-small|Mixpanel", "prompt": "c02-m3", "model": "mistral-small", "cat": "product-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mixpanel for intuitive product management"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|mistral-small|PostHog", "prompt": "c02-m3", "model": "mistral-small", "cat": "product-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "PostHog offering the best value proposition for technical teams seeking consolidation"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|mistral-small|Heap", "prompt": "c02-m3", "model": "mistral-small", "cat": "product-analytics", "variant": "comparative", "raw": "Heap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Weaknesses: Less mature AI features, stagnant since acquisition"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|mistral-small|Pendo", "prompt": "c02-m3", "model": "mistral-small", "cat": "product-analytics", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Pendo if: You need analytics plus in-app onboarding and guidance for B2B SaaS."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|mistral-small|FullStory", "prompt": "c02-m3", "model": "mistral-small", "cat": "product-analytics", "variant": "comparative", "raw": "FullStory", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Weaknesses: Primarily UX-focused, not full analytics suite"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|mistral-small|Google Analytics 4 (GA4)", "prompt": "c02-m3", "model": "mistral-small", "cat": "product-analytics", "variant": "comparative", "raw": "Google Analytics 4 (GA4)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Weaknesses: Limited product analytics depth"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|moonshot-small|Mixpanel", "prompt": "c02-m3", "model": "moonshot-small", "cat": "product-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Mixpanel** ⭐ *Best for PM-led teams* ... fastest query performance and easiest UX"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|moonshot-small|Amplitude", "prompt": "c02-m3", "model": "moonshot-small", "cat": "product-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Amplitude leads in predictive analytics and data governance ... steeper learning curve than Mixpanel"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|moonshot-small|PostHog", "prompt": "c02-m3", "model": "moonshot-small", "cat": "product-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**3. PostHog** ⭐ *Best all-in-one value* ... the only platform offering a complete open-source, self-hosted option"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|moonshot-small|Heap", "prompt": "c02-m3", "model": "moonshot-small", "cat": "product-analytics", "variant": "comparative", "raw": "Heap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Heap's autocapture tracks everything automatically—no developer time needed"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|moonshot-small|Pendo", "prompt": "c02-m3", "model": "moonshot-small", "cat": "product-analytics", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "However, it's expensive with modular pricing that adds fees for session replay and advanced features."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|moonshot-small|FullStory", "prompt": "c02-m3", "model": "moonshot-small", "cat": "product-analytics", "variant": "comparative", "raw": "FullStory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**6. FullStory** ⭐ *Best for session replay + UX*"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|openai-small|Amplitude", "prompt": "c02-m3", "model": "openai-small", "cat": "product-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Need deep product metrics and a broad platform? Amplitude"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|openai-small|Mixpanel", "prompt": "c02-m3", "model": "openai-small", "cat": "product-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need classic event analytics with strong funnels/cohorts? Mixpanel"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|openai-small|PostHog", "prompt": "c02-m3", "model": "openai-small", "cat": "product-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need open-source + self-hosting? PostHog"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|openai-small|Heap", "prompt": "c02-m3", "model": "openai-small", "cat": "product-analytics", "variant": "comparative", "raw": "Heap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need zero/low upfront instrumentation? Heap"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|openai-small|Pendo", "prompt": "c02-m3", "model": "openai-small", "cat": "product-analytics", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need analytics plus in-app onboarding/guidance? Pendo"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|openai-small|Google Analytics 4", "prompt": "c02-m3", "model": "openai-small", "cat": "product-analytics", "variant": "comparative", "raw": "Google Analytics 4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "not a dedicated product analytics platform... weaker for deep product questions"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|openai-small|FullStory", "prompt": "c02-m3", "model": "openai-small", "cat": "product-analytics", "variant": "comparative", "raw": "FullStory", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "usually not the first choice for deep product instrumentation and experimentation workflows"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|openai-small|Contentsquare", "prompt": "c02-m3", "model": "openai-small", "cat": "product-analytics", "variant": "comparative", "raw": "Contentsquare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "usually not the first choice for deep product instrumentation and experimentation workflows"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|xai-small|Amplitude", "prompt": "c02-m3", "model": "xai-small", "cat": "product-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amplitude** – Best for deep behavioral analysis, experimentation, and scaling teams."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|xai-small|Mixpanel", "prompt": "c02-m3", "model": "xai-small", "cat": "product-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mixpanel** – Best for self-serve funnels, cohorts, and growth-focused product teams."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|xai-small|PostHog", "prompt": "c02-m3", "model": "xai-small", "cat": "product-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**PostHog** – Best for engineering-led teams, open-source/self-hosting, and all-in-one features."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|xai-small|Heap", "prompt": "c02-m3", "model": "xai-small", "cat": "product-analytics", "variant": "comparative", "raw": "Heap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Heap** – Best for no-code autocapture and quick setup without engineers."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|xai-small|Pendo", "prompt": "c02-m3", "model": "xai-small", "cat": "product-analytics", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pendo** – Best for in-app guidance, adoption tracking, and B2B SaaS."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|xai-small|FullStory", "prompt": "c02-m3", "model": "xai-small", "cat": "product-analytics", "variant": "comparative", "raw": "FullStory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**FullStory** – Best for session replay and UX friction diagnosis."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|xai-small|LogRocket", "prompt": "c02-m3", "model": "xai-small", "cat": "product-analytics", "variant": "comparative", "raw": "LogRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others frequently mentioned: LogRocket (bug tracking/replays)"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|xai-small|Userpilot", "prompt": "c02-m3", "model": "xai-small", "cat": "product-analytics", "variant": "comparative", "raw": "Userpilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Userpilot (onboarding)"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|xai-small|Contentsquare", "prompt": "c02-m3", "model": "xai-small", "cat": "product-analytics", "variant": "comparative", "raw": "Contentsquare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Contentsquare (enterprise heatmaps)"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|xai-small|Google Analytics 4", "prompt": "c02-m3", "model": "xai-small", "cat": "product-analytics", "variant": "comparative", "raw": "Google Analytics 4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "GA4 is free/great for basics but lacks product-depth funnels/retention."}, {"id": "mai-20260915-0741-calibration_b|c02-m3|zai-small|Pendo", "prompt": "c02-m3", "model": "zai-small", "cat": "product-analytics", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pendo** - Best All-Round Platform"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|zai-small|Amplitude", "prompt": "c02-m3", "model": "zai-small", "cat": "product-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amplitude** - Advanced Analytics & Experimentation"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|zai-small|Mixpanel", "prompt": "c02-m3", "model": "zai-small", "cat": "product-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mixpanel** - Event-Centric Behavioral Analytics"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|zai-small|Heap", "prompt": "c02-m3", "model": "zai-small", "cat": "product-analytics", "variant": "comparative", "raw": "Heap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Heap** - Automatic Event Capture"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|zai-small|PostHog", "prompt": "c02-m3", "model": "zai-small", "cat": "product-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**PostHog** - Open-Source Self-Hosted"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|zai-small|FullStory", "prompt": "c02-m3", "model": "zai-small", "cat": "product-analytics", "variant": "comparative", "raw": "FullStory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**FullStory** - Best session replay"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|zai-small|LogRocket", "prompt": "c02-m3", "model": "zai-small", "cat": "product-analytics", "variant": "comparative", "raw": "LogRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**LogRocket** - Developer-Centric Debugging"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|zai-small|Google Analytics 4", "prompt": "c02-m3", "model": "zai-small", "cat": "product-analytics", "variant": "comparative", "raw": "Google Analytics 4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Google Analytics 4** - Free and easy to use"}, {"id": "mai-20260915-0741-calibration_b|c02-m3|zai-small|GainsightPX", "prompt": "c02-m3", "model": "zai-small", "cat": "product-analytics", "variant": "comparative", "raw": "GainsightPX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**GainsightPX** - Product insights with customer success alignment"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|alibaba-small|PostHog", "prompt": "c02-m4", "model": "alibaba-small", "cat": "product-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **PostHog**. Because it offers both analytics and visualization (heatmaps/replays) in one package, it provides the highest value for a low-budget team."}, {"id": "mai-20260915-0741-calibration_b|c02-m4|alibaba-small|Amplitude", "prompt": "c02-m4", "model": "alibaba-small", "cat": "product-analytics", "variant": "budget", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Downside:** Once you grow past their user cap on the free plan, they can get quite expensive compared to PostHog."}, {"id": "mai-20260915-0741-calibration_b|c02-m4|alibaba-small|Google Analytics 4 (GA4)", "prompt": "c02-m4", "model": "alibaba-small", "cat": "product-analytics", "variant": "budget", "raw": "Google Analytics 4 (GA4)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your budget is effectively $0 and you don't need complex in-app event logic, GA4 is the default."}, {"id": "mai-20260915-0741-calibration_b|c02-m4|anthropic-small|PostHog", "prompt": "c02-m4", "model": "anthropic-small", "cat": "product-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "PostHog is a budget-friendly option for startups and small businesses. It's an open-source platform that offers a free plan with a usage-based pricing tier"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|anthropic-small|Plausible Analytics", "prompt": "c02-m4", "model": "anthropic-small", "cat": "product-analytics", "variant": "budget", "raw": "Plausible Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "A lightweight, privacy-focused alternative to Google Analytics that's affordable and easy to set up."}, {"id": "mai-20260915-0741-calibration_b|c02-m4|anthropic-small|Simple Analytics", "prompt": "c02-m4", "model": "anthropic-small", "cat": "product-analytics", "variant": "budget", "raw": "Simple Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Another privacy-focused, budget-friendly option with transparent pricing"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|anthropic-small|Google Analytics (GA4)", "prompt": "c02-m4", "model": "anthropic-small", "cat": "product-analytics", "variant": "budget", "raw": "Google Analytics (GA4)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its in-product behavioral depth is limited compared to dedicated product analytics software."}, {"id": "mai-20260915-0741-calibration_b|c02-m4|anthropic-small|Mixpanel", "prompt": "c02-m4", "model": "anthropic-small", "cat": "product-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "starting with **Google Analytics 4** (free) or **Mixpanel's free tier** is a smart move"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|anthropic-small|Amplitude", "prompt": "c02-m4", "model": "anthropic-small", "cat": "product-analytics", "variant": "budget", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Amplitude provides a free tier suitable for smaller teams"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|anthropic-small|Google Analytics 4", "prompt": "c02-m4", "model": "anthropic-small", "cat": "product-analytics", "variant": "budget", "raw": "Google Analytics 4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "For most startups and small companies, starting with **Google Analytics 4** (free) ... is a smart move"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|anthropic-small|Hotjar", "prompt": "c02-m4", "model": "anthropic-small", "cat": "product-analytics", "variant": "budget", "raw": "Hotjar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Offers affordable plans and a free tier focused on user behavior, heatmaps, and session recordings"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|challenger-small|Mixpanel", "prompt": "c02-m4", "model": "challenger-small", "cat": "product-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd pick **Mixpanel** for most budget-conscious product teams"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|challenger-small|Google Analytics 4", "prompt": "c02-m4", "model": "challenger-small", "cat": "product-analytics", "variant": "budget", "raw": "Google Analytics 4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GA4** only when the budget is extremely tight or the use case is mostly web traffic analysis"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|challenger-small|PostHog", "prompt": "c02-m4", "model": "challenger-small", "cat": "product-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your team is **technical** and you want a broader feature set"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|challenger-small|Amplitude", "prompt": "c02-m4", "model": "challenger-small", "cat": "product-analytics", "variant": "budget", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong alternative with a free plan, but some sources emphasize it more for teams that want broader platform capabilities rather than the absolute lowest cost"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|deepseek-small|PostHog", "prompt": "c02-m4", "model": "deepseek-small", "cat": "product-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PostHog** is the best value overall"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|deepseek-small|Mixpanel", "prompt": "c02-m4", "model": "deepseek-small", "cat": "product-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mixpanel** and **Amplitude** are the strongest picks depending on your team's technical skill"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|deepseek-small|Amplitude", "prompt": "c02-m4", "model": "deepseek-small", "cat": "product-analytics", "variant": "budget", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Amplitude's free plan is notably the most generous (2M events/month)"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|deepseek-small|Google Analytics 4", "prompt": "c02-m4", "model": "deepseek-small", "cat": "product-analytics", "variant": "budget", "raw": "Google Analytics 4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zero budget, just need basic marketing/traffic analytics** → **GA4** (completely free)"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|deepseek-small|Microsoft Clarity", "prompt": "c02-m4", "model": "deepseek-small", "cat": "product-analytics", "variant": "budget", "raw": "Microsoft Clarity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Microsoft Clarity** for unlimited free session recordings"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|google-small|PostHog", "prompt": "c02-m4", "model": "google-small", "cat": "product-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the absolute most value for $0, **PostHog** is the top recommendation for startups and small product teams."}, {"id": "mai-20260915-0741-calibration_b|c02-m4|google-small|Mixpanel", "prompt": "c02-m4", "model": "google-small", "cat": "product-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mixpanel** is the industry leader for self-serve behavioral analytics."}, {"id": "mai-20260915-0741-calibration_b|c02-m4|google-small|Hotjar", "prompt": "c02-m4", "model": "google-small", "cat": "product-analytics", "variant": "budget", "raw": "Hotjar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "session replays (like Hotjar)"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|google-small|LaunchDarkly", "prompt": "c02-m4", "model": "google-small", "cat": "product-analytics", "variant": "budget", "raw": "LaunchDarkly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "feature flags (like LaunchDarkly)"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|google-small|Amplitude", "prompt": "c02-m4", "model": "google-small", "cat": "product-analytics", "variant": "budget", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Amplitude’s paid plans are notoriously expensive and opaque."}, {"id": "mai-20260915-0741-calibration_b|c02-m4|google-small|Google Analytics 4 (GA4)", "prompt": "c02-m4", "model": "google-small", "cat": "product-analytics", "variant": "budget", "raw": "Google Analytics 4 (GA4)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "GA4 is primarily a marketing tool, not a product analytics tool... incredibly tedious and often frustrating."}, {"id": "mai-20260915-0741-calibration_b|c02-m4|google-small|Microsoft Clarity", "prompt": "c02-m4", "model": "google-small", "cat": "product-analytics", "variant": "budget", "raw": "Microsoft Clarity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Microsoft Clarity + GA4** if you have zero budget"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|meta-small|PostHog", "prompt": "c02-m4", "model": "meta-small", "cat": "product-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "PostHog - usage-based pricing, optimal balance of features, pricing, and ease of use for most teams."}, {"id": "mai-20260915-0741-calibration_b|c02-m4|meta-small|Countly", "prompt": "c02-m4", "model": "meta-small", "cat": "product-analytics", "variant": "budget", "raw": "Countly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Countly - $0-$40/month, suitable for startups."}, {"id": "mai-20260915-0741-calibration_b|c02-m4|meta-small|Kissmetrics", "prompt": "c02-m4", "model": "meta-small", "cat": "product-analytics", "variant": "budget", "raw": "Kissmetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Kissmetrics - $99-$99/month, suitable for startups."}, {"id": "mai-20260915-0741-calibration_b|c02-m4|meta-small|LogRocket", "prompt": "c02-m4", "model": "meta-small", "cat": "product-analytics", "variant": "budget", "raw": "LogRocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "LogRocket - $69/mo, most affordable."}, {"id": "mai-20260915-0741-calibration_b|c02-m4|minimax-small|Statsig", "prompt": "c02-m4", "model": "minimax-small", "cat": "product-analytics", "variant": "budget", "raw": "Statsig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Mixpanel** or **Statsig**"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|minimax-small|Mixpanel", "prompt": "c02-m4", "model": "minimax-small", "cat": "product-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Mixpanel** or **Statsig**"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|minimax-small|PostHog", "prompt": "c02-m4", "model": "minimax-small", "cat": "product-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**PostHog** - Best Open-Source Option"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|minimax-small|Amplitude", "prompt": "c02-m4", "model": "minimax-small", "cat": "product-analytics", "variant": "budget", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Amplitude** - Best for Scalability"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|minimax-small|Heap", "prompt": "c02-m4", "model": "minimax-small", "cat": "product-analytics", "variant": "budget", "raw": "Heap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Heap** - Best for Ease of Implementation"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|mistral-small|PostHog", "prompt": "c02-m4", "model": "mistral-small", "cat": "product-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most limited-budget companies, I recommend starting with PostHog"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|mistral-small|Mixpanel", "prompt": "c02-m4", "model": "mistral-small", "cat": "product-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prefer managed services, Mixpanel offers the most generous free tier"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|mistral-small|Amplitude", "prompt": "c02-m4", "model": "mistral-small", "cat": "product-analytics", "variant": "budget", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Amplitude (Best for Data Teams)"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|mistral-small|Google Analytics 4", "prompt": "c02-m4", "model": "mistral-small", "cat": "product-analytics", "variant": "budget", "raw": "Google Analytics 4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For marketing-focused teams, Google Analytics 4 is hard to beat at $0 cost, though it's less specialized"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|mistral-small|Heap", "prompt": "c02-m4", "model": "mistral-small", "cat": "product-analytics", "variant": "budget", "raw": "Heap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Heap** | 10K sessions | Custom pricing |"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|moonshot-small|PostHog", "prompt": "c02-m4", "model": "moonshot-small", "cat": "product-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with PostHog** if you have technical resources"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|moonshot-small|Mixpanel", "prompt": "c02-m4", "model": "moonshot-small", "cat": "product-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Mixpanel** if you need something immediately usable without engineering help"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|moonshot-small|Amplitude", "prompt": "c02-m4", "model": "moonshot-small", "cat": "product-analytics", "variant": "budget", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Amplitude** if you want to experiment with advanced features"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|moonshot-small|Google Analytics 4", "prompt": "c02-m4", "model": "moonshot-small", "cat": "product-analytics", "variant": "budget", "raw": "Google Analytics 4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Not purpose-built for product analytics; lacks cohort analysis, user flows, and product-specific insights"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|moonshot-small|Microsoft Clarity", "prompt": "c02-m4", "model": "moonshot-small", "cat": "product-analytics", "variant": "budget", "raw": "Microsoft Clarity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Not purpose-built for product analytics; lacks cohort analysis, user flows, and product-specific insights"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|openai-small|PostHog", "prompt": "c02-m4", "model": "openai-small", "cat": "product-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **PostHog** or **Amplitude Free**"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|openai-small|Amplitude Free", "prompt": "c02-m4", "model": "openai-small", "cat": "product-analytics", "variant": "budget", "raw": "Amplitude Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best default choice is usually **PostHog** or **Amplitude Free**"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|openai-small|Mixpanel", "prompt": "c02-m4", "model": "openai-small", "cat": "product-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick Mixpanel** if you specifically want classic product analytics and your event volume is modest."}, {"id": "mai-20260915-0741-calibration_b|c02-m4|xai-small|PostHog", "prompt": "c02-m4", "model": "xai-small", "cat": "product-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "PostHog (Best Overall for Limited Budgets)"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|xai-small|Statsig", "prompt": "c02-m4", "model": "xai-small", "cat": "product-analytics", "variant": "budget", "raw": "Statsig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "PostHog or Statsig stand out as the best product analytics platforms"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|xai-small|Mixpanel", "prompt": "c02-m4", "model": "xai-small", "cat": "product-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Close Alternatives: Mixpanel: Free 1M events/mo + 10K replays"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|xai-small|Amplitude", "prompt": "c02-m4", "model": "xai-small", "cat": "product-analytics", "variant": "budget", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Amplitude: Free Starter (10K MTUs/2M events...) Good if MTUs <10K"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|xai-small|Google Analytics 4 (GA4)", "prompt": "c02-m4", "model": "xai-small", "cat": "product-analytics", "variant": "budget", "raw": "Google Analytics 4 (GA4)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "lacks deep product features like replays/cohorts. Use as a starter/complement."}, {"id": "mai-20260915-0741-calibration_b|c02-m4|zai-small|PostHog", "prompt": "c02-m4", "model": "zai-small", "cat": "product-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PostHog** offers the best value with its free tier including multiple features"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|zai-small|Mixpanel", "prompt": "c02-m4", "model": "zai-small", "cat": "product-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mixpanel** if you need the most events in the free tier"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|zai-small|Amplitude", "prompt": "c02-m4", "model": "zai-small", "cat": "product-analytics", "variant": "budget", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Free Tier for MTUs... Best for:** Product teams needing strong behavioral cohorting tools"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|zai-small|Umami", "prompt": "c02-m4", "model": "zai-small", "cat": "product-analytics", "variant": "budget", "raw": "Umami", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Umami/Matomo** if you want self-hosting and complete data control"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|zai-small|Matomo", "prompt": "c02-m4", "model": "zai-small", "cat": "product-analytics", "variant": "budget", "raw": "Matomo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Umami/Matomo** if you want self-hosting and complete data control"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|zai-small|Countly (Community Edition)", "prompt": "c02-m4", "model": "zai-small", "cat": "product-analytics", "variant": "budget", "raw": "Countly (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Want to self-host? → Umami or Countly"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|zai-small|Heap", "prompt": "c02-m4", "model": "zai-small", "cat": "product-analytics", "variant": "budget", "raw": "Heap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Starting price:** $300/month"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|zai-small|Aptabase", "prompt": "c02-m4", "model": "zai-small", "cat": "product-analytics", "variant": "budget", "raw": "Aptabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for:** Indie developers and native app analytics"}, {"id": "mai-20260915-0741-calibration_b|c02-m4|zai-small|Google Analytics", "prompt": "c02-m4", "model": "zai-small", "cat": "product-analytics", "variant": "budget", "raw": "Google Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Simple web analytics? → Google Analytics (free)"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|alibaba-small|Pendo", "prompt": "c02-m5", "model": "alibaba-small", "cat": "product-analytics", "variant": "scale", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Pendo** or **Gainsight PX** if tying product usage directly to customer success and adoption workflows"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|alibaba-small|Amplitude", "prompt": "c02-m5", "model": "alibaba-small", "cat": "product-analytics", "variant": "scale", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Amplitude** or **Mixpanel** excel if quantitative depth is paramount"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|alibaba-small|Heap", "prompt": "c02-m5", "model": "alibaba-small", "cat": "product-analytics", "variant": "scale", "raw": "Heap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Amplitude, Mixpanel, Heap | Deep behavioral analysis"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|alibaba-small|FullStory", "prompt": "c02-m5", "model": "alibaba-small", "cat": "product-analytics", "variant": "scale", "raw": "FullStory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pair whichever you choose with a qualitative layer (FullStory, Hotjar) if session replay isn't included."}, {"id": "mai-20260915-0741-calibration_b|c02-m5|alibaba-small|LogRocket", "prompt": "c02-m5", "model": "alibaba-small", "cat": "product-analytics", "variant": "scale", "raw": "LogRocket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "others like **FullStory** or **LogRocket** specialize in qualitative UX while lacking deep quantitative power"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|alibaba-small|Statsig", "prompt": "c02-m5", "model": "alibaba-small", "cat": "product-analytics", "variant": "scale", "raw": "Statsig", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tools like Amplitude Experiment, Statsig, or Gainsight PX let you test changes"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|alibaba-small|Gainsight PX", "prompt": "c02-m5", "model": "alibaba-small", "cat": "product-analytics", "variant": "scale", "raw": "Gainsight PX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Pendo** or **Gainsight PX** if tying product usage directly to customer success"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|alibaba-small|Mixpanel", "prompt": "c02-m5", "model": "alibaba-small", "cat": "product-analytics", "variant": "scale", "raw": "Mixpanel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Amplitude** or **Mixpanel** excel if quantitative depth is paramount"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|alibaba-small|WalkMe", "prompt": "c02-m5", "model": "alibaba-small", "cat": "product-analytics", "variant": "scale", "raw": "WalkMe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Pendo, Gainsight PX, WalkMe | Tying usage to in-app guidance"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|alibaba-small|Hotjar", "prompt": "c02-m5", "model": "alibaba-small", "cat": "product-analytics", "variant": "scale", "raw": "Hotjar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Pair whichever you choose with a qualitative layer (FullStory, Hotjar)"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|alibaba-small|PostHog", "prompt": "c02-m5", "model": "alibaba-small", "cat": "product-analytics", "variant": "scale", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**PostHog** if engineering wants full data control and open-source flexibility"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|deepseek-small|Kubit", "prompt": "c02-m5", "model": "deepseek-small", "cat": "product-analytics", "variant": "scale", "raw": "Kubit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Kubit | Data-mature enterprises, SQL transparency, regulated industries | Truly warehouse-native, no data duplication"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|deepseek-small|Mitzu", "prompt": "c02-m5", "model": "deepseek-small", "cat": "product-analytics", "variant": "scale", "raw": "Mitzu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mitzu | Warehouses already holding event data | Connects read-only to Snowflake/BigQuery"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|deepseek-small|NetSpring/Optimizely", "prompt": "c02-m5", "model": "deepseek-small", "cat": "product-analytics", "variant": "scale", "raw": "NetSpring/Optimizely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "NetSpring (Optimizely) | Data-mature orgs with complex relational schemas | Pure warehouse-native"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|deepseek-small|Amplitude", "prompt": "c02-m5", "model": "deepseek-small", "cat": "product-analytics", "variant": "scale", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Amplitude** (if you have analytics engineering resources)"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|deepseek-small|Mixpanel", "prompt": "c02-m5", "model": "deepseek-small", "cat": "product-analytics", "variant": "scale", "raw": "Mixpanel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Mixpanel** (if cost-conscious and product-led)"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|deepseek-small|PostHog", "prompt": "c02-m5", "model": "deepseek-small", "cat": "product-analytics", "variant": "scale", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**PostHog** (if engineering-led and want dramatically lower costs)"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|deepseek-small|Heap", "prompt": "c02-m5", "model": "deepseek-small", "cat": "product-analytics", "variant": "scale", "raw": "Heap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Heap | Teams without dedicated data engineering | Zero-instrumentation autocapture, retroactive analysis"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|deepseek-small|Pendo", "prompt": "c02-m5", "model": "deepseek-small", "cat": "product-analytics", "variant": "scale", "raw": "Pendo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Pendo** (if you also need in-app guidance)"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|deepseek-small|FullStory", "prompt": "c02-m5", "model": "deepseek-small", "cat": "product-analytics", "variant": "scale", "raw": "FullStory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Heap/FullStory | UX teams, session replay | Best-in-class replay"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|google-small|Amplitude", "prompt": "c02-m5", "model": "google-small", "cat": "product-analytics", "variant": "scale", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "*Amplitude:* Best-in-class for complex behavioral cohorting, journey mapping, and advanced analytics, but comes with a steeper learning curve and premium pricing."}, {"id": "mai-20260915-0741-calibration_b|c02-m5|google-small|Mixpanel", "prompt": "c02-m5", "model": "google-small", "cat": "product-analytics", "variant": "scale", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Mixpanel:* Highly intuitive user interface with incredibly fast querying and strong native data-warehouse sync features."}, {"id": "mai-20260915-0741-calibration_b|c02-m5|google-small|Heap", "prompt": "c02-m5", "model": "google-small", "cat": "product-analytics", "variant": "scale", "raw": "Heap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "*Heap (now owned by Contentsquare):* Known for \"autocapture\"... Best if web optimization and visual heatmaps are your primary focus."}, {"id": "mai-20260915-0741-calibration_b|c02-m5|google-small|Netspring", "prompt": "c02-m5", "model": "google-small", "cat": "product-analytics", "variant": "scale", "raw": "Netspring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**The Warehouse-Native Leaders (Netspring, Mitzu, Kubit):** Ideal if you have a mature data warehouse"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|google-small|GrowthBook", "prompt": "c02-m5", "model": "google-small", "cat": "product-analytics", "variant": "scale", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Warehouse-Native** | Netspring, Mitzu, GrowthBook"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|google-small|Mitzu", "prompt": "c02-m5", "model": "google-small", "cat": "product-analytics", "variant": "scale", "raw": "Mitzu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**The Warehouse-Native Leaders (Netspring, Mitzu, Kubit):** Ideal if you have a mature data warehouse"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|google-small|Kubit", "prompt": "c02-m5", "model": "google-small", "cat": "product-analytics", "variant": "scale", "raw": "Kubit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**The Warehouse-Native Leaders (Netspring, Mitzu, Kubit):** Ideal if you have a mature data warehouse"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|google-small|Heap/Contentsquare", "prompt": "c02-m5", "model": "google-small", "cat": "product-analytics", "variant": "scale", "raw": "Heap/Contentsquare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Non-technical PMs** who don't want to write tracking code and need retroactive data. | **Autocapture-First** | Contentsquare (incorporating Heap)"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|google-small|PostHog", "prompt": "c02-m5", "model": "google-small", "cat": "product-analytics", "variant": "scale", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "*PostHog:* A highly popular choice for engineering-led, product-led growth (PLG) companies. It bundles quantitative analytics, session replays, feature flags, and A/B testing into one platform."}, {"id": "mai-20260915-0741-calibration_b|c02-m5|google-small|LogRocket", "prompt": "c02-m5", "model": "google-small", "cat": "product-analytics", "variant": "scale", "raw": "LogRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Platforms like **PostHog** and **LogRocket** combine behavioral analytics, session replays, and feature flagging in one UI."}, {"id": "mai-20260915-0741-calibration_b|c02-m5|google-small|Contentsquare", "prompt": "c02-m5", "model": "google-small", "cat": "product-analytics", "variant": "scale", "raw": "Contentsquare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**The UX & Digital Experience Suites (Contentsquare/Heap, Quantum Metric)**"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|google-small|Quantum Metric", "prompt": "c02-m5", "model": "google-small", "cat": "product-analytics", "variant": "scale", "raw": "Quantum Metric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**The UX & Digital Experience Suites (Contentsquare/Heap, Quantum Metric)**"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|minimax-small|Amplitude", "prompt": "c02-m5", "model": "minimax-small", "cat": "product-analytics", "variant": "scale", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amplitude** | Most sophisticated behavioral analysis; requires dedicated analytics resources"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|minimax-small|Pendo", "prompt": "c02-m5", "model": "minimax-small", "cat": "product-analytics", "variant": "scale", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Combines analytics with in-app guidance; good for product-led growth"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|minimax-small|Mixpanel", "prompt": "c02-m5", "model": "minimax-small", "cat": "product-analytics", "variant": "scale", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong balance of features and usability for growth-stage SaaS"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|minimax-small|Heap", "prompt": "c02-m5", "model": "minimax-small", "cat": "product-analytics", "variant": "scale", "raw": "Heap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Less ideal at your scale—better for teams without data engineering support"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|mistral-small|Amplitude", "prompt": "c02-m5", "model": "mistral-small", "cat": "product-analytics", "variant": "scale", "raw": "Amplitude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Amplitude**: Best for custom event tracking and user segmentation"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|mistral-small|Mixpanel", "prompt": "c02-m5", "model": "mistral-small", "cat": "product-analytics", "variant": "scale", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Mixpanel**: Best for self-serve behavioral analytics and funnel tracking"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|mistral-small|Pendo", "prompt": "c02-m5", "model": "mistral-small", "cat": "product-analytics", "variant": "scale", "raw": "Pendo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Pendo**: Best for product usage insights with in-app guidance"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|mistral-small|PostHog", "prompt": "c02-m5", "model": "mistral-small", "cat": "product-analytics", "variant": "scale", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**PostHog**: Open-source option with strong data ownership"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|mistral-small|FullStory", "prompt": "c02-m5", "model": "mistral-small", "cat": "product-analytics", "variant": "scale", "raw": "FullStory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**FullStory**: Strong for UX optimization and session replay"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|moonshot-small|Amplitude", "prompt": "c02-m5", "model": "moonshot-small", "cat": "product-analytics", "variant": "scale", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amplitude** or **Mixpanel Enterprise** are typically the strongest choices if you have dedicated analytics resources"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|moonshot-small|Mixpanel", "prompt": "c02-m5", "model": "moonshot-small", "cat": "product-analytics", "variant": "scale", "raw": "Mixpanel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Amplitude** or **Mixpanel Enterprise** are typically the strongest choices"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|moonshot-small|Pendo", "prompt": "c02-m5", "model": "moonshot-small", "cat": "product-analytics", "variant": "scale", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pendo** is worth evaluating despite higher costs"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|moonshot-small|Heap", "prompt": "c02-m5", "model": "moonshot-small", "cat": "product-analytics", "variant": "scale", "raw": "Heap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Heap** remains an option if you lack data engineering support, though you may outgrow its analytical depth"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|xai-small|Amplitude", "prompt": "c02-m5", "model": "xai-small", "cat": "product-analytics", "variant": "scale", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Amplitude, Mixpanel, Pendo often win for 500+ orgs ... for growth metrics, event-deep (Amplitude)"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|xai-small|Mixpanel", "prompt": "c02-m5", "model": "xai-small", "cat": "product-analytics", "variant": "scale", "raw": "Mixpanel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Amplitude, Mixpanel, Pendo often win for 500+ orgs"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|xai-small|Pendo", "prompt": "c02-m5", "model": "xai-small", "cat": "product-analytics", "variant": "scale", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Amplitude, Mixpanel, Pendo often win for 500+ orgs"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|xai-small|PostHog", "prompt": "c02-m5", "model": "xai-small", "cat": "product-analytics", "variant": "scale", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "self-hosting options (e.g., PostHog)"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|xai-small|Heap", "prompt": "c02-m5", "model": "xai-small", "cat": "product-analytics", "variant": "scale", "raw": "Heap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "UX-focused (FullStory/Heap)"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|xai-small|FullStory", "prompt": "c02-m5", "model": "xai-small", "cat": "product-analytics", "variant": "scale", "raw": "FullStory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your bottleneck is UX friction, lean replay-heavy (FullStory)"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|xai-small|LogRocket", "prompt": "c02-m5", "model": "xai-small", "cat": "product-analytics", "variant": "scale", "raw": "LogRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "seats (LogRocket: $69+/mo)"}, {"id": "mai-20260915-0741-calibration_b|c02-m5|xai-small|Userpilot", "prompt": "c02-m5", "model": "xai-small", "cat": "product-analytics", "variant": "scale", "raw": "Userpilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "all-in-one (Pendo/Userpilot)"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|alibaba-small|FullStory", "prompt": "c02-m6", "model": "alibaba-small", "cat": "product-analytics", "variant": "negative", "raw": "FullStory", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid:** Their pricing model is strictly geared toward mid-market and enterprise teams."}, {"id": "mai-20260915-0741-calibration_b|c02-m6|alibaba-small|Pendo", "prompt": "c02-m6", "model": "alibaba-small", "cat": "product-analytics", "variant": "negative", "raw": "Pendo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to avoid:** Often considered overkill for simple product analytics."}, {"id": "mai-20260915-0741-calibration_b|c02-m6|alibaba-small|Amplitude", "prompt": "c02-m6", "model": "alibaba-small", "cat": "product-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to avoid:** It has a reputation for a steep learning curve."}, {"id": "mai-20260915-0741-calibration_b|c02-m6|alibaba-small|Google Analytics 4 (GA4)", "prompt": "c02-m6", "model": "alibaba-small", "cat": "product-analytics", "variant": "negative", "raw": "Google Analytics 4 (GA4)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why to avoid:** Designed primarily for web traffic and marketing, not deep product usage."}, {"id": "mai-20260915-0741-calibration_b|c02-m6|alibaba-small|Heap", "prompt": "c02-m6", "model": "alibaba-small", "cat": "product-analytics", "variant": "negative", "raw": "Heap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Why to avoid:** Its main selling point—automatic event capture—can actually be a liability."}, {"id": "mai-20260915-0741-calibration_b|c02-m6|alibaba-small|Mixpanel", "prompt": "c02-m6", "model": "alibaba-small", "cat": "product-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Why to avoid:** Manual event tracking is required."}, {"id": "mai-20260915-0741-calibration_b|c02-m6|alibaba-small|Hotjar", "prompt": "c02-m6", "model": "alibaba-small", "cat": "product-analytics", "variant": "negative", "raw": "Hotjar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Why to avoid:** While great for quick UX checks, it is not a comprehensive product analytics tool."}, {"id": "mai-20260915-0741-calibration_b|c02-m6|alibaba-small|PostHog", "prompt": "c02-m6", "model": "alibaba-small", "cat": "product-analytics", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Be cautious of the \"roughness\" of **PostHog**; ensure you have the DevOps capacity to host it yourself"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|anthropic-small|Whatfix", "prompt": "c02-m6", "model": "anthropic-small", "cat": "product-analytics", "variant": "negative", "raw": "Whatfix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Whatfix requires significant investment in both time and money, with pricing complexity requiring separate quotes for each product"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|anthropic-small|LogRocket", "prompt": "c02-m6", "model": "anthropic-small", "cat": "product-analytics", "variant": "negative", "raw": "LogRocket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "LogRocket's analytics feature set is narrower than purpose-built product analytics tools"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|anthropic-small|Mixpanel", "prompt": "c02-m6", "model": "anthropic-small", "cat": "product-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "more advanced A/B test setups can be difficult to implement and raise concerns about strict event naming"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|anthropic-small|Mouseflow", "prompt": "c02-m6", "model": "anthropic-small", "cat": "product-analytics", "variant": "negative", "raw": "Mouseflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Mouseflow raises privacy concerns due to extensive data collection practices"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|challenger-small|Google Analytics 4", "prompt": "c02-m6", "model": "challenger-small", "cat": "product-analytics", "variant": "negative", "raw": "Google Analytics 4", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid GA4 as your main product analytics system"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|challenger-small|Amplitude", "prompt": "c02-m6", "model": "challenger-small", "cat": "product-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "be cautious with **Amplitude/Heap** if you need fully trustworthy behavioral data and strong governance"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|challenger-small|Heap", "prompt": "c02-m6", "model": "challenger-small", "cat": "product-analytics", "variant": "negative", "raw": "Heap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "you should be cautious if your priority is clean, highly governed data"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|challenger-small|FullStory", "prompt": "c02-m6", "model": "challenger-small", "cat": "product-analytics", "variant": "negative", "raw": "FullStory", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "treat **FullStory** as complementary rather than primary analytics"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|challenger-small|Matomo self-hosted", "prompt": "c02-m6", "model": "challenger-small", "cat": "product-analytics", "variant": "negative", "raw": "Matomo self-hosted", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "recommends alternatives such as **Matomo self-hosted**"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|challenger-small|PostHog EU self-hosted", "prompt": "c02-m6", "model": "challenger-small", "cat": "product-analytics", "variant": "negative", "raw": "PostHog EU self-hosted", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**PostHog EU self-hosted**, or **Plausible** in higher-enforcement scenarios"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|challenger-small|Plausible", "prompt": "c02-m6", "model": "challenger-small", "cat": "product-analytics", "variant": "negative", "raw": "Plausible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "or **Plausible** in higher-enforcement scenarios"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|challenger-small|Mixpanel", "prompt": "c02-m6", "model": "challenger-small", "cat": "product-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "it lacks the user identity data needed to be a strong Mixpanel alternative"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|deepseek-small|Heap (by Contentsquare)", "prompt": "c02-m6", "model": "deepseek-small", "cat": "product-analytics", "variant": "negative", "raw": "Heap (by Contentsquare)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Heap is the one with the most objective reason to avoid right now (stagnation + noise + expensive + privacy surface)"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|deepseek-small|Amplitude", "prompt": "c02-m6", "model": "deepseek-small", "cat": "product-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Amplitude deserves caution if you're cost-sensitive or don't have a dedicated analytics team"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|deepseek-small|Google Analytics 4 (GA4)", "prompt": "c02-m6", "model": "deepseek-small", "cat": "product-analytics", "variant": "negative", "raw": "Google Analytics 4 (GA4)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "GA4 is fine as a *free starting point*, not as your primary product analytics layer."}, {"id": "mai-20260915-0741-calibration_b|c02-m6|deepseek-small|FullStory", "prompt": "c02-m6", "model": "deepseek-small", "cat": "product-analytics", "variant": "negative", "raw": "FullStory", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Autocapture-heavy tools (Heap, older FullStory/Hotjar configs). They record everything by default, which is a privacy liability"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|deepseek-small|Hotjar", "prompt": "c02-m6", "model": "deepseek-small", "cat": "product-analytics", "variant": "negative", "raw": "Hotjar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Autocapture-heavy tools (Heap, older FullStory/Hotjar configs). They record everything by default, which is a privacy liability"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|deepseek-small|PostHog", "prompt": "c02-m6", "model": "deepseek-small", "cat": "product-analytics", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "PostHog (open-source, self-hostable, generous free tier, best value) is repeatedly recommended for this"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|deepseek-small|Mixpanel", "prompt": "c02-m6", "model": "deepseek-small", "cat": "product-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Non-technical product managers who want to avoid SQL → Mixpanel is consistently cited as sharp, more intuitive, and cheaper than Amplitude at scale."}, {"id": "mai-20260915-0741-calibration_b|c02-m6|google-small|Google Analytics 4 (GA4)", "prompt": "c02-m6", "model": "google-small", "cat": "product-analytics", "variant": "negative", "raw": "Google Analytics 4 (GA4)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**The Verdict:** Avoid as your *primary* product analytics platform."}, {"id": "mai-20260915-0741-calibration_b|c02-m6|google-small|Heap", "prompt": "c02-m6", "model": "google-small", "cat": "product-analytics", "variant": "negative", "raw": "Heap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**The Verdict:** Avoid if you have strict privacy constraints or lack a dedicated \"data curator\"."}, {"id": "mai-20260915-0741-calibration_b|c02-m6|google-small|Contentsquare", "prompt": "c02-m6", "model": "google-small", "cat": "product-analytics", "variant": "negative", "raw": "Contentsquare", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid if you have strict privacy constraints or lack a dedicated \"data curator\"."}, {"id": "mai-20260915-0741-calibration_b|c02-m6|google-small|Amplitude", "prompt": "c02-m6", "model": "google-small", "cat": "product-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**The Verdict:** Be highly cautious if you are an early-stage startup, have a tight budget"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|google-small|Mixpanel", "prompt": "c02-m6", "model": "google-small", "cat": "product-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be highly cautious if you are an early-stage startup, have a tight budget"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|google-small|Pendo", "prompt": "c02-m6", "model": "google-small", "cat": "product-analytics", "variant": "negative", "raw": "Pendo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Pendo's core analytical capabilities are often considered basic compared to dedicated event tools like Amplitude."}, {"id": "mai-20260915-0741-calibration_b|c02-m6|google-small|PostHog", "prompt": "c02-m6", "model": "google-small", "cat": "product-analytics", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**The Verdict:** Be cautious if your primary users are non-technical marketers, designers, or product managers."}, {"id": "mai-20260915-0741-calibration_b|c02-m6|meta-small|Heap Analytics", "prompt": "c02-m6", "model": "meta-small", "cat": "product-analytics", "variant": "negative", "raw": "Heap Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Heap Analytics is no longer a standalone company and should be avoided"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|minimax-small|Amplitude", "prompt": "c02-m6", "model": "minimax-small", "cat": "product-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Expensive**: Quotes of $48,000+/year for mid-size companies are common; pricing ramps aggressively with volume"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|minimax-small|Mixpanel", "prompt": "c02-m6", "model": "minimax-small", "cat": "product-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Outdated interface**: Feels clunkier compared to newer alternatives"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|minimax-small|Heap", "prompt": "c02-m6", "model": "minimax-small", "cat": "product-analytics", "variant": "negative", "raw": "Heap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Performance problems**: Auto-capture generates massive event volumes; complex queries can take 15-20 seconds"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|minimax-small|Pendo", "prompt": "c02-m6", "model": "minimax-small", "cat": "product-analytics", "variant": "negative", "raw": "Pendo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Shallow analytics**: Not as deep as Amplitude or Mixpanel"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|minimax-small|PostHog", "prompt": "c02-m6", "model": "minimax-small", "cat": "product-analytics", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Technical barrier**: Interface assumes technical comfort; non-technical PMs often need help from data team"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|mistral-small|Google Analytics 4 (GA4)", "prompt": "c02-m6", "model": "mistral-small", "cat": "product-analytics", "variant": "negative", "raw": "Google Analytics 4 (GA4)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid: GDPR violations confirmed by multiple EU data protection authorities"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|mistral-small|Heap", "prompt": "c02-m6", "model": "mistral-small", "cat": "product-analytics", "variant": "negative", "raw": "Heap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Why to be cautious: Auto-capture feature has been flagged by Italian regulators"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|mistral-small|Mixpanel", "prompt": "c02-m6", "model": "mistral-small", "cat": "product-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cloud-only architecture makes compliance difficult"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|mistral-small|Amplitude", "prompt": "c02-m6", "model": "mistral-small", "cat": "product-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "has similar privacy concerns as Mixpanel"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|mistral-small|Pendo", "prompt": "c02-m6", "model": "mistral-small", "cat": "product-analytics", "variant": "negative", "raw": "Pendo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Limited privacy controls compared to dedicated analytics platforms"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|mistral-small|Microsoft Clarity", "prompt": "c02-m6", "model": "mistral-small", "cat": "product-analytics", "variant": "negative", "raw": "Microsoft Clarity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Platforms That Require Careful Implementation"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|mistral-small|Hotjar", "prompt": "c02-m6", "model": "mistral-small", "cat": "product-analytics", "variant": "negative", "raw": "Hotjar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "PII capture risks if not properly configured"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|mistral-small|Matomo", "prompt": "c02-m6", "model": "mistral-small", "cat": "product-analytics", "variant": "negative", "raw": "Matomo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Matomo (self-hosted or cloud) - Open-source, GDPR compliant by design"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|mistral-small|Plausible", "prompt": "c02-m6", "model": "mistral-small", "cat": "product-analytics", "variant": "negative", "raw": "Plausible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Plausible - Cookieless, lightweight, EU-hosted"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|mistral-small|Fathom Analytics", "prompt": "c02-m6", "model": "mistral-small", "cat": "product-analytics", "variant": "negative", "raw": "Fathom Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Fathom Analytics - Simple, privacy-focused, EU-based"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|mistral-small|Simple Analytics", "prompt": "c02-m6", "model": "mistral-small", "cat": "product-analytics", "variant": "negative", "raw": "Simple Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Simple Analytics - Privacy-first, no cookies, GDPR compliant"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|mistral-small|PostHog", "prompt": "c02-m6", "model": "mistral-small", "cat": "product-analytics", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "For Product Analytics with Privacy: PostHog (EU-hosted options available) - All-in-one with session replay"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|mistral-small|OpenPanel", "prompt": "c02-m6", "model": "mistral-small", "cat": "product-analytics", "variant": "negative", "raw": "OpenPanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "OpenPanel - Mixpanel alternative focused on privacy"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|mistral-small|Improvado", "prompt": "c02-m6", "model": "mistral-small", "cat": "product-analytics", "variant": "negative", "raw": "Improvado", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Improvado - For enterprise cross-channel attribution with governance"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|moonshot-small|Heap (Now Contentsquare)", "prompt": "c02-m6", "model": "moonshot-small", "cat": "product-analytics", "variant": "negative", "raw": "Heap (Now Contentsquare)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Heap (Now Contentsquare) — HIGH CAUTION**"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|moonshot-small|Pendo", "prompt": "c02-m6", "model": "moonshot-small", "cat": "product-analytics", "variant": "negative", "raw": "Pendo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Pendo — APPROACH WITH CAUTION**"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|moonshot-small|Google Analytics 4", "prompt": "c02-m6", "model": "moonshot-small", "cat": "product-analytics", "variant": "negative", "raw": "Google Analytics 4", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Google Analytics 4 — AVOID for Product Analytics**"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|moonshot-small|Mixpanel", "prompt": "c02-m6", "model": "moonshot-small", "cat": "product-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Mixpanel — PROCEED WITH CAUTION**"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|moonshot-small|Amplitude", "prompt": "c02-m6", "model": "moonshot-small", "cat": "product-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Amplitude — EXPENSIVE & COMPLEX**"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|moonshot-small|PostHog", "prompt": "c02-m6", "model": "moonshot-small", "cat": "product-analytics", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Safer Alternatives to Consider ... PostHog | Engineering-led teams | Open source, self-hosting, generous free tier, all-in-one"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|moonshot-small|FullStory", "prompt": "c02-m6", "model": "moonshot-small", "cat": "product-analytics", "variant": "negative", "raw": "FullStory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "FullStory | Teams wanting depth without instrumentation | Full capture without manual tagging"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|openai-small|Pendo", "prompt": "c02-m6", "model": "openai-small", "cat": "product-analytics", "variant": "negative", "raw": "Pendo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Pendo explicitly says it uses third-party AI services and exposes product data to compatible external AI clients through MCP, so you'd want to review data-sharing, prompt handling, and retention carefully."}, {"id": "mai-20260915-0741-calibration_b|c02-m6|openai-small|Fullstory", "prompt": "c02-m6", "model": "openai-small", "cat": "product-analytics", "variant": "negative", "raw": "Fullstory", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Fullstory**: session replay and behavioral recording can create privacy/compliance risk"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|openai-small|Mixpanel", "prompt": "c02-m6", "model": "openai-small", "cat": "product-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "generally privacy-focused, but you should still scrutinize its data-sharing, subprocessors, and AI features"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|openai-small|Amplitude", "prompt": "c02-m6", "model": "openai-small", "cat": "product-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "be careful if you have mixed-consent tracking, because Amplitude explicitly warns about unintended user stitching"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|openai-small|PostHog", "prompt": "c02-m6", "model": "openai-small", "cat": "product-analytics", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "major platforms like **Amplitude, Mixpanel, PostHog, Pendo, Heap, and FullStory**"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|openai-small|Heap", "prompt": "c02-m6", "model": "openai-small", "cat": "product-analytics", "variant": "negative", "raw": "Heap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "major platforms like **Amplitude, Mixpanel, PostHog, Pendo, Heap, and FullStory**"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|openai-small|FullStory", "prompt": "c02-m6", "model": "openai-small", "cat": "product-analytics", "variant": "negative", "raw": "FullStory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "major platforms like **Amplitude, Mixpanel, PostHog, Pendo, Heap, and FullStory**"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|xai-small|Heap", "prompt": "c02-m6", "model": "xai-small", "cat": "product-analytics", "variant": "negative", "raw": "Heap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Heap flagged for autocapture capturing PII (e.g., form fields like emails/passwords) without EU hosting."}, {"id": "mai-20260915-0741-calibration_b|c02-m6|xai-small|Google Analytics 4 (GA4)", "prompt": "c02-m6", "model": "xai-small", "cat": "product-analytics", "variant": "negative", "raw": "Google Analytics 4 (GA4)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "EU DPAs ... have ruled GA4 unlawful under Schrems II for US data transfers"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|xai-small|Amplitude", "prompt": "c02-m6", "model": "xai-small", "cat": "product-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Amplitude**: Top complaint (132+ G2 mentions)—UI overwhelms non-analysts/PMs; needs data team support."}, {"id": "mai-20260915-0741-calibration_b|c02-m6|xai-small|Mixpanel", "prompt": "c02-m6", "model": "xai-small", "cat": "product-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Mixpanel**: Recent 2025 breach exposed customer data ... Still popular, but audit vendor security/DPA."}, {"id": "mai-20260915-0741-calibration_b|c02-m6|xai-small|PostHog", "prompt": "c02-m6", "model": "xai-small", "cat": "product-analytics", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "PostHog**: 9 incidents in mid-2025 ... permanent data loss, supply chain attack ... but risks for production-critical use."}, {"id": "mai-20260915-0741-calibration_b|c02-m6|xai-small|Plausible", "prompt": "c02-m6", "model": "xai-small", "cat": "product-analytics", "variant": "negative", "raw": "Plausible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Prefer privacy-first alternatives like Plausible, Fathom, or self-hosted Matomo/PostHog."}, {"id": "mai-20260915-0741-calibration_b|c02-m6|xai-small|Fathom", "prompt": "c02-m6", "model": "xai-small", "cat": "product-analytics", "variant": "negative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Prefer privacy-first alternatives like Plausible, Fathom, or self-hosted Matomo/PostHog."}, {"id": "mai-20260915-0741-calibration_b|c02-m6|xai-small|Matomo", "prompt": "c02-m6", "model": "xai-small", "cat": "product-analytics", "variant": "negative", "raw": "Matomo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Prefer privacy-first alternatives like Plausible, Fathom, or self-hosted Matomo/PostHog."}, {"id": "mai-20260915-0741-calibration_b|c02-m6|xai-small|Pendo", "prompt": "c02-m6", "model": "xai-small", "cat": "product-analytics", "variant": "negative", "raw": "Pendo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "For most, PostHog, Pendo, or Amplitude lead positives"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|zai-small|Google Analytics (GA4)", "prompt": "c02-m6", "model": "zai-small", "cat": "product-analytics", "variant": "negative", "raw": "Google Analytics (GA4)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid for**: Product analytics, user retention, feature adoption analysis"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|zai-small|Heap", "prompt": "c02-m6", "model": "zai-small", "cat": "product-analytics", "variant": "negative", "raw": "Heap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Heap** - **Caution Required**"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|zai-small|Amplitude", "prompt": "c02-m6", "model": "zai-small", "cat": "product-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Amplitude** - Deep behavioral cohorts, enterprise-grade features"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|zai-small|Mixpanel", "prompt": "c02-m6", "model": "zai-small", "cat": "product-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mixpanel** - Strong retention and funnel tracking, generous free tier"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|zai-small|PostHog", "prompt": "c02-m6", "model": "zai-small", "cat": "product-analytics", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**PostHog** - Open-source, self-hosted option, excellent value"}, {"id": "mai-20260915-0741-calibration_b|c02-m6|zai-small|FullStory", "prompt": "c02-m6", "model": "zai-small", "cat": "product-analytics", "variant": "negative", "raw": "FullStory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**FullStory** - Session replay with frustration detection"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|alibaba-small|HubSpot Content Hub", "prompt": "c03-m1", "model": "alibaba-small", "cat": "marketing-cms", "variant": "direct", "raw": "HubSpot Content Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HubSpot is currently the dominant recommendation for mid-market B2B firms"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|alibaba-small|WordPress", "prompt": "c03-m1", "model": "alibaba-small", "cat": "marketing-cms", "variant": "direct", "raw": "WordPress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "WordPress remains the strongest contender for mid-market companies that need a website to function as part of a broader, custom digital ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|alibaba-small|Contentful", "prompt": "c03-m1", "model": "alibaba-small", "cat": "marketing-cms", "variant": "direct", "raw": "Contentful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose a Headless CMS (Contentful) only if you are building a complex digital experience that spans multiple touchpoints"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|alibaba-small|Contentstack", "prompt": "c03-m1", "model": "alibaba-small", "cat": "marketing-cms", "variant": "direct", "raw": "Contentstack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The \"Composable\" Choice: **Contentful / Contentstack** (Headless CMS)"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|anthropic-small|HubSpot Content Hub", "prompt": "c03-m1", "model": "anthropic-small", "cat": "marketing-cms", "variant": "direct", "raw": "HubSpot Content Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Content Hub when your go-to-market already runs on HubSpot and you want content, personalization, and pipeline measurement in one place"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|anthropic-small|HubSpot CMS Hub", "prompt": "c03-m1", "model": "anthropic-small", "cat": "marketing-cms", "variant": "direct", "raw": "HubSpot CMS Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most mid-market B2B companies find HubSpot CMS or WordPress offer the best balance of features, ease of use, and cost"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|anthropic-small|WordPress", "prompt": "c03-m1", "model": "anthropic-small", "cat": "marketing-cms", "variant": "direct", "raw": "WordPress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small to mid-sized businesses, WordPress offers the strongest balance of cost, flexibility, and SEO performance in 2026."}, {"id": "mai-20260915-0741-calibration_b|c03-m1|anthropic-small|WordPress (with plugins)", "prompt": "c03-m1", "model": "anthropic-small", "cat": "marketing-cms", "variant": "direct", "raw": "WordPress (with plugins)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "HubSpot being preferred if you want integrated marketing automation and WordPress if you prioritize flexibility and lower costs"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|anthropic-small|Contentful", "prompt": "c03-m1", "model": "anthropic-small", "cat": "marketing-cms", "variant": "direct", "raw": "Contentful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Contentful is best for enterprises that need to manage and deliver structured content across web, mobile apps, and other channels from one API-first backend."}, {"id": "mai-20260915-0741-calibration_b|c03-m1|anthropic-small|Webflow", "prompt": "c03-m1", "model": "anthropic-small", "cat": "marketing-cms", "variant": "direct", "raw": "Webflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong visual builder with no coding required... Good for design-forward B2B companies"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|anthropic-small|Sanity", "prompt": "c03-m1", "model": "anthropic-small", "cat": "marketing-cms", "variant": "direct", "raw": "Sanity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For established B2B and industrial companies, Sanity is the best overall headless CMS"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|anthropic-small|Storyblok", "prompt": "c03-m1", "model": "anthropic-small", "cat": "marketing-cms", "variant": "direct", "raw": "Storyblok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "## **Headless CMS (Contentful, Sanity, Storyblok)**"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|anthropic-small|Strapi", "prompt": "c03-m1", "model": "anthropic-small", "cat": "marketing-cms", "variant": "direct", "raw": "Strapi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Headless CMS options offering maximum flexibility"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|anthropic-small|Marketo/Adobe Experience Cloud", "prompt": "c03-m1", "model": "anthropic-small", "cat": "marketing-cms", "variant": "direct", "raw": "Marketo/Adobe Experience Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Higher cost, enterprise-focused"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|challenger-small|HubSpot Content Hub", "prompt": "c03-m1", "model": "challenger-small", "cat": "marketing-cms", "variant": "direct", "raw": "HubSpot Content Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default pick is **HubSpot Content Hub**"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|challenger-small|HubSpot Content Hub (HubSpot CMS)", "prompt": "c03-m1", "model": "challenger-small", "cat": "marketing-cms", "variant": "direct", "raw": "HubSpot Content Hub (HubSpot CMS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HubSpot Content Hub (HubSpot CMS)** is the strongest default choice"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|challenger-small|Webflow", "prompt": "c03-m1", "model": "challenger-small", "cat": "marketing-cms", "variant": "direct", "raw": "Webflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best when design control and marketing-site speed matter most"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|challenger-small|WordPress", "prompt": "c03-m1", "model": "challenger-small", "cat": "marketing-cms", "variant": "direct", "raw": "WordPress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best when flexibility, lower cost, and plugin depth matter most"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|challenger-small|Sanity", "prompt": "c03-m1", "model": "challenger-small", "cat": "marketing-cms", "variant": "direct", "raw": "Sanity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Headless CMS like Sanity or Contentful: best when you have stronger developer resources"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|challenger-small|Contentful", "prompt": "c03-m1", "model": "challenger-small", "cat": "marketing-cms", "variant": "direct", "raw": "Contentful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Headless CMS like Sanity or Contentful: best when you have stronger developer resources"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|deepseek-small|Webflow", "prompt": "c03-m1", "model": "deepseek-small", "cat": "marketing-cms", "variant": "direct", "raw": "Webflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Webflow is the best single CMS choice**"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|deepseek-small|HubSpot Content Hub", "prompt": "c03-m1", "model": "deepseek-small", "cat": "marketing-cms", "variant": "direct", "raw": "HubSpot Content Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're already invested in HubSpot ... **Expensive**"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|deepseek-small|WordPress", "prompt": "c03-m1", "model": "deepseek-small", "cat": "marketing-cms", "variant": "direct", "raw": "WordPress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "WordPress — Best for flexibility and ownership"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|deepseek-small|Contentful", "prompt": "c03-m1", "model": "deepseek-small", "cat": "marketing-cms", "variant": "direct", "raw": "Contentful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you have engineering → headless options (Contentful/Sanity) become viable."}, {"id": "mai-20260915-0741-calibration_b|c03-m1|deepseek-small|Sanity", "prompt": "c03-m1", "model": "deepseek-small", "cat": "marketing-cms", "variant": "direct", "raw": "Sanity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "headless options (Contentful/Sanity) become viable"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|google-small|HubSpot Content Hub", "prompt": "c03-m1", "model": "google-small", "cat": "marketing-cms", "variant": "direct", "raw": "HubSpot Content Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your organization already uses HubSpot for CRM, Marketing Hub, or Sales Hub, **Content Hub** is often the most logical choice."}, {"id": "mai-20260915-0741-calibration_b|c03-m1|google-small|Webflow", "prompt": "c03-m1", "model": "google-small", "cat": "marketing-cms", "variant": "direct", "raw": "Webflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Webflow has become the dominant choice for mid-market B2B SaaS companies that want the premium design feel of a custom-coded site but the publishing speed of a visual builder."}, {"id": "mai-20260915-0741-calibration_b|c03-m1|google-small|Managed WordPress", "prompt": "c03-m1", "model": "google-small", "cat": "marketing-cms", "variant": "direct", "raw": "Managed WordPress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for ultimate flexibility, legacy systems, and deep custom integrations."}, {"id": "mai-20260915-0741-calibration_b|c03-m1|google-small|Sanity", "prompt": "c03-m1", "model": "google-small", "cat": "marketing-cms", "variant": "direct", "raw": "Sanity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose a Headless CMS (like Sanity or Storyblok)** if you have an in-house engineering team"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|google-small|WP Engine", "prompt": "c03-m1", "model": "google-small", "cat": "marketing-cms", "variant": "direct", "raw": "WP Engine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "high-tier managed hosting (such as WP Engine or Pantheon)"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|google-small|Storyblok", "prompt": "c03-m1", "model": "google-small", "cat": "marketing-cms", "variant": "direct", "raw": "Storyblok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or **Storyblok** if going headless"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|google-small|WordPress (Managed via WP Engine or Pantheon)", "prompt": "c03-m1", "model": "google-small", "cat": "marketing-cms", "variant": "direct", "raw": "WordPress (Managed via WP Engine or Pantheon)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Requires continuous developer oversight to patch plugins... self-hosted WordPress is the most targeted CMS by hackers."}, {"id": "mai-20260915-0741-calibration_b|c03-m1|google-small|WordPress VIP", "prompt": "c03-m1", "model": "google-small", "cat": "marketing-cms", "variant": "direct", "raw": "WordPress VIP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Managed WordPress (e.g., via WP Engine or WordPress VIP)"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|google-small|Contentful", "prompt": "c03-m1", "model": "google-small", "cat": "marketing-cms", "variant": "direct", "raw": "Contentful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "### 4. Headless CMS (e.g., Sanity, Storyblok, Contentful)"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|google-small|Pantheon", "prompt": "c03-m1", "model": "google-small", "cat": "marketing-cms", "variant": "direct", "raw": "Pantheon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "high-tier managed hosting (such as WP Engine or Pantheon)"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|meta-small|Sanity", "prompt": "c03-m1", "model": "meta-small", "cat": "marketing-cms", "variant": "direct", "raw": "Sanity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Sanity - Offers affordable growth paths with developer flexibility."}, {"id": "mai-20260915-0741-calibration_b|c03-m1|meta-small|Contentful", "prompt": "c03-m1", "model": "meta-small", "cat": "marketing-cms", "variant": "direct", "raw": "Contentful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Contentful - Provides a mature ecosystem support with stronger enterprise governance."}, {"id": "mai-20260915-0741-calibration_b|c03-m1|meta-small|Webflow", "prompt": "c03-m1", "model": "meta-small", "cat": "marketing-cms", "variant": "direct", "raw": "Webflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Webflow - Reasonable plans for most mid-market B2B companies."}, {"id": "mai-20260915-0741-calibration_b|c03-m1|meta-small|WordPress", "prompt": "c03-m1", "model": "meta-small", "cat": "marketing-cms", "variant": "direct", "raw": "WordPress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "WordPress - Most cost-effective at scale."}, {"id": "mai-20260915-0741-calibration_b|c03-m1|meta-small|HubSpot CMS", "prompt": "c03-m1", "model": "meta-small", "cat": "marketing-cms", "variant": "direct", "raw": "HubSpot CMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "HubSpot CMS - Highest ongoing cost but justified by platform integration for companies already in the HubSpot ecosystem."}, {"id": "mai-20260915-0741-calibration_b|c03-m1|minimax-small|Sanity", "prompt": "c03-m1", "model": "minimax-small", "cat": "marketing-cms", "variant": "direct", "raw": "Sanity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Sanity** or **Contentful** tend to offer the best balance of flexibility, scalability, and enterprise features."}, {"id": "mai-20260915-0741-calibration_b|c03-m1|minimax-small|Contentful", "prompt": "c03-m1", "model": "minimax-small", "cat": "marketing-cms", "variant": "direct", "raw": "Contentful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most mid-market B2B companies, **Sanity** or **Contentful** tend to offer the best balance"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|minimax-small|HubSpot CMS Hub", "prompt": "c03-m1", "model": "minimax-small", "cat": "marketing-cms", "variant": "direct", "raw": "HubSpot CMS Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're heavily invested in the HubSpot ecosystem, their CMS is also a strong contender."}, {"id": "mai-20260915-0741-calibration_b|c03-m1|minimax-small|Strapi", "prompt": "c03-m1", "model": "minimax-small", "cat": "marketing-cms", "variant": "direct", "raw": "Strapi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Companies with strong internal development teams wanting maximum architectural control"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|mistral-small|Webflow", "prompt": "c03-m1", "model": "mistral-small", "cat": "marketing-cms", "variant": "direct", "raw": "Webflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Choice: Webflow ... For **80% of mid-market B2B companies**, **Webflow** offers the best balance"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|mistral-small|HubSpot CMS (Content Hub)", "prompt": "c03-m1", "model": "mistral-small", "cat": "marketing-cms", "variant": "direct", "raw": "HubSpot CMS (Content Hub)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **HubSpot CMS** only if you're already deeply invested in HubSpot's ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|mistral-small|WordPress", "prompt": "c03-m1", "model": "mistral-small", "cat": "marketing-cms", "variant": "direct", "raw": "WordPress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **WordPress** only if you have complex content requirements ... Trade-offs: Higher maintenance burden"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|moonshot-small|Webflow", "prompt": "c03-m1", "model": "moonshot-small", "cat": "marketing-cms", "variant": "direct", "raw": "Webflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the choice typically comes down to **Webflow vs. HubSpot CMS**"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|moonshot-small|HubSpot CMS (Content Hub)", "prompt": "c03-m1", "model": "moonshot-small", "cat": "marketing-cms", "variant": "direct", "raw": "HubSpot CMS (Content Hub)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**HubSpot CMS** wins if your revenue engine already runs on HubSpot and you want seamless CRM integration"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|moonshot-small|WordPress", "prompt": "c03-m1", "model": "moonshot-small", "cat": "marketing-cms", "variant": "direct", "raw": "WordPress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "WordPress remains the safe choice for companies anticipating complex content needs"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|moonshot-small|Sanity", "prompt": "c03-m1", "model": "moonshot-small", "cat": "marketing-cms", "variant": "direct", "raw": "Sanity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sanity** \\u2014 Best Developer-First Headless Option"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|openai-small|Webflow Enterprise", "prompt": "c03-m1", "model": "openai-small", "cat": "marketing-cms", "variant": "direct", "raw": "Webflow Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My default recommendation: Webflow Enterprise"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|openai-small|Contentful", "prompt": "c03-m1", "model": "openai-small", "cat": "marketing-cms", "variant": "direct", "raw": "Contentful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for composable / multi-channel content operations:** **Contentful"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|openai-small|HubSpot CMS", "prompt": "c03-m1", "model": "openai-small", "cat": "marketing-cms", "variant": "direct", "raw": "HubSpot CMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for all-in-one marketing + CRM simplicity:** **HubSpot CMS"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|xai-small|HubSpot Content Hub (CMS Hub)", "prompt": "c03-m1", "model": "xai-small", "cat": "marketing-cms", "variant": "direct", "raw": "HubSpot Content Hub (CMS Hub)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HubSpot Content Hub (CMS Hub) – Best for Integrated Marketing & Sales ... HubSpot dominates integrated platforms"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|xai-small|Webflow", "prompt": "c03-m1", "model": "xai-small", "cat": "marketing-cms", "variant": "direct", "raw": "Webflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Webflow – Best for Design-Led, Agile Marketing Teams"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|xai-small|WordPress (with managed hosting like WP Engine)", "prompt": "c03-m1", "model": "xai-small", "cat": "marketing-cms", "variant": "direct", "raw": "WordPress (with managed hosting like WP Engine)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Flexibility & Content-Heavy Sites ... Cons: Requires maintenance/dev support"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|xai-small|Sanity", "prompt": "c03-m1", "model": "xai-small", "cat": "marketing-cms", "variant": "direct", "raw": "Sanity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Headless options like Sanity/Contentful are developer-first ... but less ideal for pure marketing sites"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|xai-small|Contentful", "prompt": "c03-m1", "model": "xai-small", "cat": "marketing-cms", "variant": "direct", "raw": "Contentful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Headless options like Sanity/Contentful are developer-first ... but less ideal for pure marketing sites"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|zai-small|WordPress", "prompt": "c03-m1", "model": "zai-small", "cat": "marketing-cms", "variant": "direct", "raw": "WordPress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **WordPress** remains the most practical choice"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|zai-small|HubSpot Content Hub", "prompt": "c03-m1", "model": "zai-small", "cat": "marketing-cms", "variant": "direct", "raw": "HubSpot Content Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already invested in **HubSpot CRM**, **HubSpot Content Hub** eliminates integration headaches"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|zai-small|Webflow", "prompt": "c03-m1", "model": "zai-small", "cat": "marketing-cms", "variant": "direct", "raw": "Webflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Webflow** offers the best balance of design freedom and hands-off operation"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|zai-small|Drupal", "prompt": "c03-m1", "model": "zai-small", "cat": "marketing-cms", "variant": "direct", "raw": "Drupal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Companies with complex compliance needs or data requirements"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|zai-small|ActiveCampaign", "prompt": "c03-m1", "model": "zai-small", "cat": "marketing-cms", "variant": "direct", "raw": "ActiveCampaign", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Short cycles (1-2 months):** WordPress, ActiveCampaign, HubSpot"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|zai-small|Adobe Marketo", "prompt": "c03-m1", "model": "zai-small", "cat": "marketing-cms", "variant": "direct", "raw": "Adobe Marketo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Long cycles (3-6+ months):** Adobe Marketo, Salesforce Marketing Cloud, HubSpot"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|zai-small|Salesforce Marketing Cloud", "prompt": "c03-m1", "model": "zai-small", "cat": "marketing-cms", "variant": "direct", "raw": "Salesforce Marketing Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Long cycles (3-6+ months):** Adobe Marketo, Salesforce Marketing Cloud, HubSpot"}, {"id": "mai-20260915-0741-calibration_b|c03-m1|zai-small|Contentful", "prompt": "c03-m1", "model": "zai-small", "cat": "marketing-cms", "variant": "direct", "raw": "Contentful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Has developer resources:** Drupal, Contentful"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|alibaba-small|Webflow", "prompt": "c03-m2", "model": "alibaba-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Webflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a typical mid-sized B2B company, **I recommend Webflow.**"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|alibaba-small|WordPress", "prompt": "c03-m2", "model": "alibaba-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "WordPress", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "easier to maintain than a spaghetti-code WordPress site"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|alibaba-small|HubSpot CMS Hub", "prompt": "c03-m2", "model": "alibaba-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "HubSpot CMS Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best \"All-In-One\" Choice: HubSpot CMS Hub"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|alibaba-small|Contentful", "prompt": "c03-m2", "model": "alibaba-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Contentful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best \"Developer-Led\" Choice: Headless CMS (Contentful + Next.js)"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|anthropic-small|HubSpot CMS Hub", "prompt": "c03-m2", "model": "anthropic-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "HubSpot CMS Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Excellent for B2B marketing since it integrates seamlessly with HubSpot's marketing automation, CRM, and sales tools"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|anthropic-small|WordPress", "prompt": "c03-m2", "model": "anthropic-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "WordPress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**WordPress with WooCommerce/plugins** - Highly flexible and cost-effective"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|anthropic-small|WordPress (with plugins)", "prompt": "c03-m2", "model": "anthropic-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "WordPress (with plugins)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Very flexible and widely used... Lower cost, but requires more maintenance"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|anthropic-small|Webflow", "prompt": "c03-m2", "model": "anthropic-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Webflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modern, designer-friendly platform"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|anthropic-small|Contentful", "prompt": "c03-m2", "model": "anthropic-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Contentful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Contentful or Strapi** - Headless CMS options"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|anthropic-small|Contentful (Headless CMS)", "prompt": "c03-m2", "model": "anthropic-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Contentful (Headless CMS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for omnichannel content delivery... Requires more technical expertise"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|anthropic-small|Strapi", "prompt": "c03-m2", "model": "anthropic-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Strapi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Contentful or Strapi** - Headless CMS options"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|anthropic-small|Statamic", "prompt": "c03-m2", "model": "anthropic-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Statamic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "More developer-friendly alternatives to WordPress"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|anthropic-small|Craft CMS", "prompt": "c03-m2", "model": "anthropic-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Craft CMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "More developer-friendly alternatives to WordPress"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|challenger-small|HubSpot CMS Hub", "prompt": "c03-m2", "model": "challenger-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "HubSpot CMS Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HubSpot CMS Hub** is the safest pick for a mid-sized B2B company"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|challenger-small|HubSpot Content Hub", "prompt": "c03-m2", "model": "challenger-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "HubSpot Content Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation is **HubSpot Content Hub** if your priority is lead generation, CRM alignment"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|challenger-small|Webflow", "prompt": "c03-m2", "model": "challenger-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Webflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Webflow** if the site is mostly marketing pages and you care most about design control"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|challenger-small|WordPress", "prompt": "c03-m2", "model": "challenger-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "WordPress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**WordPress** if you want the broadest flexibility, a large talent pool"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|challenger-small|Contentful", "prompt": "c03-m2", "model": "challenger-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Contentful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Contentful** or **Sanity** if you expect a more complex content architecture"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|challenger-small|Sanity", "prompt": "c03-m2", "model": "challenger-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Sanity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Contentful** or **Sanity** ... only if you truly need omnichannel delivery or complex governance"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|deepseek-small|WordPress", "prompt": "c03-m2", "model": "deepseek-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "WordPress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, I'd recommend WordPress as the default"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|deepseek-small|Webflow", "prompt": "c03-m2", "model": "deepseek-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Webflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**WordPress or Webflow** are the strongest choices"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|deepseek-small|HubSpot CMS Hub", "prompt": "c03-m2", "model": "deepseek-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "HubSpot CMS Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose HubSpot CMS Hub if your company already uses HubSpot for CRM, marketing, or sales"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|deepseek-small|Contentful", "prompt": "c03-m2", "model": "deepseek-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Contentful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "starts ~$300/mo and requires front-end engineering"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|deepseek-small|Sanity", "prompt": "c03-m2", "model": "deepseek-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Sanity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "great for complex content-as-data—but needs a dev team"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|deepseek-small|Storyblok", "prompt": "c03-m2", "model": "deepseek-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Storyblok", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Go headless (Storyblok/Sanity/Contentful) only if you have a genuine near-term multi-channel need"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|google-small|HubSpot Content Hub", "prompt": "c03-m2", "model": "google-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "HubSpot Content Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Marketing-led teams that want total autonomy over lead generation and pipeline attribution."}, {"id": "mai-20260915-0741-calibration_b|c03-m2|google-small|Webflow", "prompt": "c03-m2", "model": "google-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Webflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Design-Led ... Creating a highly polished, interactive website that stands out visually | **Webflow**"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|google-small|Storyblok", "prompt": "c03-m2", "model": "google-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Storyblok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Companies with a dedicated in-house frontend development team"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|google-small|Sanity", "prompt": "c03-m2", "model": "google-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Sanity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Storyblok** (or **Sanity**)"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|google-small|Contentful", "prompt": "c03-m2", "model": "google-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Contentful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Traditional headless platforms (like Contentful) can be frustrating for marketers because there is no visual preview."}, {"id": "mai-20260915-0741-calibration_b|c03-m2|google-small|WordPress", "prompt": "c03-m2", "model": "google-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "WordPress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*A dedicated WordPress developer on retainer:* **Go with WordPress.** ... It is high-maintenance."}, {"id": "mai-20260915-0741-calibration_b|c03-m2|google-small|Elementor", "prompt": "c03-m2", "model": "google-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Elementor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "should *never* use standard shared hosting or cheap page-builders (like Elementor or Divi), which lead to security vulnerabilities and slow page speeds"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|google-small|Managed WordPress", "prompt": "c03-m2", "model": "google-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Managed WordPress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A reliable, highly customizable platform with a massive ecosystem of plugins | **Managed WordPress**"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|google-small|Divi", "prompt": "c03-m2", "model": "google-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Divi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "should *never* use standard shared hosting or cheap page-builders (like Elementor or Divi)"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|google-small|WP Engine", "prompt": "c03-m2", "model": "google-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "WP Engine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "hosted on high-performance, managed platforms like **WP Engine** or **Kinsta**"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|google-small|Kinsta", "prompt": "c03-m2", "model": "google-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Kinsta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "managed platforms like **WP Engine** or **Kinsta**"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|meta-small|WordPress", "prompt": "c03-m2", "model": "meta-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "WordPress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best CMS for a mid-sized B2B company for a marketing site is likely to be WordPress, as it offers a good balance between features, scalability, and ease of use."}, {"id": "mai-20260915-0741-calibration_b|c03-m2|minimax-small|WordPress", "prompt": "c03-m2", "model": "minimax-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "WordPress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **WordPress** or **Webflow**. WordPress wins on ecosystem and cost"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|minimax-small|Webflow", "prompt": "c03-m2", "model": "minimax-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Webflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **WordPress** or **Webflow**... Webflow wins on design and developer experience"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|minimax-small|HubSpot Content Hub", "prompt": "c03-m2", "model": "minimax-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "HubSpot Content Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if already using HubSpot... Can be pricey; creates vendor lock-in"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|minimax-small|Contentful", "prompt": "c03-m2", "model": "minimax-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Contentful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Headless options (Contentful, Sanity, Strapi) — Best for custom needs"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|minimax-small|Sanity", "prompt": "c03-m2", "model": "minimax-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Sanity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Headless options (Contentful, Sanity, Strapi) — Best for custom needs"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|minimax-small|Strapi", "prompt": "c03-m2", "model": "minimax-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Strapi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Headless options (Contentful, Sanity, Strapi) — Best for custom needs"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|mistral-small|HubSpot CMS Hub", "prompt": "c03-m2", "model": "mistral-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "HubSpot CMS Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **HubSpot CMS Hub** as the top choice"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|mistral-small|WordPress + Advanced Custom Fields", "prompt": "c03-m2", "model": "mistral-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "WordPress + Advanced Custom Fields", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Runner-up:** ... **WordPress** is an excellent choice"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|mistral-small|Webflow", "prompt": "c03-m2", "model": "mistral-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Webflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Best for Design-Controlled Sites*"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|mistral-small|Sitecore", "prompt": "c03-m2", "model": "mistral-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Sitecore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Sitecore** - For large enterprises with complex needs"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|mistral-small|Drupal", "prompt": "c03-m2", "model": "mistral-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Drupal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Highly customizable but requires more technical expertise"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|moonshot-small|Webflow", "prompt": "c03-m2", "model": "moonshot-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Webflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Webflow**"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|moonshot-small|HubSpot Content Hub", "prompt": "c03-m2", "model": "moonshot-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "HubSpot Content Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "native CRM integration, smart personalization, and attribution reporting justify the higher cost (~$360+/month)"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|moonshot-small|WordPress", "prompt": "c03-m2", "model": "moonshot-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "WordPress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**WordPress** — unmatched flexibility for content-heavy operations"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|moonshot-small|Sanity", "prompt": "c03-m2", "model": "moonshot-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Sanity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "WordPress or headless (Sanity/Contentful)"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|moonshot-small|Contentful", "prompt": "c03-m2", "model": "moonshot-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Contentful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "WordPress or headless (Sanity/Contentful)"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|openai-small|Webflow", "prompt": "c03-m2", "model": "openai-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Webflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Webflow** as the default choice."}, {"id": "mai-20260915-0741-calibration_b|c03-m2|openai-small|WordPress", "prompt": "c03-m2", "model": "openai-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "WordPress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**WordPress** — best if flexibility and ecosystem matter most"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|openai-small|Contentful", "prompt": "c03-m2", "model": "openai-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Contentful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Contentful/Sanity** — best if you want headless and have dev resources"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|openai-small|WordPress VIP", "prompt": "c03-m2", "model": "openai-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "WordPress VIP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want enterprise governance and broad ecosystem: **WordPress VIP**"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|openai-small|Sanity", "prompt": "c03-m2", "model": "openai-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Sanity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Contentful/Sanity** — best if you want headless and have dev resources"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|openai-small|Strapi", "prompt": "c03-m2", "model": "openai-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Strapi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Contentful / Sanity / Strapi** if: you need a **headless CMS**"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|openai-small|HubSpot CMS", "prompt": "c03-m2", "model": "openai-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "HubSpot CMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**HubSpot CMS** — best if HubSpot is already central"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|openai-small|AEM", "prompt": "c03-m2", "model": "openai-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "AEM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**AEM / Sitecore** if: you're a much larger enterprise ... budget and implementation complexity are not major constraints"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|openai-small|Sitecore", "prompt": "c03-m2", "model": "openai-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Sitecore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**AEM / Sitecore** if: you're a much larger enterprise ... budget and implementation complexity are not major constraints"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|xai-small|HubSpot CMS", "prompt": "c03-m2", "model": "xai-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "HubSpot CMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **HubSpot CMS (part of Content Hub)** as the top choice"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|xai-small|Webflow", "prompt": "c03-m2", "model": "xai-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Webflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "otherwise, **Webflow** for its balance of design, ease, and low maintenance"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|xai-small|WordPress", "prompt": "c03-m2", "model": "xai-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "WordPress", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Why not first?**: Maintenance (updates, security, plugins) adds hidden costs/time for mid-sized without IT"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|xai-small|Sanity", "prompt": "c03-m2", "model": "xai-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Sanity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Sanity/Contentful (but overkill for pure marketing site)"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|xai-small|Contentful", "prompt": "c03-m2", "model": "xai-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Contentful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Sanity/Contentful (but overkill for pure marketing site)"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|zai-small|HubSpot Content Hub", "prompt": "c03-m2", "model": "zai-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "HubSpot Content Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, I'd recommend **HubSpot Content Hub**"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|zai-small|WordPress", "prompt": "c03-m2", "model": "zai-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "WordPress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**WordPress** remains the most flexible option"}, {"id": "mai-20260915-0741-calibration_b|c03-m2|zai-small|Webflow", "prompt": "c03-m2", "model": "zai-small", "cat": "marketing-cms", "variant": "paraphrase", "raw": "Webflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Webflow** excels for design-focused companies without developer resources"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|alibaba-small|HubSpot", "prompt": "c03-m3", "model": "alibaba-small", "cat": "marketing-cms", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Top Contenders:** HubSpot, Sitecore, Optimizely, Adobe Experience Manager (AEM)."}, {"id": "mai-20260915-0741-calibration_b|c03-m3|alibaba-small|Sitecore", "prompt": "c03-m3", "model": "alibaba-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Sitecore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Top Contenders:** HubSpot, Sitecore, Optimizely, Adobe Experience Manager (AEM)."}, {"id": "mai-20260915-0741-calibration_b|c03-m3|alibaba-small|Optimizely", "prompt": "c03-m3", "model": "alibaba-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Optimizely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Top Contenders:** HubSpot, Sitecore, Optimizely, Adobe Experience Manager (AEM)."}, {"id": "mai-20260915-0741-calibration_b|c03-m3|alibaba-small|Adobe Experience Manager (AEM)", "prompt": "c03-m3", "model": "alibaba-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Adobe Experience Manager (AEM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Top Contenders:** HubSpot, Sitecore, Optimizely, Adobe Experience Manager (AEM)."}, {"id": "mai-20260915-0741-calibration_b|c03-m3|alibaba-small|WordPress", "prompt": "c03-m3", "model": "alibaba-small", "cat": "marketing-cms", "variant": "comparative", "raw": "WordPress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Top Contender:** **WordPress** (powers nearly 40% of the web)."}, {"id": "mai-20260915-0741-calibration_b|c03-m3|alibaba-small|Webflow", "prompt": "c03-m3", "model": "alibaba-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Webflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Webflow, for example, produces clean, semantic HTML/CSS that is faster and easier to maintain than typical drag-and-drop builders."}, {"id": "mai-20260915-0741-calibration_b|c03-m3|alibaba-small|Squarespace", "prompt": "c03-m3", "model": "alibaba-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Squarespace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Top Contenders:** **Webflow**, **Squarespace**, **Wix**."}, {"id": "mai-20260915-0741-calibration_b|c03-m3|alibaba-small|Wix", "prompt": "c03-m3", "model": "alibaba-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Wix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Top Contenders:** **Webflow**, **Squarespace**, **Wix**."}, {"id": "mai-20260915-0741-calibration_b|c03-m3|alibaba-small|Contentful", "prompt": "c03-m3", "model": "alibaba-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Contentful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Top Contenders:** **Contentful**, **Sanity**, **Strapi**."}, {"id": "mai-20260915-0741-calibration_b|c03-m3|alibaba-small|Sanity", "prompt": "c03-m3", "model": "alibaba-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Sanity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Top Contenders:** **Contentful**, **Sanity**, **Strapi**."}, {"id": "mai-20260915-0741-calibration_b|c03-m3|alibaba-small|Strapi", "prompt": "c03-m3", "model": "alibaba-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Strapi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Top Contenders:** **Contentful**, **Sanity**, **Strapi**."}, {"id": "mai-20260915-0741-calibration_b|c03-m3|anthropic-small|WordPress", "prompt": "c03-m3", "model": "anthropic-small", "cat": "marketing-cms", "variant": "comparative", "raw": "WordPress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most businesses, WordPress is the most flexible all-rounder"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|anthropic-small|Shopify", "prompt": "c03-m3", "model": "anthropic-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Shopify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "WordPress, Shopify, and Wix control about 73% of the CMS market share"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|anthropic-small|Wix", "prompt": "c03-m3", "model": "anthropic-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Wix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wix and Squarespace are great for fast, low-maintenance launches"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|anthropic-small|Squarespace", "prompt": "c03-m3", "model": "anthropic-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Squarespace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Wix and Squarespace are great for fast, low-maintenance launches"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|anthropic-small|Webflow", "prompt": "c03-m3", "model": "anthropic-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Webflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Webflow CMS is a top choice for marketing sites in 2026"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|anthropic-small|HubSpot Content Hub", "prompt": "c03-m3", "model": "anthropic-small", "cat": "marketing-cms", "variant": "comparative", "raw": "HubSpot Content Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best for those who want a combined CMS and CRM solution"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|anthropic-small|Adobe Experience Manager", "prompt": "c03-m3", "model": "anthropic-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Adobe Experience Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "powerful enterprise CMS designed to manage large-scale digital experiences"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|anthropic-small|Sitecore", "prompt": "c03-m3", "model": "anthropic-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Sitecore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Sitecore provides an advanced CMS that integrates content management, personalization, and marketing tools"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|anthropic-small|Strapi", "prompt": "c03-m3", "model": "anthropic-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Strapi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "For modern headless builds, Strapi, Contentful, and Contentstack offer API-first content delivery"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|anthropic-small|Contentful", "prompt": "c03-m3", "model": "anthropic-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Contentful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Strapi, Contentful, and Contentstack offer API-first content delivery"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|anthropic-small|Contentstack", "prompt": "c03-m3", "model": "anthropic-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Contentstack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Strapi, Contentful, and Contentstack offer API-first content delivery"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|challenger-small|WordPress", "prompt": "c03-m3", "model": "challenger-small", "cat": "marketing-cms", "variant": "comparative", "raw": "WordPress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall flexibility:** WordPress[1][2]"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|challenger-small|Webflow", "prompt": "c03-m3", "model": "challenger-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Webflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for marketers without engineers:** Webflow"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|challenger-small|HubSpot Content Hub", "prompt": "c03-m3", "model": "challenger-small", "cat": "marketing-cms", "variant": "comparative", "raw": "HubSpot Content Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best all-in-one marketing stack:** HubSpot Content Hub"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|challenger-small|Contentful", "prompt": "c03-m3", "model": "challenger-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Contentful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for omnichannel/headless delivery:** Contentful"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|challenger-small|Adobe Experience Manager", "prompt": "c03-m3", "model": "challenger-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Adobe Experience Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "implementation is usually heavier and more expensive"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|challenger-small|Wix Studio", "prompt": "c03-m3", "model": "challenger-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Wix Studio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "typically less flexible for complex enterprise content operations"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|challenger-small|Squarespace", "prompt": "c03-m3", "model": "challenger-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Squarespace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "suit teams that prioritize speed, templates, and ease of use over deep customization"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|deepseek-small|WordPress", "prompt": "c03-m3", "model": "deepseek-small", "cat": "marketing-cms", "variant": "comparative", "raw": "WordPress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Custom development, complete control, developer staff on hand** → WordPress"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|deepseek-small|Webflow", "prompt": "c03-m3", "model": "deepseek-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Webflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "A widely endorsed setup for B2B marketing teams is **Webflow for the website** (speed, design, technical SEO)"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|deepseek-small|Squarespace", "prompt": "c03-m3", "model": "deepseek-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Squarespace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Non-technical team, small budget, few pages** → Squarespace or Wix"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|deepseek-small|Wix", "prompt": "c03-m3", "model": "deepseek-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Wix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Non-technical team, small budget, few pages** → Squarespace or Wix"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|deepseek-small|HubSpot Content Hub", "prompt": "c03-m3", "model": "deepseek-small", "cat": "marketing-cms", "variant": "comparative", "raw": "HubSpot Content Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deep CRM/automation integration, team already on HubSpot** → HubSpot Content Hub"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|deepseek-small|Contentful", "prompt": "c03-m3", "model": "deepseek-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Contentful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Content powering many channels/products at scale** → Contentful or Sanity"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|deepseek-small|Sanity", "prompt": "c03-m3", "model": "deepseek-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Sanity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Developer teams wanting full customization | $15/user/mo | Schema-as-code"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|deepseek-small|Storyblok", "prompt": "c03-m3", "model": "deepseek-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Storyblok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Marketing teams needing visual editing | $99/mo | Best-in-class visual editor"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|deepseek-small|Strapi", "prompt": "c03-m3", "model": "deepseek-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Strapi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "MVPs on a budget / full ownership | Free (open-source) | Own the code, self-hostable"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|deepseek-small|Prismic", "prompt": "c03-m3", "model": "deepseek-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Prismic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Early-stage SaaS marketing sites | $10/mo | Fast setup, visual editor"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|google-small|WordPress", "prompt": "c03-m3", "model": "google-small", "cat": "marketing-cms", "variant": "comparative", "raw": "WordPress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose WordPress if: You want full data ownership, have a heavy content production/SEO strategy"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|google-small|Webflow", "prompt": "c03-m3", "model": "google-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Webflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Webflow if: You want a bespoke, beautifully designed website"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|google-small|Framer", "prompt": "c03-m3", "model": "google-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Framer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Framer if: You are an agile startup or SaaS company"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|google-small|HubSpot Content Hub", "prompt": "c03-m3", "model": "google-small", "cat": "marketing-cms", "variant": "comparative", "raw": "HubSpot Content Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose HubSpot Content Hub if: Your website's main job is generating high-value B2B leads"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|google-small|Storyblok", "prompt": "c03-m3", "model": "google-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Storyblok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Storyblok is particularly popular for marketing because it provides a visual, drag-and-drop preview editor specifically for marketing teams"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|google-small|Contentful", "prompt": "c03-m3", "model": "google-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Contentful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Headless (Storyblok/Contentful) if: You are an enterprise with a custom tech stack"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|meta-small|HubSpot Content Hub", "prompt": "c03-m3", "model": "meta-small", "cat": "marketing-cms", "variant": "comparative", "raw": "HubSpot Content Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top content management systems include HubSpot Content Hub, Adobe Experience Manager, Webflow, Wix Studio, WordPress.org, and Umbraco."}, {"id": "mai-20260915-0741-calibration_b|c03-m3|meta-small|Adobe Experience Manager", "prompt": "c03-m3", "model": "meta-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Adobe Experience Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top content management systems include HubSpot Content Hub, Adobe Experience Manager, Webflow, Wix Studio, WordPress.org, and Umbraco."}, {"id": "mai-20260915-0741-calibration_b|c03-m3|meta-small|Webflow", "prompt": "c03-m3", "model": "meta-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Webflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top content management systems include HubSpot Content Hub, Adobe Experience Manager, Webflow, Wix Studio, WordPress.org, and Umbraco."}, {"id": "mai-20260915-0741-calibration_b|c03-m3|meta-small|Wix Studio", "prompt": "c03-m3", "model": "meta-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Wix Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top content management systems include HubSpot Content Hub, Adobe Experience Manager, Webflow, Wix Studio, WordPress.org, and Umbraco."}, {"id": "mai-20260915-0741-calibration_b|c03-m3|meta-small|WordPress.org", "prompt": "c03-m3", "model": "meta-small", "cat": "marketing-cms", "variant": "comparative", "raw": "WordPress.org", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top content management systems include HubSpot Content Hub, Adobe Experience Manager, Webflow, Wix Studio, WordPress.org, and Umbraco."}, {"id": "mai-20260915-0741-calibration_b|c03-m3|meta-small|Umbraco", "prompt": "c03-m3", "model": "meta-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Umbraco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The top content management systems include HubSpot Content Hub, Adobe Experience Manager, Webflow, Wix Studio, WordPress.org, and Umbraco."}, {"id": "mai-20260915-0741-calibration_b|c03-m3|minimax-small|WordPress", "prompt": "c03-m3", "model": "minimax-small", "cat": "marketing-cms", "variant": "comparative", "raw": "WordPress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**WordPress** — Best for Flexibility & Maximum Control"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|minimax-small|Webflow", "prompt": "c03-m3", "model": "minimax-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Webflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Webflow** — Best for Design-Led Marketing Sites"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|minimax-small|HubSpot Content Hub", "prompt": "c03-m3", "model": "minimax-small", "cat": "marketing-cms", "variant": "comparative", "raw": "HubSpot Content Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Marketing + CRM Integration"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|minimax-small|Contentful", "prompt": "c03-m3", "model": "minimax-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Contentful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Contentful** — Best Enterprise Headless CMS"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|minimax-small|Sanity", "prompt": "c03-m3", "model": "minimax-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Sanity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Sanity** — Best Developer-First Headless CMS"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|minimax-small|Squarespace", "prompt": "c03-m3", "model": "minimax-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Squarespace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Easiest setup; less flexibility than WordPress or Webflow"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|minimax-small|Shopify", "prompt": "c03-m3", "model": "minimax-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Shopify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "less flexible for content-heavy marketing"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|minimax-small|Adobe Experience Manager", "prompt": "c03-m3", "model": "minimax-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Adobe Experience Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise scale & personalization?** → Adobe Experience Manager or Sitecore"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|minimax-small|Sitecore", "prompt": "c03-m3", "model": "minimax-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Sitecore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "→ Adobe Experience Manager or Sitecore"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|mistral-small|WordPress", "prompt": "c03-m3", "model": "mistral-small", "cat": "marketing-cms", "variant": "comparative", "raw": "WordPress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. WordPress** - The Market Leader\n**Best for:** Most marketing websites, blogs, and content-heavy sites"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|mistral-small|HubSpot CMS Hub", "prompt": "c03-m3", "model": "mistral-small", "cat": "marketing-cms", "variant": "comparative", "raw": "HubSpot CMS Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HubSpot** for teams already in the HubSpot ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|mistral-small|Webflow", "prompt": "c03-m3", "model": "mistral-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Webflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Webflow** for marketing teams wanting design control and zero engineering dependency"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|mistral-small|Contentful", "prompt": "c03-m3", "model": "mistral-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Contentful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Contentful** for enterprises needing multi-channel publishing"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|mistral-small|Shopify", "prompt": "c03-m3", "model": "mistral-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Shopify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Shopify if:** Your primary focus is e-commerce"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|moonshot-small|WordPress", "prompt": "c03-m3", "model": "moonshot-small", "cat": "marketing-cms", "variant": "comparative", "raw": "WordPress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best For | Most websites; maximum flexibility and customization"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|moonshot-small|HubSpot CMS Hub", "prompt": "c03-m3", "model": "moonshot-small", "cat": "marketing-cms", "variant": "comparative", "raw": "HubSpot CMS Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For | Marketing teams already using HubSpot CRM; integrated marketing operations"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|moonshot-small|Webflow", "prompt": "c03-m3", "model": "moonshot-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Webflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For | Design-focused marketing teams wanting autonomy from developers"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|moonshot-small|Contentful", "prompt": "c03-m3", "model": "moonshot-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Contentful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For | Enterprise omnichannel content; API-first delivery"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|moonshot-small|Shopify", "prompt": "c03-m3", "model": "moonshot-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Shopify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For | E-commerce focused marketing"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|moonshot-small|Optimizely (formerly Episerver)", "prompt": "c03-m3", "model": "moonshot-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Optimizely (formerly Episerver)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise pricing, complex implementation, overkill for smaller organizations."}, {"id": "mai-20260915-0741-calibration_b|c03-m3|moonshot-small|Sitecore", "prompt": "c03-m3", "model": "moonshot-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Sitecore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Very expensive, requires significant technical expertise, long implementation cycles."}, {"id": "mai-20260915-0741-calibration_b|c03-m3|moonshot-small|Sanity", "prompt": "c03-m3", "model": "moonshot-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Sanity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Omnichannel content delivery | Contentful, Sanity, or Strapi"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|moonshot-small|Strapi", "prompt": "c03-m3", "model": "moonshot-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Strapi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Omnichannel content delivery | Contentful, Sanity, or Strapi"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|moonshot-small|BigCommerce", "prompt": "c03-m3", "model": "moonshot-small", "cat": "marketing-cms", "variant": "comparative", "raw": "BigCommerce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "E-commerce + content marketing | Shopify or BigCommerce"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|moonshot-small|Adobe Experience Manager", "prompt": "c03-m3", "model": "moonshot-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Adobe Experience Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Enterprise security & governance | Adobe Experience Manager, Drupal, or Sitecore"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|moonshot-small|Drupal", "prompt": "c03-m3", "model": "moonshot-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Drupal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Enterprise security & governance | Adobe Experience Manager, Drupal, or Sitecore"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|openai-small|WordPress", "prompt": "c03-m3", "model": "openai-small", "cat": "marketing-cms", "variant": "comparative", "raw": "WordPress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Small to mid-sized marketing team: WordPress or Webflow"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|openai-small|Webflow", "prompt": "c03-m3", "model": "openai-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Webflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose Webflow if: design and speed matter most"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|openai-small|HubSpot CMS", "prompt": "c03-m3", "model": "openai-small", "cat": "marketing-cms", "variant": "comparative", "raw": "HubSpot CMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Inbound/lead-gen team using HubSpot: HubSpot CMS"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|openai-small|Contentful", "prompt": "c03-m3", "model": "openai-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Contentful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Developer-heavy, modern stack: Contentful or Sanity"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|openai-small|Sanity", "prompt": "c03-m3", "model": "openai-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Sanity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Very flexible content modeling, strong editorial experience | Requires more technical setup"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|openai-small|Drupal", "prompt": "c03-m3", "model": "openai-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Drupal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Choose Drupal if: you need complex permissions, multilingual content"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|openai-small|Adobe Experience Manager", "prompt": "c03-m3", "model": "openai-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Adobe Experience Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Expensive and heavyweight"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|openai-small|Sitecore", "prompt": "c03-m3", "model": "openai-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Sitecore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Complex and costly"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|xai-small|WordPress", "prompt": "c03-m3", "model": "xai-small", "cat": "marketing-cms", "variant": "comparative", "raw": "WordPress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Huge plugin/theme ecosystem; flexible; vast community; SEO-strong."}, {"id": "mai-20260915-0741-calibration_b|c03-m3|xai-small|HubSpot Content Hub", "prompt": "c03-m3", "model": "xai-small", "cat": "marketing-cms", "variant": "comparative", "raw": "HubSpot Content Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "HubSpot wins for integrated campaigns/CRM"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|xai-small|Webflow", "prompt": "c03-m3", "model": "xai-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Webflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Webflow for design speed"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|xai-small|Contentful", "prompt": "c03-m3", "model": "xai-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Contentful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Contentful for reusable content across channels"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|xai-small|Squarespace", "prompt": "c03-m3", "model": "xai-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Squarespace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Creative/brand sites, quick launches"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|zai-small|WordPress.org", "prompt": "c03-m3", "model": "zai-small", "cat": "marketing-cms", "variant": "comparative", "raw": "WordPress.org", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**WordPress.org** - The Industry Leader ... Powers 43.6% of all websites globally"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|zai-small|HubSpot Content Hub", "prompt": "c03-m3", "model": "zai-small", "cat": "marketing-cms", "variant": "comparative", "raw": "HubSpot Content Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**HubSpot Content Hub** - All-in-One Marketing Platform ... Best For: Marketers who want integrated marketing, sales, and CRM tools"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|zai-small|Wix", "prompt": "c03-m3", "model": "zai-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Wix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Wix** - User-Friendly All-Rounder ... Best For: Beginners and small businesses needing ease of use"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|zai-small|Squarespace", "prompt": "c03-m3", "model": "zai-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Squarespace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Squarespace** - Design-Focused Platform ... Best For: Creative professionals and service-based businesses"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|zai-small|Drupal", "prompt": "c03-m3", "model": "zai-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Drupal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Drupal** - Enterprise Powerhouse ... Best For: Large enterprises with complex requirements"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|zai-small|Contentful", "prompt": "c03-m3", "model": "zai-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Contentful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Contentful** (Headless): Enterprise-focused, API-first, $300/month"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|zai-small|Strapi", "prompt": "c03-m3", "model": "zai-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Strapi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Strapi** (Headless): Developer-led, MIT license, free self-hosted"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|zai-small|Ghost", "prompt": "c03-m3", "model": "zai-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Ghost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Ghost** (Traditional/Headless): Built for publishers with newsletter features"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|zai-small|Adobe Experience Manager", "prompt": "c03-m3", "model": "zai-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Adobe Experience Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Adobe Experience Manager** (DXP): Large enterprise with unmatched integration, ~$250K/year"}, {"id": "mai-20260915-0741-calibration_b|c03-m3|zai-small|Storyblok", "prompt": "c03-m3", "model": "zai-small", "cat": "marketing-cms", "variant": "comparative", "raw": "Storyblok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Storyblok** (Headless): Visual editing with API-first delivery, €99/month"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|alibaba-small|WordPress.org", "prompt": "c03-m4", "model": "alibaba-small", "cat": "marketing-cms", "variant": "budget", "raw": "WordPress.org", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value: WordPress.org ... this is the cheapest and most powerful option."}, {"id": "mai-20260915-0741-calibration_b|c03-m4|alibaba-small|Wix", "prompt": "c03-m4", "model": "alibaba-small", "cat": "marketing-cms", "variant": "budget", "raw": "Wix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best All-in-One (Easiest): Wix ... Wix removes the friction of managing servers and updates."}, {"id": "mai-20260915-0741-calibration_b|c03-m4|alibaba-small|Ghost", "prompt": "c03-m4", "model": "alibaba-small", "cat": "marketing-cms", "variant": "budget", "raw": "Ghost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Content-Led Growth: Ghost ... Ghost is superior to WordPress"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|alibaba-small|Squarespace", "prompt": "c03-m4", "model": "alibaba-small", "cat": "marketing-cms", "variant": "budget", "raw": "Squarespace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Design & Credibility: Squarespace offers \"stunning\" templates right out of the box."}, {"id": "mai-20260915-0741-calibration_b|c03-m4|alibaba-small|HubSpot CMS", "prompt": "c03-m4", "model": "alibaba-small", "cat": "marketing-cms", "variant": "budget", "raw": "HubSpot CMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **HubSpot CMS** | **Free - $7/u** | Yes | Low | Teams already using HubSpot CRM |"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|anthropic-small|WordPress", "prompt": "c03-m4", "model": "anthropic-small", "cat": "marketing-cms", "variant": "budget", "raw": "WordPress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "WordPress provides maximum flexibility at the lowest cost."}, {"id": "mai-20260915-0741-calibration_b|c03-m4|anthropic-small|Wix Studio", "prompt": "c03-m4", "model": "anthropic-small", "cat": "marketing-cms", "variant": "budget", "raw": "Wix Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you need something with minimal setup and built-in tools, Wix Studio offers good value."}, {"id": "mai-20260915-0741-calibration_b|c03-m4|anthropic-small|Squarespace", "prompt": "c03-m4", "model": "anthropic-small", "cat": "marketing-cms", "variant": "budget", "raw": "Squarespace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Wix and Squarespace are ideal for simple sites"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|anthropic-small|Decap CMS", "prompt": "c03-m4", "model": "anthropic-small", "cat": "marketing-cms", "variant": "budget", "raw": "Decap CMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "This is the best CMS for static sites when budget is zero."}, {"id": "mai-20260915-0741-calibration_b|c03-m4|challenger-small|WordPress", "prompt": "c03-m4", "model": "challenger-small", "cat": "marketing-cms", "variant": "budget", "raw": "WordPress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around marketing website CMS is usually **WordPress**"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|challenger-small|WordPress.org", "prompt": "c03-m4", "model": "challenger-small", "cat": "marketing-cms", "variant": "budget", "raw": "WordPress.org", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around marketing website CMS is usually **WordPress.org on low-cost managed hosting**"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|challenger-small|Squarespace", "prompt": "c03-m4", "model": "challenger-small", "cat": "marketing-cms", "variant": "budget", "raw": "Squarespace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Squarespace** is often the easiest budget-friendly choice for a small marketing site"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|challenger-small|Wix", "prompt": "c03-m4", "model": "challenger-small", "cat": "marketing-cms", "variant": "budget", "raw": "Wix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Wix** is also a fast, inexpensive option for getting a site live quickly"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|challenger-small|Ghost", "prompt": "c03-m4", "model": "challenger-small", "cat": "marketing-cms", "variant": "budget", "raw": "Ghost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ghost** if your marketing site is heavily focused on **content marketing, blogging, or newsletters**"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|deepseek-small|WordPress (self-hosted)", "prompt": "c03-m4", "model": "deepseek-small", "cat": "marketing-cms", "variant": "budget", "raw": "WordPress (self-hosted)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**WordPress (self-hosted) is the best overall value** for a budget-conscious company building a marketing website"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|deepseek-small|WordPress.com", "prompt": "c03-m4", "model": "deepseek-small", "cat": "marketing-cms", "variant": "budget", "raw": "WordPress.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**WordPress.com's $4\\u20139/month plans** if you want the same ecosystem with zero maintenance"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|deepseek-small|Wix", "prompt": "c03-m4", "model": "deepseek-small", "cat": "marketing-cms", "variant": "budget", "raw": "Wix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Easiest for non-technical teams ... Cons: Weaker SEO control, can't easily export/migrate your site"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|deepseek-small|Squarespace", "prompt": "c03-m4", "model": "deepseek-small", "cat": "marketing-cms", "variant": "budget", "raw": "Squarespace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best-looking templates ... Cons: More expensive than alternatives, limited SEO customization"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|deepseek-small|Ghost", "prompt": "c03-m4", "model": "deepseek-small", "cat": "marketing-cms", "variant": "budget", "raw": "Ghost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if content/newsletters are your core strategy"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|deepseek-small|Webflow", "prompt": "c03-m4", "model": "deepseek-small", "cat": "marketing-cms", "variant": "budget", "raw": "Webflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Webflow** (CMS plan $23/month \\u2014 higher cost but strong marketing controls)"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|google-small|WordPress.org (Self-Hosted)", "prompt": "c03-m4", "model": "google-small", "cat": "marketing-cms", "variant": "budget", "raw": "WordPress.org (Self-Hosted)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall for Long-Term Flexibility & Lowest Cost"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|google-small|Self-Hosted WordPress (WordPress.org)", "prompt": "c03-m4", "model": "google-small", "cat": "marketing-cms", "variant": "budget", "raw": "Self-Hosted WordPress (WordPress.org)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best for Maximum Flexibility & Lowest Long-Term Cost: **Self-Hosted WordPress (WordPress.org)**"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|google-small|Framer", "prompt": "c03-m4", "model": "google-small", "cat": "marketing-cms", "variant": "budget", "raw": "Framer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Framer** is the best budget choice. It has largely bypassed its main competitor, Webflow, for budget-conscious companies."}, {"id": "mai-20260915-0741-calibration_b|c03-m4|google-small|Webflow", "prompt": "c03-m4", "model": "google-small", "cat": "marketing-cms", "variant": "budget", "raw": "Webflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While Webflow's entry plans do not include a CMS (forcing you to pay $23+/month for their CMS tier)"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|google-small|HubSpot Content Hub (Starter)", "prompt": "c03-m4", "model": "google-small", "cat": "marketing-cms", "variant": "budget", "raw": "HubSpot Content Hub (Starter)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Integrated Lead Generation & CRM ... HubSpot has a notorious \"pricing cliff.\""}, {"id": "mai-20260915-0741-calibration_b|c03-m4|google-small|Ghost", "prompt": "c03-m4", "model": "google-small", "cat": "marketing-cms", "variant": "budget", "raw": "Ghost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Content-Heavy & Newsletter Marketing: **Ghost**"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|google-small|Squarespace", "prompt": "c03-m4", "model": "google-small", "cat": "marketing-cms", "variant": "budget", "raw": "Squarespace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a professional website that requires absolutely zero technical upkeep:** Go with **Squarespace**."}, {"id": "mai-20260915-0741-calibration_b|c03-m4|google-small|HubSpot CMS", "prompt": "c03-m4", "model": "google-small", "cat": "marketing-cms", "variant": "budget", "raw": "HubSpot CMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "they quickly lock important marketing features ... behind tiers that cost hundreds of dollars a month"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|google-small|Wix", "prompt": "c03-m4", "model": "google-small", "cat": "marketing-cms", "variant": "budget", "raw": "Wix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Best for Complete Beginners (No-Code, No-Maintenance)"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|meta-small|Wix", "prompt": "c03-m4", "model": "meta-small", "cat": "marketing-cms", "variant": "budget", "raw": "Wix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best marketing website CMS for a company with a limited budget is Wix"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|meta-small|WordPress", "prompt": "c03-m4", "model": "meta-small", "cat": "marketing-cms", "variant": "budget", "raw": "WordPress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are WordPress, Webflow, and Framer"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|meta-small|Webflow", "prompt": "c03-m4", "model": "meta-small", "cat": "marketing-cms", "variant": "budget", "raw": "Webflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are WordPress, Webflow, and Framer"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|meta-small|Framer", "prompt": "c03-m4", "model": "meta-small", "cat": "marketing-cms", "variant": "budget", "raw": "Framer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are WordPress, Webflow, and Framer"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|minimax-small|WordPress", "prompt": "c03-m4", "model": "minimax-small", "cat": "marketing-cms", "variant": "budget", "raw": "WordPress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies with limited budgets, **WordPress** offers the best balance of cost, flexibility, and marketing features."}, {"id": "mai-20260915-0741-calibration_b|c03-m4|minimax-small|HubSpot Content Hub", "prompt": "c03-m4", "model": "minimax-small", "cat": "marketing-cms", "variant": "budget", "raw": "HubSpot Content Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you need simplicity and speed, **Wix** or **HubSpot's free tier** are excellent starting points"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|minimax-small|Wix", "prompt": "c03-m4", "model": "minimax-small", "cat": "marketing-cms", "variant": "budget", "raw": "Wix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you need simplicity and speed, **Wix** or **HubSpot's free tier** are excellent starting points"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|minimax-small|Ghost", "prompt": "c03-m4", "model": "minimax-small", "cat": "marketing-cms", "variant": "budget", "raw": "Ghost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Content-focused marketing & newsletters"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|mistral-small|WordPress.org (Self-hosted)", "prompt": "c03-m4", "model": "mistral-small", "cat": "marketing-cms", "variant": "budget", "raw": "WordPress.org (Self-hosted)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick for most limited-budget companies is WordPress.org**"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|mistral-small|HubSpot Content Hub", "prompt": "c03-m4", "model": "mistral-small", "cat": "marketing-cms", "variant": "budget", "raw": "HubSpot Content Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. HubSpot Content Hub - Best All-in-One Marketing Solution"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|mistral-small|Wix", "prompt": "c03-m4", "model": "mistral-small", "cat": "marketing-cms", "variant": "budget", "raw": "Wix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Wix - Best for Beginners"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|mistral-small|Squarespace", "prompt": "c03-m4", "model": "mistral-small", "cat": "marketing-cms", "variant": "budget", "raw": "Squarespace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Squarespace - Best for Design-Focused Marketing"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|moonshot-small|WordPress", "prompt": "c03-m4", "model": "moonshot-small", "cat": "marketing-cms", "variant": "budget", "raw": "WordPress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**WordPress** — Best Overall Value"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|moonshot-small|Webflow", "prompt": "c03-m4", "model": "moonshot-small", "cat": "marketing-cms", "variant": "budget", "raw": "Webflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Webflow** if your marketing team needs to move fast without developers"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|moonshot-small|HubSpot CMS (Free/Starter)", "prompt": "c03-m4", "model": "moonshot-small", "cat": "marketing-cms", "variant": "budget", "raw": "HubSpot CMS (Free/Starter)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Use HubSpot Free** if you're already in the HubSpot ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|openai-small|WordPress", "prompt": "c03-m4", "model": "openai-small", "cat": "marketing-cms", "variant": "budget", "raw": "WordPress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best marketing website CMS is usually WordPress"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|openai-small|Webflow", "prompt": "c03-m4", "model": "openai-small", "cat": "marketing-cms", "variant": "budget", "raw": "Webflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "great design control and fast editing, but can get pricier as you scale"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|openai-small|Squarespace", "prompt": "c03-m4", "model": "openai-small", "cat": "marketing-cms", "variant": "budget", "raw": "Squarespace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "simple and polished, good for very small teams, but less flexible"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|openai-small|HubSpot CMS", "prompt": "c03-m4", "model": "openai-small", "cat": "marketing-cms", "variant": "budget", "raw": "HubSpot CMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "strong marketing features, but usually not the cheapest option"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|openai-small|Ghost", "prompt": "c03-m4", "model": "openai-small", "cat": "marketing-cms", "variant": "budget", "raw": "Ghost", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "good if your site is mostly content/publishing, less ideal for broader marketing needs"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|openai-small|Wix", "prompt": "c03-m4", "model": "openai-small", "cat": "marketing-cms", "variant": "budget", "raw": "Wix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "easiest to use, but often less powerful for serious marketing SEO and content operations"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|xai-small|WordPress.org (self-hosted)", "prompt": "c03-m4", "model": "xai-small", "cat": "marketing-cms", "variant": "budget", "raw": "WordPress.org (self-hosted)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**WordPress.org (self-hosted) is the best marketing website CMS for a company with a limited budget.**"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|xai-small|Wix", "prompt": "c03-m4", "model": "xai-small", "cat": "marketing-cms", "variant": "budget", "raw": "Wix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Less SEO power; no export; marketing apps extra."}, {"id": "mai-20260915-0741-calibration_b|c03-m4|xai-small|Squarespace", "prompt": "c03-m4", "model": "xai-small", "cat": "marketing-cms", "variant": "budget", "raw": "Squarespace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "far cheaper than all-in-one platforms like Wix ($17+/month) or Squarespace ($16+/month)"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|xai-small|HubSpot", "prompt": "c03-m4", "model": "xai-small", "cat": "marketing-cms", "variant": "budget", "raw": "HubSpot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pricier options like HubSpot (free tier limited to 30 pages; pro at $15–$450+/month, better for CRM-heavy teams)"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|xai-small|WordPress.com", "prompt": "c03-m4", "model": "xai-small", "cat": "marketing-cms", "variant": "budget", "raw": "WordPress.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fewer plugins/marketing tools than .org."}, {"id": "mai-20260915-0741-calibration_b|c03-m4|zai-small|WordPress.org", "prompt": "c03-m4", "model": "zai-small", "cat": "marketing-cms", "variant": "budget", "raw": "WordPress.org", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most limited-budget companies: Start with WordPress"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|zai-small|Squarespace", "prompt": "c03-m4", "model": "zai-small", "cat": "marketing-cms", "variant": "budget", "raw": "Squarespace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Squarespace if: Design is your top priority"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|zai-small|Wix", "prompt": "c03-m4", "model": "zai-small", "cat": "marketing-cms", "variant": "budget", "raw": "Wix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Wix if: You need marketing tools integrated"}, {"id": "mai-20260915-0741-calibration_b|c03-m4|zai-small|HubSpot Content Hub", "prompt": "c03-m4", "model": "zai-small", "cat": "marketing-cms", "variant": "budget", "raw": "HubSpot Content Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Companies already using HubSpot CRM, focused on lead generation"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|alibaba-small|Squarespace", "prompt": "c03-m5", "model": "alibaba-small", "cat": "marketing-cms", "variant": "scale", "raw": "Squarespace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You are too large to rely on DIY builders (like Squarespace or basic WordPress)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|alibaba-small|basic WordPress", "prompt": "c03-m5", "model": "alibaba-small", "cat": "marketing-cms", "variant": "scale", "raw": "basic WordPress", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "too large to rely on DIY builders (like Squarespace or basic WordPress)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|alibaba-small|Adobe Experience Manager", "prompt": "c03-m5", "model": "alibaba-small", "cat": "marketing-cms", "variant": "scale", "raw": "Adobe Experience Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "you may not require the extreme, expensive customization of legacy enterprise systems (like a full Adobe Experience Manager rollout)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|alibaba-small|HubSpot CMS", "prompt": "c03-m5", "model": "alibaba-small", "cat": "marketing-cms", "variant": "scale", "raw": "HubSpot CMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HubSpot CMS: Excellent if you want the marketing automation and CRM embedded seamlessly in the website builder. High cost, but incredibly unified."}, {"id": "mai-20260915-0741-calibration_b|c03-m5|alibaba-small|Octopress", "prompt": "c03-m5", "model": "alibaba-small", "cat": "marketing-cms", "variant": "scale", "raw": "Octopress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "come from one vendor (e.g., HubSpot CMS, Octopress)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|alibaba-small|Contentful", "prompt": "c03-m5", "model": "alibaba-small", "cat": "marketing-cms", "variant": "scale", "raw": "Contentful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Contentful / Storyblok: Top-tier \"Headless\" options. Best if you have a dedicated dev team building custom frontend experiences."}, {"id": "mai-20260915-0741-calibration_b|c03-m5|alibaba-small|Storyblok", "prompt": "c03-m5", "model": "alibaba-small", "cat": "marketing-cms", "variant": "scale", "raw": "Storyblok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Contentful / Storyblok: Top-tier \"Headless\" options."}, {"id": "mai-20260915-0741-calibration_b|c03-m5|alibaba-small|Sanity", "prompt": "c03-m5", "model": "alibaba-small", "cat": "marketing-cms", "variant": "scale", "raw": "Sanity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "developers pull content from the CMS via API (e.g., Contentful, Storyblok, Sanity)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|alibaba-small|WordPress VIP", "prompt": "c03-m5", "model": "alibaba-small", "cat": "marketing-cms", "variant": "scale", "raw": "WordPress VIP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "WordPress VIP: Enterprise-grade WordPress managed by Automattic. Great if your team already knows WordPress but needs enterprise security/hosting."}, {"id": "mai-20260915-0741-calibration_b|c03-m5|alibaba-small|Sitecore", "prompt": "c03-m5", "model": "alibaba-small", "cat": "marketing-cms", "variant": "scale", "raw": "Sitecore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Sitecore / Optimizely: Heavy-duty enterprise CMSs. Best if your marketing department is massive and requires deep personalization rules."}, {"id": "mai-20260915-0741-calibration_b|c03-m5|alibaba-small|Optimizely", "prompt": "c03-m5", "model": "alibaba-small", "cat": "marketing-cms", "variant": "scale", "raw": "Optimizely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Sitecore / Optimizely: Heavy-duty enterprise CMSs."}, {"id": "mai-20260915-0741-calibration_b|c03-m5|deepseek-small|AEM", "prompt": "c03-m5", "model": "deepseek-small", "cat": "marketing-cms", "variant": "scale", "raw": "AEM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Heavier enterprise platforms (AEM, Sitecore, Brightspot, Magnolia) may be overkill for your size"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|deepseek-small|Sitecore", "prompt": "c03-m5", "model": "deepseek-small", "cat": "marketing-cms", "variant": "scale", "raw": "Sitecore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Heavier enterprise platforms (AEM, Sitecore, Brightspot, Magnolia) may be overkill for your size"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|deepseek-small|Contentful", "prompt": "c03-m5", "model": "deepseek-small", "cat": "marketing-cms", "variant": "scale", "raw": "Contentful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Contentful** — enterprise governance & compliance; strongest for structured content + AI"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|deepseek-small|Sanity", "prompt": "c03-m5", "model": "deepseek-small", "cat": "marketing-cms", "variant": "scale", "raw": "Sanity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sanity** — structured content, real-time collaboration, AI-forward, flexible modeling"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|deepseek-small|Storyblok", "prompt": "c03-m5", "model": "deepseek-small", "cat": "marketing-cms", "variant": "scale", "raw": "Storyblok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Storyblok** — best visual editing for non-technical marketers; low learning curve"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|deepseek-small|Hygraph", "prompt": "c03-m5", "model": "deepseek-small", "cat": "marketing-cms", "variant": "scale", "raw": "Hygraph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Hygraph** — GraphQL federation, AI-agent content operations"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|deepseek-small|Contentstack", "prompt": "c03-m5", "model": "deepseek-small", "cat": "marketing-cms", "variant": "scale", "raw": "Contentstack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Contentstack** — unifying content, customer data, and personalization"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|deepseek-small|Optimizely", "prompt": "c03-m5", "model": "deepseek-small", "cat": "marketing-cms", "variant": "scale", "raw": "Optimizely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Optimizely** — content + web experimentation + agentic AI workflows"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|deepseek-small|Prismic", "prompt": "c03-m5", "model": "deepseek-small", "cat": "marketing-cms", "variant": "scale", "raw": "Prismic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Prismic** — modular marketing sites, SEO/ABM landing page builders, strong marketer autonomy"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|deepseek-small|Brightspot", "prompt": "c03-m5", "model": "deepseek-small", "cat": "marketing-cms", "variant": "scale", "raw": "Brightspot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Heavier enterprise platforms (AEM, Sitecore, Brightspot, Magnolia) may be overkill for your size"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|deepseek-small|Magnolia", "prompt": "c03-m5", "model": "deepseek-small", "cat": "marketing-cms", "variant": "scale", "raw": "Magnolia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Heavier enterprise platforms (AEM, Sitecore, Brightspot, Magnolia) may be overkill for your size"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|google-small|Storyblok", "prompt": "c03-m5", "model": "google-small", "cat": "marketing-cms", "variant": "scale", "raw": "Storyblok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "does it have a visual preview or page-builder layer (like Storyblok, Builder.io, or Contentful's Studio)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|google-small|Builder.io", "prompt": "c03-m5", "model": "google-small", "cat": "marketing-cms", "variant": "scale", "raw": "Builder.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(like Storyblok, Builder.io, or Contentful's Studio)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|google-small|Contentful", "prompt": "c03-m5", "model": "google-small", "cat": "marketing-cms", "variant": "scale", "raw": "Contentful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Type B: Composable / Headless CMS (e.g., Contentful, Sanity, Strapi)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|google-small|Webflow Enterprise", "prompt": "c03-m5", "model": "google-small", "cat": "marketing-cms", "variant": "scale", "raw": "Webflow Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Type A: Visual/Hybrid CMS (e.g., Webflow Enterprise, Framer, HubSpot Content Hub)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|google-small|Framer", "prompt": "c03-m5", "model": "google-small", "cat": "marketing-cms", "variant": "scale", "raw": "Framer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Type A: Visual/Hybrid CMS (e.g., Webflow Enterprise, Framer, HubSpot Content Hub)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|google-small|HubSpot Content Hub", "prompt": "c03-m5", "model": "google-small", "cat": "marketing-cms", "variant": "scale", "raw": "HubSpot Content Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Type A: Visual/Hybrid CMS (e.g., Webflow Enterprise, Framer, HubSpot Content Hub)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|google-small|Sanity", "prompt": "c03-m5", "model": "google-small", "cat": "marketing-cms", "variant": "scale", "raw": "Sanity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Type B: Composable / Headless CMS (e.g., Contentful, Sanity, Strapi)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|google-small|Strapi", "prompt": "c03-m5", "model": "google-small", "cat": "marketing-cms", "variant": "scale", "raw": "Strapi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Type B: Composable / Headless CMS (e.g., Contentful, Sanity, Strapi)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|google-small|WordPress VIP", "prompt": "c03-m5", "model": "google-small", "cat": "marketing-cms", "variant": "scale", "raw": "WordPress VIP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Type C: Traditional / Monolithic Enterprise (e.g., WordPress VIP, WP Engine Enterprise)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|google-small|WP Engine Enterprise", "prompt": "c03-m5", "model": "google-small", "cat": "marketing-cms", "variant": "scale", "raw": "WP Engine Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Type C: Traditional / Monolithic Enterprise (e.g., WordPress VIP, WP Engine Enterprise)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|google-small|self-hosted WordPress", "prompt": "c03-m5", "model": "google-small", "cat": "marketing-cms", "variant": "scale", "raw": "self-hosted WordPress", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "A \"free\" open-source platform like self-hosted WordPress requires constant plugin updates, security patches... often costing more in developer hours"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|minimax-small|Contentful", "prompt": "c03-m5", "model": "minimax-small", "cat": "marketing-cms", "variant": "scale", "raw": "Contentful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options to evaluate: Contentful, Sanity, Strapi (headless)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|minimax-small|Sanity", "prompt": "c03-m5", "model": "minimax-small", "cat": "marketing-cms", "variant": "scale", "raw": "Sanity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options to evaluate: Contentful, Sanity, Strapi (headless)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|minimax-small|Strapi", "prompt": "c03-m5", "model": "minimax-small", "cat": "marketing-cms", "variant": "scale", "raw": "Strapi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Contentful, Sanity, Strapi (headless)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|minimax-small|WordPress VIP", "prompt": "c03-m5", "model": "minimax-small", "cat": "marketing-cms", "variant": "scale", "raw": "WordPress VIP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "WordPress VIP, Contentstack, Acquia (traditional/enterprise)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|minimax-small|Contentstack", "prompt": "c03-m5", "model": "minimax-small", "cat": "marketing-cms", "variant": "scale", "raw": "Contentstack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "WordPress VIP, Contentstack, Acquia (traditional/enterprise)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|minimax-small|Acquia", "prompt": "c03-m5", "model": "minimax-small", "cat": "marketing-cms", "variant": "scale", "raw": "Acquia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "WordPress VIP, Contentstack, Acquia (traditional/enterprise)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|mistral-small|Adobe Experience Manager (AEM)", "prompt": "c03-m5", "model": "mistral-small", "cat": "marketing-cms", "variant": "scale", "raw": "Adobe Experience Manager (AEM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Adobe Experience Manager (AEM)**: Best for large-scale personalization and Adobe ecosystem integration."}, {"id": "mai-20260915-0741-calibration_b|c03-m5|mistral-small|Sitecore", "prompt": "c03-m5", "model": "mistral-small", "cat": "marketing-cms", "variant": "scale", "raw": "Sitecore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Sitecore**: Strong for .NET stacks and marketing automation."}, {"id": "mai-20260915-0741-calibration_b|c03-m5|mistral-small|Contentful", "prompt": "c03-m5", "model": "mistral-small", "cat": "marketing-cms", "variant": "scale", "raw": "Contentful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Contentful**: Headless, API-first, and developer-friendly."}, {"id": "mai-20260915-0741-calibration_b|c03-m5|mistral-small|HubSpot CMS", "prompt": "c03-m5", "model": "mistral-small", "cat": "marketing-cms", "variant": "scale", "raw": "HubSpot CMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**HubSpot CMS**: Tight integration with HubSpot CRM and marketing tools."}, {"id": "mai-20260915-0741-calibration_b|c03-m5|mistral-small|WordPress VIP", "prompt": "c03-m5", "model": "mistral-small", "cat": "marketing-cms", "variant": "scale", "raw": "WordPress VIP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**WordPress VIP**: Enterprise WordPress with scalability and security."}, {"id": "mai-20260915-0741-calibration_b|c03-m5|mistral-small|Sanity", "prompt": "c03-m5", "model": "mistral-small", "cat": "marketing-cms", "variant": "scale", "raw": "Sanity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Sanity**: Flexible headless CMS with real-time collaboration."}, {"id": "mai-20260915-0741-calibration_b|c03-m5|mistral-small|Webflow", "prompt": "c03-m5", "model": "mistral-small", "cat": "marketing-cms", "variant": "scale", "raw": "Webflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Webflow**: Visual design with CMS capabilities, but limited scalability."}, {"id": "mai-20260915-0741-calibration_b|c03-m5|mistral-small|Strapi", "prompt": "c03-m5", "model": "mistral-small", "cat": "marketing-cms", "variant": "scale", "raw": "Strapi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Strapi**: Open-source headless CMS with self-hosting options."}, {"id": "mai-20260915-0741-calibration_b|c03-m5|moonshot-small|Adobe AEM", "prompt": "c03-m5", "model": "moonshot-small", "cat": "marketing-cms", "variant": "scale", "raw": "Adobe AEM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you likely don't have the budget or patience for massive enterprise complexity (e.g., Adobe AEM)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|moonshot-small|WordPress", "prompt": "c03-m5", "model": "moonshot-small", "cat": "marketing-cms", "variant": "scale", "raw": "WordPress", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "avoid solutions requiring heavy ongoing maintenance (like self-hosted WordPress/Drupal) unless you outsource to a strong agency"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|moonshot-small|Drupal", "prompt": "c03-m5", "model": "moonshot-small", "cat": "marketing-cms", "variant": "scale", "raw": "Drupal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "avoid solutions requiring heavy ongoing maintenance (like self-hosted WordPress/Drupal)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|moonshot-small|Webflow", "prompt": "c03-m5", "model": "moonshot-small", "cat": "marketing-cms", "variant": "scale", "raw": "Webflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have minimal dev resources, **Webflow Enterprise** or **HubSpot CMS** is often the pragmatic choice."}, {"id": "mai-20260915-0741-calibration_b|c03-m5|moonshot-small|HubSpot CMS", "prompt": "c03-m5", "model": "moonshot-small", "cat": "marketing-cms", "variant": "scale", "raw": "HubSpot CMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Webflow Enterprise** or **HubSpot CMS** is often the pragmatic choice"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|moonshot-small|Contentful", "prompt": "c03-m5", "model": "moonshot-small", "cat": "marketing-cms", "variant": "scale", "raw": "Contentful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "A **hybrid/headless** solution with a visual editor (like Storyblok, Sanity with plugins, or Contentful with a custom visual layer) hits the sweet spot."}, {"id": "mai-20260915-0741-calibration_b|c03-m5|moonshot-small|Sanity", "prompt": "c03-m5", "model": "moonshot-small", "cat": "marketing-cms", "variant": "scale", "raw": "Sanity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "like Storyblok, Sanity with plugins, or Contentful with a custom visual layer) hits the sweet spot"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|moonshot-small|Storyblok", "prompt": "c03-m5", "model": "moonshot-small", "cat": "marketing-cms", "variant": "scale", "raw": "Storyblok", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "A **hybrid/headless** solution with a visual editor (like Storyblok, Sanity with plugins, or Contentful...) hits the sweet spot"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|moonshot-small|Strapi", "prompt": "c03-m5", "model": "moonshot-small", "cat": "marketing-cms", "variant": "scale", "raw": "Strapi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Hybrid/Headless** (Contentful, Sanity, Storyblok, Strapi + Next.js)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|moonshot-small|Salesforce Experience Cloud", "prompt": "c03-m5", "model": "moonshot-small", "cat": "marketing-cms", "variant": "scale", "raw": "Salesforce Experience Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Marketing Suite** (HubSpot CMS, Salesforce Experience Cloud)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|xai-small|Contentful", "prompt": "c03-m5", "model": "xai-small", "cat": "marketing-cms", "variant": "scale", "raw": "Contentful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Contentful** | Enterprise marketing, devs + marketers | Good (partial visual) | Excellent (API-first)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|xai-small|Sanity", "prompt": "c03-m5", "model": "xai-small", "cat": "marketing-cms", "variant": "scale", "raw": "Sanity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sanity / Storyblok / Prismic** | Marketing teams, visual editing | Excellent (WYSIWYG/live preview) | Strong (headless)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|xai-small|Storyblok", "prompt": "c03-m5", "model": "xai-small", "cat": "marketing-cms", "variant": "scale", "raw": "Storyblok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shortlist via Gartner/Forrester or trials (e.g., Contentful, Storyblok)"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|xai-small|Prismic", "prompt": "c03-m5", "model": "xai-small", "cat": "marketing-cms", "variant": "scale", "raw": "Prismic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sanity / Storyblok / Prismic** | Marketing teams, visual editing | Excellent"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|xai-small|HubSpot CMS", "prompt": "c03-m5", "model": "xai-small", "cat": "marketing-cms", "variant": "scale", "raw": "HubSpot CMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**HubSpot CMS** | Integrated martech/CRM | Very good | Good (mid-market) | Free-$450/mo | Low if using HubSpot stack | Less flexible outside ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|xai-small|Sitecore", "prompt": "c03-m5", "model": "xai-small", "cat": "marketing-cms", "variant": "scale", "raw": "Sitecore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Sitecore / Adobe AEM** | Complex enterprise | Moderate | Top-tier | Custom ($1K+/mo) | High TCO | Steep learning, dev-heavy"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|xai-small|Adobe AEM", "prompt": "c03-m5", "model": "xai-small", "cat": "marketing-cms", "variant": "scale", "raw": "Adobe AEM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "High TCO | Steep learning, dev-heavy"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|xai-small|WordPress VIP", "prompt": "c03-m5", "model": "xai-small", "cat": "marketing-cms", "variant": "scale", "raw": "WordPress VIP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**WordPress VIP** | Familiar, cost-effective | Good (plugins) | Solid | ~$300/mo | Flexible plugins | Maintenance burden"}, {"id": "mai-20260915-0741-calibration_b|c03-m5|xai-small|WordPress", "prompt": "c03-m5", "model": "xai-small", "cat": "marketing-cms", "variant": "scale", "raw": "WordPress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Traditional (e.g., WordPress) if simple site, low budget."}, {"id": "mai-20260915-0741-calibration_b|c03-m6|alibaba-small|Adobe Experience Manager (AEM)", "prompt": "c03-m6", "model": "alibaba-small", "cat": "marketing-cms", "variant": "negative", "raw": "Adobe Experience Manager (AEM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Recent comparisons suggest avoiding AEM and similar heavy-headless setups for small-to-mid-sized marketing hubs"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|alibaba-small|SAP Commerce Cloud", "prompt": "c03-m6", "model": "alibaba-small", "cat": "marketing-cms", "variant": "negative", "raw": "SAP Commerce Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Over-Engineered Enterprise Monoliths (For Mid-Market Teams)... these platforms are often overkill"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|alibaba-small|Oracle Sitecore", "prompt": "c03-m6", "model": "alibaba-small", "cat": "marketing-cms", "variant": "negative", "raw": "Oracle Sitecore", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "traditional configurations of Oracle Sitecore... Why to Avoid: They frequently suffer from high implementation costs and a steep learning curve"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|alibaba-small|Wix", "prompt": "c03-m6", "model": "alibaba-small", "cat": "marketing-cms", "variant": "negative", "raw": "Wix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Basic tiers of Wix... disastrous for active marketing campaigns"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|alibaba-small|Weebly", "prompt": "c03-m6", "model": "alibaba-small", "cat": "marketing-cms", "variant": "negative", "raw": "Weebly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Great for a digital business card, but disastrous for active marketing campaigns."}, {"id": "mai-20260915-0741-calibration_b|c03-m6|alibaba-small|WordPress", "prompt": "c03-m6", "model": "alibaba-small", "cat": "marketing-cms", "variant": "negative", "raw": "WordPress", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "early-stage WordPress themes without proper plugin ecosystems... hit a \"scalability ceiling\" very quickly"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|alibaba-small|Strapi", "prompt": "c03-m6", "model": "alibaba-small", "cat": "marketing-cms", "variant": "negative", "raw": "Strapi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Unconfigured instances of Strapi... terrible for marketers if not set up correctly"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|alibaba-small|Sanity", "prompt": "c03-m6", "model": "alibaba-small", "cat": "marketing-cms", "variant": "negative", "raw": "Sanity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Unconfigured instances of Strapi, Sanity... terrible for marketers if not set up correctly"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|alibaba-small|Drupal", "prompt": "c03-m6", "model": "alibaba-small", "cat": "marketing-cms", "variant": "negative", "raw": "Drupal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Older versions of Drupal or Joomla where code and design are mixed in the same database"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|alibaba-small|Joomla", "prompt": "c03-m6", "model": "alibaba-small", "cat": "marketing-cms", "variant": "negative", "raw": "Joomla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Legacy \"Tightly Coupled\" Monoliths... Older versions of Drupal or Joomla"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|alibaba-small|HubSpot", "prompt": "c03-m6", "model": "alibaba-small", "cat": "marketing-cms", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "the sweet spot is usually a Composable approach or a specialized Marketing CMS (like HubSpot, Webflow, or Payload)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|alibaba-small|Webflow", "prompt": "c03-m6", "model": "alibaba-small", "cat": "marketing-cms", "variant": "negative", "raw": "Webflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "specialized Marketing CMS (like HubSpot, Webflow, or Payload) that offers visual editing capabilities"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|alibaba-small|Payload", "prompt": "c03-m6", "model": "alibaba-small", "cat": "marketing-cms", "variant": "negative", "raw": "Payload", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "specialized Marketing CMS (like HubSpot, Webflow, or Payload)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|anthropic-small|WordPress", "prompt": "c03-m6", "model": "anthropic-small", "cat": "marketing-cms", "variant": "negative", "raw": "WordPress", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it can present significant security risks, particularly when plugins and themes are not regularly updated"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|anthropic-small|Umbraco Cloud", "prompt": "c03-m6", "model": "anthropic-small", "cat": "marketing-cms", "variant": "negative", "raw": "Umbraco Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "avoids \"plugin chaos\" through other options like Umbraco Cloud, which provides clearer governance and scalability paths"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|anthropic-small|Elementor", "prompt": "c03-m6", "model": "anthropic-small", "cat": "marketing-cms", "variant": "negative", "raw": "Elementor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Bloat from page builders (Elementor, Beaver Builder, Divi, WP Bakery, etc.)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|anthropic-small|Beaver Builder", "prompt": "c03-m6", "model": "anthropic-small", "cat": "marketing-cms", "variant": "negative", "raw": "Beaver Builder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Bloat from page builders (Elementor, Beaver Builder, Divi, WP Bakery, etc.)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|anthropic-small|Drupal", "prompt": "c03-m6", "model": "anthropic-small", "cat": "marketing-cms", "variant": "negative", "raw": "Drupal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Popular open-source CMS platforms like WordPress and Drupal can be easily modified, but this means there's nobody directly accountable for the platform's security."}, {"id": "mai-20260915-0741-calibration_b|c03-m6|anthropic-small|Divi", "prompt": "c03-m6", "model": "anthropic-small", "cat": "marketing-cms", "variant": "negative", "raw": "Divi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Bloat from page builders (Elementor, Beaver Builder, Divi, WP Bakery, etc.)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|anthropic-small|WP Bakery", "prompt": "c03-m6", "model": "anthropic-small", "cat": "marketing-cms", "variant": "negative", "raw": "WP Bakery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Bloat from page builders (Elementor, Beaver Builder, Divi, WP Bakery, etc.)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|anthropic-small|Sitecore 8", "prompt": "c03-m6", "model": "anthropic-small", "cat": "marketing-cms", "variant": "negative", "raw": "Sitecore 8", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Platforms like Sitecore 8 only deepen the issue—offering outdated security, limited plugin support, and rigid architectures"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|challenger-small|Joomla", "prompt": "c03-m6", "model": "challenger-small", "cat": "marketing-cms", "variant": "negative", "raw": "Joomla", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Joomla** — often described as harder to operate and less suitable for small and mid-market marketing teams unless you have an in-house development team."}, {"id": "mai-20260915-0741-calibration_b|c03-m6|challenger-small|Drupal", "prompt": "c03-m6", "model": "challenger-small", "cat": "marketing-cms", "variant": "negative", "raw": "Drupal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "powerful, but several sources frame it as difficult to manage for typical marketing teams"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|challenger-small|HubSpot CMS", "prompt": "c03-m6", "model": "challenger-small", "cat": "marketing-cms", "variant": "negative", "raw": "HubSpot CMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "one agency says it is “clunky and frustrating to use” as a CMS"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|challenger-small|Adobe Commerce/Magento", "prompt": "c03-m6", "model": "challenger-small", "cat": "marketing-cms", "variant": "negative", "raw": "Adobe Commerce/Magento", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "one agency calls it difficult to work with and not worth the time and money for many sites"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|challenger-small|Contentful", "prompt": "c03-m6", "model": "challenger-small", "cat": "marketing-cms", "variant": "negative", "raw": "Contentful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "one source advises against it for simple blogs or small portfolio sites because it is overkill and expensive"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|challenger-small|Sanity", "prompt": "c03-m6", "model": "challenger-small", "cat": "marketing-cms", "variant": "negative", "raw": "Sanity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Headless CMSs like Contentful/Sanity/Strapi | You need a simple, visual, all-in-one editor"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|challenger-small|Strapi", "prompt": "c03-m6", "model": "challenger-small", "cat": "marketing-cms", "variant": "negative", "raw": "Strapi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Headless CMSs like Contentful/Sanity/Strapi | You need a simple, visual, all-in-one editor"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|challenger-small|WordPress", "prompt": "c03-m6", "model": "challenger-small", "cat": "marketing-cms", "variant": "negative", "raw": "WordPress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "WordPress tends to fit flexible marketing websites"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|Bolt CMS", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "Bolt CMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to genuinely avoid ... Bolt CMS — lost its sole maintainer"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|PHP-Nuke", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "PHP-Nuke", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "no meaningful development in years ... a security risk"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|Nibbleblog", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "Nibbleblog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "no meaningful development in years"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|Wolf CMS", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "Wolf CMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid outright: abandoned platforms (Bolt, PHP-Nuke, Wolf CMS, Nibbleblog, etc.)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|N2 CMS", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "N2 CMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "no meaningful development in years"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|BetterCMS", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "BetterCMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "no meaningful development in years"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|Redaxscript", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "Redaxscript", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "no meaningful development in years"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|Bigace", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "Bigace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "no meaningful development in years"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|sNews", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "sNews", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "no meaningful development in years"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|Grav", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "Grav", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "no meaningful development in years. Running these in production for a marketing site is a security risk"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|WordPress", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "WordPress", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Be most cautious with: WordPress without proper governance (plugin sprawl + no ops team)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|Drupal", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "Drupal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Drupal 10 reaches end-of-life December 2026"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|Umbraco", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "Umbraco", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Umbraco 13 EOL December 2026"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|Sitecore", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "Sitecore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "be cautious about Sitecore and Optimizely right now given the paid-extended-support shifts"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|AEM", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "AEM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "Platforms with forced end-of-life upgrade cycles (Drupal, Umbraco, Sitecore, AEM, Kentico, Magento, Joomla)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|Kentico", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "Kentico", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "Kentico 13 EOL December 2026"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|Magento", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "Magento", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 17, "ev": "Better suited to e-commerce than pure marketing sites anyway."}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|Joomla", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "Joomla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 18, "ev": "Records the highest number of disclosed core vulnerabilities over the past five years (67 CVEs)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|Optimizely CMS 11", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "Optimizely CMS 11", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 19, "ev": "already out of support since April 2026"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|Webflow", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "Webflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 20, "ev": "Cleanest for marketing sites: hosted SaaS like Webflow, Framer, or Duda"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|Framer", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "Framer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 21, "ev": "Cleanest for marketing sites: hosted SaaS like Webflow, Framer, or Duda"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|Duda", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "Duda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 22, "ev": "Cleanest for marketing sites: hosted SaaS like Webflow, Framer, or Duda"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|Squarespace", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "Squarespace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 23, "ev": "Hosted SaaS (Webflow, Framer, Duda, Squarespace, Wix, Shopify) — vendor handles security patching"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|Wix", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "Wix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 24, "ev": "Hosted SaaS (Webflow, Framer, Duda, Squarespace, Wix, Shopify)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|Shopify", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "Shopify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 25, "ev": "Hosted SaaS (Webflow, Framer, Duda, Squarespace, Wix, Shopify)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|Sanity", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "Sanity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 26, "ev": "Managed/headless CMS (Sanity, Storyblok, Contentful, Payload, Strapi) — great if you have a developer"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|Storyblok", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "Storyblok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 27, "ev": "Managed/headless CMS (Sanity, Storyblok, Contentful, Payload, Strapi)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|Contentful", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "Contentful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 28, "ev": "Managed/headless CMS (Sanity, Storyblok, Contentful, Payload, Strapi)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|Payload", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "Payload", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 29, "ev": "Managed/headless CMS (Sanity, Storyblok, Contentful, Payload, Strapi)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|deepseek-small|Strapi", "prompt": "c03-m6", "model": "deepseek-small", "cat": "marketing-cms", "variant": "negative", "raw": "Strapi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 30, "ev": "but high maintenance and you own the front-end security"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|google-small|Adobe Experience Manager", "prompt": "c03-m6", "model": "google-small", "cat": "marketing-cms", "variant": "negative", "raw": "Adobe Experience Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Be extremely cautious (Avoid unless you are a Fortune 100 enterprise)."}, {"id": "mai-20260915-0741-calibration_b|c03-m6|google-small|Contentful", "prompt": "c03-m6", "model": "google-small", "cat": "marketing-cms", "variant": "negative", "raw": "Contentful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious:** Headless CMSs ... can be a nightmare for agile marketing teams"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|google-small|Strapi", "prompt": "c03-m6", "model": "google-small", "cat": "marketing-cms", "variant": "negative", "raw": "Strapi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Pure \"Developer-Dependent\" Headless CMSs ... Examples: Contentful, Strapi, Sanity"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|google-small|Sanity", "prompt": "c03-m6", "model": "google-small", "cat": "marketing-cms", "variant": "negative", "raw": "Sanity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Examples:** Contentful, Strapi, Sanity *(when deployed in a pure headless, code-only setup)*"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|google-small|Storyblok", "prompt": "c03-m6", "model": "google-small", "cat": "marketing-cms", "variant": "negative", "raw": "Storyblok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Hybrid-Headless (e.g., Storyblok):** Best for scaling enterprises that need headless architecture for performance but still want a visual drag-and-drop editor"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|google-small|Builder.io", "prompt": "c03-m6", "model": "google-small", "cat": "marketing-cms", "variant": "negative", "raw": "Builder.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "you use a **\"Visual\" Headless CMS** (like *Storyblok* or *Builder.io*) that offers a visual editor layer"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|google-small|Adobe Experience Manager (AEM)", "prompt": "c03-m6", "model": "google-small", "cat": "marketing-cms", "variant": "negative", "raw": "Adobe Experience Manager (AEM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "massively over-engineered for standard marketing websites... six-figure licensing fees"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|google-small|Sitecore", "prompt": "c03-m6", "model": "google-small", "cat": "marketing-cms", "variant": "negative", "raw": "Sitecore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Legacy Enterprise Heavyweights ... notoriously slow to deploy and update"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|google-small|Oracle Content Management", "prompt": "c03-m6", "model": "google-small", "cat": "marketing-cms", "variant": "negative", "raw": "Oracle Content Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "monolithic platforms ... massively over-engineered for standard marketing websites"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|google-small|Joomla", "prompt": "c03-m6", "model": "google-small", "cat": "marketing-cms", "variant": "negative", "raw": "Joomla", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Joomla has a declining developer ecosystem, making it hard to find modern support"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|google-small|Drupal", "prompt": "c03-m6", "model": "google-small", "cat": "marketing-cms", "variant": "negative", "raw": "Drupal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "it has a notoriously steep learning curve for content editors"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|google-small|Wix", "prompt": "c03-m6", "model": "google-small", "cat": "marketing-cms", "variant": "negative", "raw": "Wix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "they often fall short when used for scaling B2B, SaaS, or high-growth marketing sites"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|google-small|Squarespace", "prompt": "c03-m6", "model": "google-small", "cat": "marketing-cms", "variant": "negative", "raw": "Squarespace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Standard \"DIY\" Site Builders ... You will quickly hit functional ceilings"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|google-small|Weebly", "prompt": "c03-m6", "model": "google-small", "cat": "marketing-cms", "variant": "negative", "raw": "Weebly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Basic Wix, Squarespace, Weebly ... fall short when used for scaling B2B"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|google-small|Wix Studio", "prompt": "c03-m6", "model": "google-small", "cat": "marketing-cms", "variant": "negative", "raw": "Wix Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Newer premium tools (like Webflow or Wix Studio) are exceptions here"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|google-small|WordPress", "prompt": "c03-m6", "model": "google-small", "cat": "marketing-cms", "variant": "negative", "raw": "WordPress", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "it requires a major warning. **Avoid setting up WordPress on cheap, shared hosting using \"bloated\" visual page builders"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|google-small|Webflow", "prompt": "c03-m6", "model": "google-small", "cat": "marketing-cms", "variant": "negative", "raw": "Webflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "Webflow or Framer:** Excellent for agile mid-market marketing teams who want highly custom, beautiful, fast-loading, and SEO-optimized sites"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|google-small|Framer", "prompt": "c03-m6", "model": "google-small", "cat": "marketing-cms", "variant": "negative", "raw": "Framer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 16, "ev": "Webflow or Framer:** Excellent for agile mid-market marketing teams"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|google-small|HubSpot Content Hub (CMS)", "prompt": "c03-m6", "model": "google-small", "cat": "marketing-cms", "variant": "negative", "raw": "HubSpot Content Hub (CMS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Best if your sales and marketing teams already run entirely on HubSpot"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|meta-small|AEM", "prompt": "c03-m6", "model": "meta-small", "cat": "marketing-cms", "variant": "negative", "raw": "AEM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "AEM: Avoid if you need a lightweight CMS, low-cost rollout, or a platform that can be managed without Adobe ecosystem expertise."}, {"id": "mai-20260915-0741-calibration_b|c03-m6|meta-small|Sitecore", "prompt": "c03-m6", "model": "meta-small", "cat": "marketing-cms", "variant": "negative", "raw": "Sitecore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Sitecore: Avoid if you only need content publishing, simple page management"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|meta-small|Contentful", "prompt": "c03-m6", "model": "meta-small", "cat": "marketing-cms", "variant": "negative", "raw": "Contentful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Contentful: Avoid if your marketing team needs heavy visual page building out of the box"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|meta-small|Contentstack", "prompt": "c03-m6", "model": "meta-small", "cat": "marketing-cms", "variant": "negative", "raw": "Contentstack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Contentstack: Avoid if your team is not ready to manage a composable stack"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|meta-small|Sanity", "prompt": "c03-m6", "model": "meta-small", "cat": "marketing-cms", "variant": "negative", "raw": "Sanity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Sanity: Avoid if your team wants a mostly ready-made marketing CMS with minimal custom modeling"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|meta-small|WordPress VIP", "prompt": "c03-m6", "model": "meta-small", "cat": "marketing-cms", "variant": "negative", "raw": "WordPress VIP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "WordPress VIP: Avoid if your primary need is complex omnichannel content modeling"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|meta-small|Drupal", "prompt": "c03-m6", "model": "meta-small", "cat": "marketing-cms", "variant": "negative", "raw": "Drupal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Drupal: Avoid if your organization lacks technical ownership"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|meta-small|Optimizely", "prompt": "c03-m6", "model": "meta-small", "cat": "marketing-cms", "variant": "negative", "raw": "Optimizely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Optimizely: Avoid if your team only needs content management and will not use experimentation"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|meta-small|Magnolia", "prompt": "c03-m6", "model": "meta-small", "cat": "marketing-cms", "variant": "negative", "raw": "Magnolia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Magnolia: Avoid if your team wants the broadest enterprise DXP ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|minimax-small|WordPress", "prompt": "c03-m6", "model": "minimax-small", "cat": "marketing-cms", "variant": "negative", "raw": "WordPress", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "WordPress (in certain scenarios)... While popular, WordPress has significant drawbacks"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|minimax-small|Wix", "prompt": "c03-m6", "model": "minimax-small", "cat": "marketing-cms", "variant": "negative", "raw": "Wix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Consumer-Grade Site Builders (Wix, Squarespace, Framer)... Limited scalability for growing businesses"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|minimax-small|Squarespace", "prompt": "c03-m6", "model": "minimax-small", "cat": "marketing-cms", "variant": "negative", "raw": "Squarespace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "These are suitable for small businesses but have limitations"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|minimax-small|Framer", "prompt": "c03-m6", "model": "minimax-small", "cat": "marketing-cms", "variant": "negative", "raw": "Framer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Consumer-Grade Site Builders (Wix, Squarespace, Framer)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|minimax-small|Drupal", "prompt": "c03-m6", "model": "minimax-small", "cat": "marketing-cms", "variant": "negative", "raw": "Drupal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Unpatched installations (especially with Drupal)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|minimax-small|Webflow", "prompt": "c03-m6", "model": "minimax-small", "cat": "marketing-cms", "variant": "negative", "raw": "Webflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid-Market | Webflow, WordPress (with maintenance budget) | Better integrations, flexibility"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|minimax-small|Contentful", "prompt": "c03-m6", "model": "minimax-small", "cat": "marketing-cms", "variant": "negative", "raw": "Contentful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Enterprise | Drupal, Contentful, Sanity | Robust enterprise features, scalability"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|minimax-small|Sanity", "prompt": "c03-m6", "model": "minimax-small", "cat": "marketing-cms", "variant": "negative", "raw": "Sanity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Enterprise | Drupal, Contentful, Sanity"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|minimax-small|HubSpot", "prompt": "c03-m6", "model": "minimax-small", "cat": "marketing-cms", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Integrated Marketing | HubSpot | Strong CRM and marketing automation"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|mistral-small|WordPress (Self-Hosted)", "prompt": "c03-m6", "model": "mistral-small", "cat": "marketing-cms", "variant": "negative", "raw": "WordPress (Self-Hosted)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid self-hosted WordPress, Joomla, Craft CMS, and legacy platforms"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|mistral-small|Joomla", "prompt": "c03-m6", "model": "mistral-small", "cat": "marketing-cms", "variant": "negative", "raw": "Joomla", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid self-hosted WordPress, Joomla, Craft CMS, and legacy platforms"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|mistral-small|Craft CMS", "prompt": "c03-m6", "model": "mistral-small", "cat": "marketing-cms", "variant": "negative", "raw": "Craft CMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid self-hosted WordPress, Joomla, Craft CMS, and legacy platforms"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|mistral-small|Sitecore", "prompt": "c03-m6", "model": "mistral-small", "cat": "marketing-cms", "variant": "negative", "raw": "Sitecore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Examples**: Old versions of Sitecore, Adobe Experience Manager, Drupal 7"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|mistral-small|Adobe Experience Manager", "prompt": "c03-m6", "model": "mistral-small", "cat": "marketing-cms", "variant": "negative", "raw": "Adobe Experience Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Adobe Experience Manager** - Enterprise-grade (budget permitting)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|mistral-small|Drupal", "prompt": "c03-m6", "model": "mistral-small", "cat": "marketing-cms", "variant": "negative", "raw": "Drupal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Steep learning curve** requiring dedicated technical staff... overkill for simple marketing sites"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|mistral-small|Adobe Commerce/Magento", "prompt": "c03-m6", "model": "mistral-small", "cat": "marketing-cms", "variant": "negative", "raw": "Adobe Commerce/Magento", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Why be cautious: **High-value ecommerce target** for attackers"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|mistral-small|HubSpot CMS Hub", "prompt": "c03-m6", "model": "mistral-small", "cat": "marketing-cms", "variant": "negative", "raw": "HubSpot CMS Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**HubSpot CMS Hub** - Native CRM integration, built-in security"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|mistral-small|Wix Studio", "prompt": "c03-m6", "model": "mistral-small", "cat": "marketing-cms", "variant": "negative", "raw": "Wix Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Wix Studio** - AI-powered, SEO wizards, beginner-friendly"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|mistral-small|Squarespace", "prompt": "c03-m6", "model": "mistral-small", "cat": "marketing-cms", "variant": "negative", "raw": "Squarespace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Squarespace** - Simple, reliable, good for basic marketing sites"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|mistral-small|Webflow", "prompt": "c03-m6", "model": "mistral-small", "cat": "marketing-cms", "variant": "negative", "raw": "Webflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Webflow** - Visual design with headless export capability"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|mistral-small|Contentful", "prompt": "c03-m6", "model": "mistral-small", "cat": "marketing-cms", "variant": "negative", "raw": "Contentful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Contentful** - Omnichannel APIs, strong security"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|mistral-small|Sanity", "prompt": "c03-m6", "model": "mistral-small", "cat": "marketing-cms", "variant": "negative", "raw": "Sanity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Sanity** - Real-time collaboration, good for content-heavy sites"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|moonshot-small|Drupal 7", "prompt": "c03-m6", "model": "moonshot-small", "cat": "marketing-cms", "variant": "negative", "raw": "Drupal 7", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Drupal 7** | EOL January 5, 2025 | 🔴 **Avoid** - No security patches"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|moonshot-small|Drupal 10", "prompt": "c03-m6", "model": "moonshot-small", "cat": "marketing-cms", "variant": "negative", "raw": "Drupal 10", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Drupal 10** | EOL December 9, 2026 | 🟡 **Caution** - Plan migration soon"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|moonshot-small|Umbraco 8", "prompt": "c03-m6", "model": "moonshot-small", "cat": "marketing-cms", "variant": "negative", "raw": "Umbraco 8", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Umbraco 8** | EOL February 2025 | 🔴 **Avoid**"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|moonshot-small|Umbraco 10", "prompt": "c03-m6", "model": "moonshot-small", "cat": "marketing-cms", "variant": "negative", "raw": "Umbraco 10", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Umbraco 10** | EOL June 16, 2025 | 🔴 **Avoid**"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|moonshot-small|Umbraco 13", "prompt": "c03-m6", "model": "moonshot-small", "cat": "marketing-cms", "variant": "negative", "raw": "Umbraco 13", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Umbraco 13** | EOL December 14, 2026 | 🟡 **Caution**"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|moonshot-small|Kentico Xperience 13", "prompt": "c03-m6", "model": "moonshot-small", "cat": "marketing-cms", "variant": "negative", "raw": "Kentico Xperience 13", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Verdict:** 🔴 **Avoid** - migrate before December 2026"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|moonshot-small|Sitecore XP 10.3 and earlier", "prompt": "c03-m6", "model": "moonshot-small", "cat": "marketing-cms", "variant": "negative", "raw": "Sitecore XP 10.3 and earlier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Mainstream support ended Dec 2025 | 🟡 **Caution**"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|moonshot-small|AEM 6.5", "prompt": "c03-m6", "model": "moonshot-small", "cat": "marketing-cms", "variant": "negative", "raw": "AEM 6.5", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**AEM 6.5** | Support ending August 2026 | 🟡 **Caution**"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|moonshot-small|Optimizely CMS 11", "prompt": "c03-m6", "model": "moonshot-small", "cat": "marketing-cms", "variant": "negative", "raw": "Optimizely CMS 11", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Out of support since April 2026 | 🔴 **Avoid**"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|moonshot-small|Adobe Experience Manager (AEM)", "prompt": "c03-m6", "model": "moonshot-small", "cat": "marketing-cms", "variant": "negative", "raw": "Adobe Experience Manager (AEM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Verdict:** 🟡 **Caution** unless deeply embedded in Adobe ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|moonshot-small|Sitecore", "prompt": "c03-m6", "model": "moonshot-small", "cat": "marketing-cms", "variant": "negative", "raw": "Sitecore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "**Verdict:** 🟡 **Caution** - many enterprises are migrating away"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|moonshot-small|Wix", "prompt": "c03-m6", "model": "moonshot-small", "cat": "marketing-cms", "variant": "negative", "raw": "Wix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "**Verdict:** 🟡 **Caution** for growing businesses; okay for simple brochure sites"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|moonshot-small|Squarespace", "prompt": "c03-m6", "model": "moonshot-small", "cat": "marketing-cms", "variant": "negative", "raw": "Squarespace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "**Verdict:** 🟡 **Caution** for ecommerce or content-heavy marketing sites"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|moonshot-small|WordPress", "prompt": "c03-m6", "model": "moonshot-small", "cat": "marketing-cms", "variant": "negative", "raw": "WordPress", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "**Not to avoid, but requires caution:**"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|moonshot-small|Joomla", "prompt": "c03-m6", "model": "moonshot-small", "cat": "marketing-cms", "variant": "negative", "raw": "Joomla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "**Verdict:** 🟡 **Caution** - ensure you're on supported version with active maintenance"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|moonshot-small|HubSpot Content Hub", "prompt": "c03-m6", "model": "moonshot-small", "cat": "marketing-cms", "variant": "negative", "raw": "HubSpot Content Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**Small business/marketing sites** | HubSpot Content Hub, Webflow"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|moonshot-small|Webflow", "prompt": "c03-m6", "model": "moonshot-small", "cat": "marketing-cms", "variant": "negative", "raw": "Webflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "**Design-focused** | Webflow, Framer"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|moonshot-small|Contentful", "prompt": "c03-m6", "model": "moonshot-small", "cat": "marketing-cms", "variant": "negative", "raw": "Contentful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "**Mid-market** | WordPress (with maintenance budget), Contentful"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|moonshot-small|Sanity", "prompt": "c03-m6", "model": "moonshot-small", "cat": "marketing-cms", "variant": "negative", "raw": "Sanity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "**Enterprise (composable)** | Sanity, Strapi, Contentful"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|moonshot-small|Strapi", "prompt": "c03-m6", "model": "moonshot-small", "cat": "marketing-cms", "variant": "negative", "raw": "Strapi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 20, "ev": "**Enterprise (composable)** | Sanity, Strapi, Contentful"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|moonshot-small|WordPress VIP", "prompt": "c03-m6", "model": "moonshot-small", "cat": "marketing-cms", "variant": "negative", "raw": "WordPress VIP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 21, "ev": "**Enterprise (budget-conscious)** | WordPress VIP"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|moonshot-small|Framer", "prompt": "c03-m6", "model": "moonshot-small", "cat": "marketing-cms", "variant": "negative", "raw": "Framer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 22, "ev": "**Design-focused** | Webflow, Framer"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|xai-small|WordPress.org (self-hosted)", "prompt": "c03-m6", "model": "xai-small", "cat": "marketing-cms", "variant": "negative", "raw": "WordPress.org (self-hosted)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Weakest out-of-the-box security (8/100 score); powers ~43% of web but most hacked due to outdated plugins/themes"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|xai-small|Joomla", "prompt": "c03-m6", "model": "xai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Joomla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Highest disclosed core vulnerabilities (67 CVEs 2021-2025); clunky interface slows marketers"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|xai-small|Wix", "prompt": "c03-m6", "model": "xai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Wix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "template-driven (switching = rebuild); slower loads; vendor lock-in makes migration painful"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|xai-small|Squarespace", "prompt": "c03-m6", "model": "xai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Squarespace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "template-driven (switching = rebuild); slower loads (bloat hurts mobile/SEO); vendor lock-in"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|xai-small|Shopify", "prompt": "c03-m6", "model": "xai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Shopify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Excels at stores but basic blogging/SEO; rigid for pure marketing sites"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|xai-small|Drupal", "prompt": "c03-m6", "model": "xai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Drupal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "steep learning curve (dev-heavy); workflows need config; not intuitive for marketers"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|xai-small|Adobe Experience Manager (AEM)", "prompt": "c03-m6", "model": "xai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Adobe Experience Manager (AEM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Six-figure costs; developer-dependent; legacy versions EOL"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|xai-small|Sitecore", "prompt": "c03-m6", "model": "xai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Sitecore", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Six-figure costs; developer-dependent (marketers wait for changes); rigid for non-Adobe/.NET stacks"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|xai-small|Contentful", "prompt": "c03-m6", "model": "xai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Contentful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Headless/modern (Contentful, Sanity, Webflow) for speed/security/omnichannel"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|xai-small|Sanity", "prompt": "c03-m6", "model": "xai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Sanity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Headless/modern (Contentful, Sanity, Webflow)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|xai-small|Webflow", "prompt": "c03-m6", "model": "xai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Webflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Best low-risk picks: Webflow (design/performance)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|xai-small|HubSpot CMS", "prompt": "c03-m6", "model": "xai-small", "cat": "marketing-cms", "variant": "negative", "raw": "HubSpot CMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "HubSpot (marketing-integrated)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|xai-small|WordPress.com", "prompt": "c03-m6", "model": "xai-small", "cat": "marketing-cms", "variant": "negative", "raw": "WordPress.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Best low-risk picks: ... WordPress.com (managed)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|Adobe Commerce (formerly Magento)", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Adobe Commerce (formerly Magento)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Running EOL Magento is now considered an \"active business risk\""}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|Sitecore", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Sitecore", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "End-of-life means no security patches, bug fixes, or vendor support"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|Umbraco", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Umbraco", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "No security updates or patches for EOL versions"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|Weebly", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Weebly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Acquired by Square in 2018; development frozen, mobile app killed January 2025"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|Google Sites", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Google Sites", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Shut down March 2024 (redirected then 404ed)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|Wix ADI", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Wix ADI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Deprecated November 2024 (replaced by chat-based AI builder)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|GoDaddy Website Builder", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "GoDaddy Website Builder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Other Not Recommended"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|GoDaddy Airo", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "GoDaddy Airo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Other Not Recommended"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|Kajabi", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Kajabi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Kajabi (basic website builder)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|Substack", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Substack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Substack / Medium (blogging platforms, not true CMS)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|Medium", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Medium", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Substack / Medium (blogging platforms, not true CMS)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|Notion", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Notion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Notion (converted to websites)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|Canva Sites", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Canva Sites", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Canva Sites (not SEO-optimized, more like shareable pages)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|WordPress", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "WordPress", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Weakest out-of-the-box security score (8/100)... Requires rigorous plugin hygiene"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|Joomla", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Joomla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "Highest number of disclosed core vulnerabilities (67 CVEs between 2021-2025)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|Squarespace", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Squarespace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "Logic feature being sunset in 2025; User Accounts feature being deprecated in early 2026"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|Adobe Experience Manager (AEM)", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Adobe Experience Manager (AEM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 17, "ev": "Can become a liability due to complexity and cost"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|Drupal", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Drupal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "Enterprise / high-compliance | Drupal or managed headless"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|Contentful", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Contentful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "managed headless (Contentful, Contentstack)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|Contentstack", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Contentstack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 20, "ev": "managed headless (Contentful, Contentstack)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|Strapi", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Strapi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 21, "ev": "Headless (Strapi, Payload, Sanity, Storyblok)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|Payload", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Payload", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 22, "ev": "Headless (Strapi, Payload, Sanity, Storyblok)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|Sanity", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Sanity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 23, "ev": "Headless (Strapi, Payload, Sanity, Storyblok)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|Storyblok", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Storyblok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 24, "ev": "Headless (Strapi, Payload, Sanity, Storyblok)"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|Shopify", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Shopify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 25, "ev": "E-commerce | Shopify"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|Webflow", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Webflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 26, "ev": "Visual control without developers | Webflow"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|Framer", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Framer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 27, "ev": "Fast marketing sites | Framer"}, {"id": "mai-20260915-0741-calibration_b|c03-m6|zai-small|Wix Studio", "prompt": "c03-m6", "model": "zai-small", "cat": "marketing-cms", "variant": "negative", "raw": "Wix Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 28, "ev": "Multi-language / marketplace sites | Wix Studio"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|alibaba-small|Ahrefs", "prompt": "c04-m1", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Ahrefs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Core Platform:** **Ahrefs** (Standard Plan: ~$199–$249/mo) or **Semrush** (Professional Plan: ~$299/mo)."}, {"id": "mai-20260915-0741-calibration_b|c04-m1|alibaba-small|Semrush", "prompt": "c04-m1", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Semrush", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Core Platform:** **Ahrefs** (Standard Plan: ~$199–$249/mo) or **Semrush** (Professional Plan: ~$299/mo)."}, {"id": "mai-20260915-0741-calibration_b|c04-m1|alibaba-small|Surfer SEO", "prompt": "c04-m1", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Surfer SEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pair With:** **Surfer SEO** (~$99/mo) or **Clearscope** (~$170/mo)."}, {"id": "mai-20260915-0741-calibration_b|c04-m1|alibaba-small|Clearscope", "prompt": "c04-m1", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Clearscope** (for more rigorous, academic-style content depth)"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|alibaba-small|MarketMuse", "prompt": "c04-m1", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "MarketMuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for AI & Generative Content Strategy: MarketMuse"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|alibaba-small|Screaming Frog", "prompt": "c04-m1", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Screaming Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Ahrefs Lite/Standard** + **Surfer SEO** + **Screaming Frog** (Free tier for limited crawls"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|alibaba-small|Sitebulb", "prompt": "c04-m1", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Sitebulb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Technical SEO** | Screaming Frog, Sitebulb"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|alibaba-small|Looker Studio", "prompt": "c04-m1", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Looker Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Reporting** | Looker Studio (free), DashThis, SEMrush Reporting"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|alibaba-small|DashThis", "prompt": "c04-m1", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "DashThis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Reporting** | Looker Studio (free), DashThis, SEMrush Reporting"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|anthropic-small|Stratabeat", "prompt": "c04-m1", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Stratabeat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Stratabeat is the strongest fit, specializing exclusively in B2B SaaS and tech"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|anthropic-small|Intero Digital", "prompt": "c04-m1", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Intero Digital", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Intero Digital is best for mid-market and enterprise B2B companies that want structured SEO programs"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|anthropic-small|NinjaPromo", "prompt": "c04-m1", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "NinjaPromo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "NinjaPromo, which offers data-driven SEO strategies"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|anthropic-small|Sight AI", "prompt": "c04-m1", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Sight AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Sight AI is the strongest choice in 2026, as it's the only platform combining content generation with AI visibility monitoring in a single product"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|anthropic-small|Straight North", "prompt": "c04-m1", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Straight North", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Straight North, which brings a disciplined, data-driven approach to B2B SEO"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|anthropic-small|Writesonic", "prompt": "c04-m1", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Writesonic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Writesonic suits SMB through mid-market B2B teams that need to scale content output quickly"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|challenger-small|Semrush", "prompt": "c04-m1", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Semrush", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best *single* SEO and content optimization platform from the results is **Semrush**"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|challenger-small|Surfer SEO", "prompt": "c04-m1", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Surfer SEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Semrush + Surfer SEO** for broad SEO research plus real-time content optimization."}, {"id": "mai-20260915-0741-calibration_b|c04-m1|challenger-small|Ahrefs", "prompt": "c04-m1", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Ahrefs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ahrefs + Surfer SEO** if competitor and backlink analysis are especially important."}, {"id": "mai-20260915-0741-calibration_b|c04-m1|challenger-small|Clearscope", "prompt": "c04-m1", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Clearscope** or **Surfer SEO** are repeatedly identified as the best content optimization tools for B2B teams"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|challenger-small|Screaming Frog", "prompt": "c04-m1", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Screaming Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best stack for most mid-market B2B teams:** **Semrush + Surfer SEO + Screaming Frog**"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|challenger-small|HubSpot Marketing Hub", "prompt": "c04-m1", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you care about pipeline attribution in HubSpot:** **HubSpot Marketing Hub**"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|challenger-small|Slate", "prompt": "c04-m1", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Slate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Slate** is positioned as the strongest pick for content-led B2B SaaS teams needing AI search visibility tracking"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|challenger-small|HubSpot AEO", "prompt": "c04-m1", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "HubSpot AEO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "appear in the mid-market/enterprise AEO-GEO discussion as alternatives depending on budget and scale"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|challenger-small|Scrunch AI", "prompt": "c04-m1", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Scrunch AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "appear in the mid-market/enterprise AEO-GEO discussion as alternatives depending on budget and scale"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|challenger-small|Profound", "prompt": "c04-m1", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Profound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "appear in the mid-market/enterprise AEO-GEO discussion as alternatives depending on budget and scale"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|challenger-small|Keygrip", "prompt": "c04-m1", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Keygrip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "newer tools like **Slate** or **Keygrip** are positioned as stronger specialized options"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|deepseek-small|Semrush", "prompt": "c04-m1", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Semrush", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Semrush is the strongest single-platform recommendation"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|deepseek-small|Ahrefs", "prompt": "c04-m1", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Ahrefs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pick **Ahrefs** if link-building and competitor analysis are your primary focus."}, {"id": "mai-20260915-0741-calibration_b|c04-m1|deepseek-small|Surfer SEO", "prompt": "c04-m1", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Surfer SEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "add **Surfer SEO** as your content optimizer"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|deepseek-small|Clearscope", "prompt": "c04-m1", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Editorial-heavy team with multiple writers and quality focus:** add **Clearscope**"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|deepseek-small|MarketMuse", "prompt": "c04-m1", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "MarketMuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider **MarketMuse** if you're planning a large-scale topical-authority program"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|deepseek-small|Frase", "prompt": "c04-m1", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Frase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A lean starter alternative:** If budget is tight, **Frase** (~$39\\u201349/month) gives you solid AI content briefs"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|google-small|Semrush", "prompt": "c04-m1", "model": "google-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Semrush", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single tool that does everything: Go with **Semrush**."}, {"id": "mai-20260915-0741-calibration_b|c04-m1|google-small|Ahrefs", "prompt": "c04-m1", "model": "google-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Ahrefs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ideally paired with Semrush or Ahrefs for your technical tracking"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|google-small|Clearscope", "prompt": "c04-m1", "model": "google-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Clearscope", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Best Pure Content Optimization Tool: **Clearscope** ... is the gold standard"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|google-small|Surfer", "prompt": "c04-m1", "model": "google-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Surfer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Surfer** is the market leader for AI-assisted workflows"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|google-small|Surfer SEO", "prompt": "c04-m1", "model": "google-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Surfer SEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Surfer SEO (The Best for Scaled Output & AI Workflows)"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|google-small|MarketMuse", "prompt": "c04-m1", "model": "google-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "MarketMuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have an existing site and need a roadmap on what to write next: Go with **MarketMuse**."}, {"id": "mai-20260915-0741-calibration_b|c04-m1|google-small|AthenaHQ", "prompt": "c04-m1", "model": "google-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "AthenaHQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "look at specialized Generative Engine Optimization (GEO) platforms like **AthenaHQ** or **Omnibound**"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|google-small|Omnibound", "prompt": "c04-m1", "model": "google-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Omnibound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "platforms like **AthenaHQ** or **Omnibound**"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|meta-small|Keygrip", "prompt": "c04-m1", "model": "meta-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Keygrip", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Keygrip for AEO + SEO visibility and content execution"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|meta-small|Clearscope", "prompt": "c04-m1", "model": "meta-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Clearscope or Surfer SEO for flagship pages"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|meta-small|Surfer SEO", "prompt": "c04-m1", "model": "meta-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Surfer SEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "2. Clearscope or Surfer SEO for flagship pages"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|meta-small|Screaming Frog", "prompt": "c04-m1", "model": "meta-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Screaming Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "3. Screaming Frog for technical audits"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|meta-small|Ahrefs Standard", "prompt": "c04-m1", "model": "meta-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Ahrefs Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "4. Ahrefs Standard for competitive intelligence"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|meta-small|Semrush", "prompt": "c04-m1", "model": "meta-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Semrush", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "5. Semrush for SEO research"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|meta-small|MarketMuse", "prompt": "c04-m1", "model": "meta-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "MarketMuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "6. MarketMuse for AI-powered content strategy and topic cluster planning"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|meta-small|Lumar (formerly Deepcrawl)", "prompt": "c04-m1", "model": "meta-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Lumar (formerly Deepcrawl)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "7. Lumar (formerly Deepcrawl) for enterprise technical crawling"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|minimax-small|Semrush", "prompt": "c04-m1", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Semrush", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Semrush or Ahrefs** as your core platform"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|minimax-small|Ahrefs", "prompt": "c04-m1", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Ahrefs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Semrush or Ahrefs** as your core platform"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|minimax-small|MarketMuse", "prompt": "c04-m1", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "MarketMuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specifically mentioned as ideal for mid-market and enterprise B2B"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|minimax-small|Surfer SEO", "prompt": "c04-m1", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Surfer SEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "adding a content optimization tool like **Surfer SEO** or **Clearscope**"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|minimax-small|Frase", "prompt": "c04-m1", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Frase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Excellent for content optimization specifically"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|minimax-small|HubSpot Marketing Hub", "prompt": "c04-m1", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "All-in-one solution that unifies SEO, CRM, and performance data"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|minimax-small|Clearscope", "prompt": "c04-m1", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "adding a content optimization tool like **Surfer SEO** or **Clearscope**"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|minimax-small|Screaming Frog", "prompt": "c04-m1", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Screaming Frog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Technical auditing**: Screaming Frog (~$259/year)"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|minimax-small|Google Analytics & Search Console", "prompt": "c04-m1", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Google Analytics & Search Console", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Analytics**: Google Analytics & Search Console (free)"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|mistral-small|HubSpot Content Hub + Marketing Hub", "prompt": "c04-m1", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "HubSpot Content Hub + Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The **HubSpot Content Hub** emerges as the strongest overall choice for mid-market B2B companies due to its unified platform approach"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|mistral-small|Surfer SEO", "prompt": "c04-m1", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Surfer SEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Best Content Optimization Specialist: Surfer SEO**"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|mistral-small|Semrush", "prompt": "c04-m1", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Semrush", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Best Full SEO Suite: Semrush**"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|mistral-small|Clearscope", "prompt": "c04-m1", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Premium Content Quality: Clearscope**"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|mistral-small|Google Search Console", "prompt": "c04-m1", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Google Search Console", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Google Search Console** (Free) - Performance tracking"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|mistral-small|Screaming Frog", "prompt": "c04-m1", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Screaming Frog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Screaming Frog** ($279/year) - Technical audits"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|moonshot-small|Semrush", "prompt": "c04-m1", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Semrush", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Semrush Guru ($249.95/month)** hits the sweet spot"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|moonshot-small|Ahrefs", "prompt": "c04-m1", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Ahrefs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Backlink & Competitor Research"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|moonshot-small|SE Ranking", "prompt": "c04-m1", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "SE Ranking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Value for Budget-Conscious Teams"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|moonshot-small|Conductor", "prompt": "c04-m1", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Conductor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "*Note: May be overkill for true mid-market budgets*"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|moonshot-small|Surfer SEO", "prompt": "c04-m1", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Surfer SEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Content Optimization:** Surfer SEO ($99/month) or Clearscope ($189/month)"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|moonshot-small|Clearscope", "prompt": "c04-m1", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Deep content optimization | **Clearscope** or **Surfer SEO**"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|moonshot-small|MarketMuse", "prompt": "c04-m1", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "MarketMuse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enterprise content strategy planning | Custom pricing"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|moonshot-small|Screaming Frog", "prompt": "c04-m1", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Screaming Frog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Technical Audits:** Screaming Frog (£259/year) + Google Search Console (Free)"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|openai-small|Conductor", "prompt": "c04-m1", "model": "openai-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Conductor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Conductor is the best fit for most mid-market B2B companies that want a platform, not just a writer's assistant."}, {"id": "mai-20260915-0741-calibration_b|c04-m1|openai-small|Surfer", "prompt": "c04-m1", "model": "openai-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Surfer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Surfer if your main need is content optimization at scale"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|openai-small|Clearscope", "prompt": "c04-m1", "model": "openai-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Clearscope if your priority is editor-friendly content briefs and optimization"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|openai-small|BrightEdge", "prompt": "c04-m1", "model": "openai-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "BrightEdge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you need a very robust, enterprise-style SEO platform with deep analytics and scale"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|openai-small|MarketMuse", "prompt": "c04-m1", "model": "openai-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "MarketMuse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "feature-by-feature comparison of Conductor vs Surfer vs Clearscope vs MarketMuse"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|xai-small|Semrush", "prompt": "c04-m1", "model": "xai-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Semrush", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Semrush stands out as the best overall SEO and content optimization platform for a mid-market B2B company."}, {"id": "mai-20260915-0741-calibration_b|c04-m1|xai-small|Surfer SEO", "prompt": "c04-m1", "model": "xai-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Surfer SEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Real-time content optimization & AI writing ... Cheaper entry, but lacks full keyword/backlink tools."}, {"id": "mai-20260915-0741-calibration_b|c04-m1|xai-small|Clearscope", "prompt": "c04-m1", "model": "xai-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "great for B2B thought leadership, but pricier and content-only"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|xai-small|Ahrefs", "prompt": "c04-m1", "model": "xai-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Ahrefs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unmatched link data (35T+); pair with Surfer for content. Slightly less content-focused than Semrush."}, {"id": "mai-20260915-0741-calibration_b|c04-m1|zai-small|Semrush", "prompt": "c04-m1", "model": "zai-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Semrush", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend starting with **Semrush** or **Ahrefs** as your core platform"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|zai-small|Ahrefs", "prompt": "c04-m1", "model": "zai-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Ahrefs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend starting with **Semrush** or **Ahrefs** as your core platform"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|zai-small|SE Ranking", "prompt": "c04-m1", "model": "zai-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "SE Ranking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SE Ranking** offers excellent value with AI search visibility included"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|zai-small|Surfer SEO", "prompt": "c04-m1", "model": "zai-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Surfer SEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "then adding **Surfer SEO** for content optimization if you're publishing at scale"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|zai-small|Clearscope", "prompt": "c04-m1", "model": "zai-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(Best for Flagship Content)"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|zai-small|Frase", "prompt": "c04-m1", "model": "zai-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Frase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**6. Frase** (Best Budget Option)"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|zai-small|Screaming Frog", "prompt": "c04-m1", "model": "zai-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Screaming Frog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Screaming Frog (free up to 500 URLs)"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|zai-small|Google Search Console", "prompt": "c04-m1", "model": "zai-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Google Search Console", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Google Search Console (free)"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|zai-small|Profound", "prompt": "c04-m1", "model": "zai-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Profound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Additional AI visibility tools (Profound, Otterly.ai)"}, {"id": "mai-20260915-0741-calibration_b|c04-m1|zai-small|Otterly.ai", "prompt": "c04-m1", "model": "zai-small", "cat": "seo-content-optimization", "variant": "direct", "raw": "Otterly.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Additional AI visibility tools (Profound, Otterly.ai)"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|alibaba-small|Surfer SEO", "prompt": "c04-m2", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Surfer SEO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my primary recommendation is **Surfer SEO**"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|alibaba-small|Clearscope", "prompt": "c04-m2", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Premium Alternative: Clearscope"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|alibaba-small|SEMrush", "prompt": "c04-m2", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "SEMrush", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "These are non-negotiable foundations for finding the right B2B long-tail keywords."}, {"id": "mai-20260915-0741-calibration_b|c04-m2|alibaba-small|Ahrefs", "prompt": "c04-m2", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Ahrefs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SEMrush or Ahrefs: You cannot optimize effectively without robust keyword research"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|alibaba-small|HubSpot", "prompt": "c04-m2", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "While less advanced than Surfer, they offer \"SEO-to-Pipeline\" attribution"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|alibaba-small|WordPress + RankMath", "prompt": "c04-m2", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "WordPress + RankMath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**You do basic optimization on a budget** | **WordPress + RankMath (Free/Lite)**"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|anthropic-small|SEMrush", "prompt": "c04-m2", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "SEMrush", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: SEMrush ... I'd recommend starting with **SEMrush at the Guru tier**"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|anthropic-small|Semrush", "prompt": "c04-m2", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Semrush", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Semrush is the strongest all-in-one starting point because it covers keyword research, technical audits, competitor analysis, and rank tracking in one platform"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|anthropic-small|Moz Pro", "prompt": "c04-m2", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Moz Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good Alternative: Moz Pro"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|anthropic-small|SurferSEO", "prompt": "c04-m2", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "SurferSEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SurferSEO and Clearscope lead for keyword-driven optimization"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|anthropic-small|Clearscope", "prompt": "c04-m2", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SurferSEO and Clearscope lead for keyword-driven optimization"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|anthropic-small|SE Ranking", "prompt": "c04-m2", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "SE Ranking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-Friendly Option: SE Ranking"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|anthropic-small|Ahrefs", "prompt": "c04-m2", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Ahrefs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "B2B teams that find Ahrefs and SEMrush over-featured for their needs"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|anthropic-small|MarketMuse", "prompt": "c04-m2", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "MarketMuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "while MarketMuse leads for topical authority methodology"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|anthropic-small|Frase", "prompt": "c04-m2", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Frase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "drafting/optimization tool (SurferSEO or Frase)"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|anthropic-small|Writer", "prompt": "c04-m2", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Writer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "brand-voice tool (Writer or Jasper)"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|anthropic-small|Jasper", "prompt": "c04-m2", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Jasper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "brand-voice tool (Writer or Jasper)"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|challenger-small|Surfer SEO", "prompt": "c04-m2", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Surfer SEO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Surfer SEO** as the best *single* SEO content optimization tool to start with."}, {"id": "mai-20260915-0741-calibration_b|c04-m2|challenger-small|Semrush", "prompt": "c04-m2", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Semrush", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Semrush** if you want a broader all-in-one SEO platform rather than a content-only optimizer."}, {"id": "mai-20260915-0741-calibration_b|c04-m2|challenger-small|Clearscope", "prompt": "c04-m2", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Clearscope** if your main need is the cleanest editorial optimization workflow for in-house writers."}, {"id": "mai-20260915-0741-calibration_b|c04-m2|challenger-small|MarketMuse", "prompt": "c04-m2", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "MarketMuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**MarketMuse** if you're focused on **enterprise topical authority** and content strategy at scale."}, {"id": "mai-20260915-0741-calibration_b|c04-m2|challenger-small|Frase", "prompt": "c04-m2", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Frase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Frase** if budget and fast briefs matter most."}, {"id": "mai-20260915-0741-calibration_b|c04-m2|deepseek-small|Surfer SEO", "prompt": "c04-m2", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Surfer SEO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Surfer SEO** as the primary choice"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|deepseek-small|MarketMuse", "prompt": "c04-m2", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "MarketMuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if your biggest challenge is **topical authority and content strategy**"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|deepseek-small|Frase", "prompt": "c04-m2", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Frase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best value if you're a Lean/growing B2B team"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|deepseek-small|Clearscope", "prompt": "c04-m2", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Clearscope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it starts at ~$129\\u2013$189/mo and remains pricey"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|deepseek-small|Semrush", "prompt": "c04-m2", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Semrush", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you also need a full SEO suite ... consider **Semrush** ($139+/mo), though its content optimization is gated to a higher tier"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|google-small|Surfer SEO", "prompt": "c04-m2", "model": "google-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Surfer SEO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder for Scale & ROI: **Surfer SEO** ... is the most practical choice."}, {"id": "mai-20260915-0741-calibration_b|c04-m2|google-small|Clearscope", "prompt": "c04-m2", "model": "google-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Editorial Gold Standard for High-Quality B2B Content: **Clearscope** ... is the premier choice."}, {"id": "mai-20260915-0741-calibration_b|c04-m2|google-small|Semrush Writing Assistant", "prompt": "c04-m2", "model": "google-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Semrush Writing Assistant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company is already subscribed to Semrush, you should leverage the **Semrush Writing Assistant (SWA)**."}, {"id": "mai-20260915-0741-calibration_b|c04-m2|google-small|Frase", "prompt": "c04-m2", "model": "google-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Frase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Budget-Friendly/Brief-Heavy Alternative: **Frase** ... is a powerful, budget-friendly alternative."}, {"id": "mai-20260915-0741-calibration_b|c04-m2|meta-small|Ahrefs", "prompt": "c04-m2", "model": "meta-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Ahrefs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Ahrefs or SEMrush for SEO analysis and optimization"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|meta-small|SEMrush", "prompt": "c04-m2", "model": "meta-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "SEMrush", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ahrefs or SEMrush for SEO analysis and optimization"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|meta-small|Surfer SEO", "prompt": "c04-m2", "model": "meta-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Surfer SEO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Surfer SEO or Clearscope for content optimization"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|meta-small|Clearscope", "prompt": "c04-m2", "model": "meta-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Clearscope", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Surfer SEO or Clearscope for content optimization"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|meta-small|Screaming Frog", "prompt": "c04-m2", "model": "meta-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Screaming Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Screaming Frog for technical SEO"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|meta-small|Honeyb", "prompt": "c04-m2", "model": "meta-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Honeyb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Honeyb for AI visibility and pipeline attribution"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|minimax-small|Surfer SEO", "prompt": "c04-m2", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Surfer SEO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Surfer SEO** - Purpose-built for content optimization"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|minimax-small|Clearscope", "prompt": "c04-m2", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Popular in B2B and enterprise spaces"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|minimax-small|Ahrefs", "prompt": "c04-m2", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Ahrefs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Comprehensive SEO suite with content tools"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|minimax-small|SEMrush", "prompt": "c04-m2", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "SEMrush", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All-in-one platform with content optimization"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|mistral-small|Surfer SEO", "prompt": "c04-m2", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Surfer SEO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall Choice: Surfer SEO**"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|mistral-small|Frase", "prompt": "c04-m2", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Frase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Content Operations: Frase**"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|mistral-small|Clearscope", "prompt": "c04-m2", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Editorial Teams: Clearscope**"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|mistral-small|SE Ranking", "prompt": "c04-m2", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "SE Ranking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Budget-Friendly Alternative: SE Ranking**"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|moonshot-small|Surfer SEO", "prompt": "c04-m2", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Surfer SEO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Recommendation: Surfer SEO** (Scale plan at ~$129-179/month)"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|moonshot-small|Clearscope", "prompt": "c04-m2", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative: Clearscope** (~$189/month Essentials)"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|moonshot-small|MarketMuse", "prompt": "c04-m2", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "MarketMuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**When to Consider MarketMuse** (~$149-399/month) Only if..."}, {"id": "mai-20260915-0741-calibration_b|c04-m2|moonshot-small|Google Search Console", "prompt": "c04-m2", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Google Search Console", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "paired with **Google Search Console** (free)"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|moonshot-small|Screaming Frog", "prompt": "c04-m2", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Screaming Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Screaming Frog** (~$259/year) for technical auditing"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|openai-small|Clearscope", "prompt": "c04-m2", "model": "openai-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Clearscope", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Clearscope** if your main goal is to improve editorial quality and content operations without a lot of complexity."}, {"id": "mai-20260915-0741-calibration_b|c04-m2|openai-small|Surfer", "prompt": "c04-m2", "model": "openai-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Surfer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Surfer** is also a strong choice"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|openai-small|MarketMuse", "prompt": "c04-m2", "model": "openai-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "MarketMuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose MarketMuse** if your biggest need is content strategy, topic planning, and competitive content analysis"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|xai-small|Surfer SEO", "prompt": "c04-m2", "model": "xai-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Surfer SEO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**I'd recommend Surfer SEO** for a mid-sized B2B company focused on content optimization."}, {"id": "mai-20260915-0741-calibration_b|c04-m2|xai-small|Yoast", "prompt": "c04-m2", "model": "xai-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Yoast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not too basic (like Yoast) or enterprise-only (like MarketMuse)"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|xai-small|MarketMuse", "prompt": "c04-m2", "model": "xai-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "MarketMuse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "not too basic (like Yoast) or enterprise-only (like MarketMuse)"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|xai-small|Clearscope", "prompt": "c04-m2", "model": "xai-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pricier, fewer AI/strategy tools; better for editorial teams"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|xai-small|Frase", "prompt": "c04-m2", "model": "xai-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Frase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great starter, but lighter on deep NLP/scoring for competitive B2B"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|xai-small|SE Ranking / Semrush Writing Assistant", "prompt": "c04-m2", "model": "xai-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "SE Ranking / Semrush Writing Assistant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Broader SEO suites; use if you need keywords/backlinks too (add-on to Surfer)"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|xai-small|HubSpot Content Hub", "prompt": "c04-m2", "model": "xai-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "HubSpot Content Hub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Overkill/expensive unless already in HubSpot ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|xai-small|PageOptimizer Pro", "prompt": "c04-m2", "model": "xai-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "PageOptimizer Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "consider PageOptimizer Pro (~$37/mo) as a lean alternative"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|zai-small|Surfer SEO", "prompt": "c04-m2", "model": "zai-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Surfer SEO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Surfer SEO** as the best content optimization tool for a mid-sized B2B company"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|zai-small|Frase", "prompt": "c04-m2", "model": "zai-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Frase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Frase** - Best if you want AI-assisted drafting and need to move quickly from research to published content"}, {"id": "mai-20260915-0741-calibration_b|c04-m2|zai-small|Clearscope", "prompt": "c04-m2", "model": "zai-small", "cat": "seo-content-optimization", "variant": "paraphrase", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Clearscope** - Best if you have a large editorial team and want premium grading features with unlimited users"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|alibaba-small|Semrush", "prompt": "c04-m3", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Semrush", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Need everything in one place?** → Semrush"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|alibaba-small|Ahrefs", "prompt": "c04-m3", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Ahrefs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Backlinks & competitors are your priority?** → Ahrefs"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|alibaba-small|SE Ranking", "prompt": "c04-m3", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "SE Ranking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**On a tight budget?** → SE Ranking (+ free Google tools)"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|alibaba-small|Moz Pro", "prompt": "c04-m3", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Moz Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid-market agencies & local SEO | Domain Authority (DA) metric legacy"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|alibaba-small|Surfer SEO", "prompt": "c04-m3", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Surfer SEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Only care about making content rank?** → Surfer SEO"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|alibaba-small|Clearscope", "prompt": "c04-m3", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Enterprise content teams | Topic clustering powered by Google's knowledge graph"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|alibaba-small|Frase.io", "prompt": "c04-m3", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Frase.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Budget Stack**: SE Ranking **+** Frase.io"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|alibaba-small|HubSpot", "prompt": "c04-m3", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Want full marketing/CRM integration?** → HubSpot"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|anthropic-small|Semrush One", "prompt": "c04-m3", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Semrush One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best overall AI SEO tool in 2026 is Semrush One, which covers keyword research, site audits, competitor analysis, and AI visibility tracking"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|anthropic-small|Semrush", "prompt": "c04-m3", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Semrush", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "all-in-one platforms like Semrush or Frase for comprehensive workflows"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|anthropic-small|Surfer SEO", "prompt": "c04-m3", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Surfer SEO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For content optimization specifically, Surfer SEO is the strongest option."}, {"id": "mai-20260915-0741-calibration_b|c04-m3|anthropic-small|Ahrefs", "prompt": "c04-m3", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Ahrefs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Ahrefs for deeper keyword research and competitor discovery"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|anthropic-small|Clearscope", "prompt": "c04-m3", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Clearscope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Clearscope for content optimization"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|anthropic-small|Moz", "prompt": "c04-m3", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Moz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Moz for simpler adoption and lighter day-to-day use."}, {"id": "mai-20260915-0741-calibration_b|c04-m3|anthropic-small|Scalenut", "prompt": "c04-m3", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Scalenut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Scalenut, which targets teams managing the entire content lifecycle and features Cruise Mode"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|anthropic-small|Frase", "prompt": "c04-m3", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Frase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For teams on a tight budget, Frase gives you content briefs and optimization at a fraction of the cost."}, {"id": "mai-20260915-0741-calibration_b|c04-m3|anthropic-small|Sight AI", "prompt": "c04-m3", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Sight AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Sight AI combines content generation with AI visibility tracking across ChatGPT, Claude, Perplexity"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|anthropic-small|MarketMuse", "prompt": "c04-m3", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "MarketMuse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "MarketMuse offers deeper topic modeling"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|anthropic-small|Wellows", "prompt": "c04-m3", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Wellows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Wellows enables Generative Engine Optimization by tracking AI Visibility Score, citations, and sentiment"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|challenger-small|Semrush", "prompt": "c04-m3", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Semrush", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Semrush** if you want one platform that covers most SEO tasks end to end."}, {"id": "mai-20260915-0741-calibration_b|c04-m3|challenger-small|Ahrefs", "prompt": "c04-m3", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Ahrefs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Ahrefs** if your main need is **competitor and backlink research**."}, {"id": "mai-20260915-0741-calibration_b|c04-m3|challenger-small|Surfer", "prompt": "c04-m3", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Surfer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Surfer** or **Clearscope** if your focus is **improving content to rank better**."}, {"id": "mai-20260915-0741-calibration_b|c04-m3|challenger-small|Clearscope", "prompt": "c04-m3", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "High-quality **content scoring** and optimization guidance"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|challenger-small|BrightEdge", "prompt": "c04-m3", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "BrightEdge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise-scale **SEO governance, reporting, and automation**"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|challenger-small|Conductor", "prompt": "c04-m3", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Conductor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Enterprise-scale **SEO governance, reporting, and automation**"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|challenger-small|seoClarity", "prompt": "c04-m3", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "seoClarity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Typically custom-priced and more complex to implement"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|challenger-small|SE Ranking", "prompt": "c04-m3", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "SE Ranking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **SE Ranking** if you want a more affordable platform with core SEO features."}, {"id": "mai-20260915-0741-calibration_b|c04-m3|challenger-small|Screaming Frog", "prompt": "c04-m3", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Screaming Frog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Desktop crawler, so it is not a content strategy platform"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|challenger-small|Google Search Console", "prompt": "c04-m3", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Google Search Console", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Choose **Google Search Console** as the essential free source of first-party search performance data."}, {"id": "mai-20260915-0741-calibration_b|c04-m3|deepseek-small|Ahrefs", "prompt": "c04-m3", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Ahrefs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ahrefs if you focus on backlinks/competitors; Semrush if you also need PPC/social"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|deepseek-small|Semrush", "prompt": "c04-m3", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Semrush", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Semrush covers more ground (paid ads, PR, social) at the cost of a busier product"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|deepseek-small|Moz Pro", "prompt": "c04-m3", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Moz Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Moz or SE Ranking if budget and simplicity matter"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|deepseek-small|SE Ranking", "prompt": "c04-m3", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "SE Ranking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Moz or SE Ranking if budget and simplicity matter"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|deepseek-small|Clearscope", "prompt": "c04-m3", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Clearscope for premium writer-friendly grading"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|deepseek-small|Surfer", "prompt": "c04-m3", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Surfer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Surfer for volume on-page scoring"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|deepseek-small|Frase", "prompt": "c04-m3", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Frase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Frase for fast/cheap briefs"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|deepseek-small|MarketMuse", "prompt": "c04-m3", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "MarketMuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "MarketMuse for long-term topical authority strategy"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|deepseek-small|Screaming Frog", "prompt": "c04-m3", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Screaming Frog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Screaming Frog is a niche technical auditor, not really a full suite"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|deepseek-small|Google Search Console", "prompt": "c04-m3", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Google Search Console", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Start free: Google Search Console + Analytics first — always."}, {"id": "mai-20260915-0741-calibration_b|c04-m3|deepseek-small|Google Analytics", "prompt": "c04-m3", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Google Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Google Search Console and Google Analytics remain essential regardless"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|deepseek-small|NeuronWriter", "prompt": "c04-m3", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "NeuronWriter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "NeuronWriter | Budget-friendly solo/freelance | ~$19–23/mo"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|google-small|Surfer SEO", "prompt": "c04-m3", "model": "google-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Surfer SEO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Surfer SEO if you want to scale content creation quickly, manage freelance writers via clear scoring guidelines, and use automated AI-writing tools."}, {"id": "mai-20260915-0741-calibration_b|c04-m3|google-small|Clearscope", "prompt": "c04-m3", "model": "google-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Clearscope if you have professional writers who hate clunky software and you want highly accurate, enterprise-grade recommendations."}, {"id": "mai-20260915-0741-calibration_b|c04-m3|google-small|Frase", "prompt": "c04-m3", "model": "google-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Frase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Rapid research, building content briefs, and budget-conscious content teams."}, {"id": "mai-20260915-0741-calibration_b|c04-m3|google-small|MarketMuse", "prompt": "c04-m3", "model": "google-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "MarketMuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose MarketMuse if you have a massive library of existing content and need a strategic tool to audit your site"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|google-small|NeuronWriter", "prompt": "c04-m3", "model": "google-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "NeuronWriter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If budget is tight, **NeuronWriter** is the best value."}, {"id": "mai-20260915-0741-calibration_b|c04-m3|google-small|Semrush", "prompt": "c04-m3", "model": "google-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Semrush", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Semrush if you don't want to manage multiple SaaS subscriptions"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|google-small|Sight AI", "prompt": "c04-m3", "model": "google-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Sight AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Sight AI (and similar GEO platforms) Best for: Brands prioritizing AI search visibility and LLM citations"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|google-small|Scalenut", "prompt": "c04-m3", "model": "google-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Scalenut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Scalenut** is an all-in-one alternative that bridges the gap between traditional SEO planning and rapid AI-assisted drafting."}, {"id": "mai-20260915-0741-calibration_b|c04-m3|google-small|Athena HQ", "prompt": "c04-m3", "model": "google-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Athena HQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Invest in a GEO tool like **Athena HQ** or **Profound** alongside your traditional SEO tools"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|google-small|Profound", "prompt": "c04-m3", "model": "google-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Profound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Invest in a GEO tool like **Athena HQ** or **Profound**"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|meta-small|Semrush", "prompt": "c04-m3", "model": "meta-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Semrush", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top SEO and content optimization platforms include Semrush, Ahrefs, HubSpot, Moz Pro, Surfer SEO, SE Ranking, Jasper, and Clearscope."}, {"id": "mai-20260915-0741-calibration_b|c04-m3|meta-small|Ahrefs", "prompt": "c04-m3", "model": "meta-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Ahrefs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include Semrush, Ahrefs, HubSpot, Moz Pro, Surfer SEO, SE Ranking, Jasper, and Clearscope"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|meta-small|HubSpot", "prompt": "c04-m3", "model": "meta-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include Semrush, Ahrefs, HubSpot, Moz Pro, Surfer SEO, SE Ranking, Jasper, and Clearscope"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|meta-small|Moz Pro", "prompt": "c04-m3", "model": "meta-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Moz Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Semrush, Ahrefs, HubSpot, Moz Pro, Surfer SEO, SE Ranking, Jasper, and Clearscope"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|meta-small|Surfer SEO", "prompt": "c04-m3", "model": "meta-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Surfer SEO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include Semrush, Ahrefs, HubSpot, Moz Pro, Surfer SEO, SE Ranking, Jasper, and Clearscope"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|meta-small|SE Ranking", "prompt": "c04-m3", "model": "meta-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "SE Ranking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "include Semrush, Ahrefs, HubSpot, Moz Pro, Surfer SEO, SE Ranking, Jasper, and Clearscope"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|meta-small|Jasper", "prompt": "c04-m3", "model": "meta-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Jasper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "include Semrush, Ahrefs, HubSpot, Moz Pro, Surfer SEO, SE Ranking, Jasper, and Clearscope"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|meta-small|Clearscope", "prompt": "c04-m3", "model": "meta-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Clearscope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "include Semrush, Ahrefs, HubSpot, Moz Pro, Surfer SEO, SE Ranking, Jasper, and Clearscope"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|minimax-small|Clearscope", "prompt": "c04-m3", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Enterprise teams should consider **MarketMuse** or **Clearscope** for advanced content strategy capabilities."}, {"id": "mai-20260915-0741-calibration_b|c04-m3|minimax-small|MarketMuse", "prompt": "c04-m3", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "MarketMuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise teams should consider **MarketMuse** or **Clearscope**"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|minimax-small|Surfer SEO", "prompt": "c04-m3", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Surfer SEO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most users, **Frase** or **Surfer SEO** offer the best balance of features and price."}, {"id": "mai-20260915-0741-calibration_b|c04-m3|minimax-small|SEMrush SEO Writing Assistant", "prompt": "c04-m3", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "SEMrush SEO Writing Assistant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Users already in SEMrush ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|minimax-small|Frase", "prompt": "c04-m3", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Frase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "For most users, **Frase** or **Surfer SEO** offer the best balance of features and price."}, {"id": "mai-20260915-0741-calibration_b|c04-m3|minimax-small|SE Ranking", "prompt": "c04-m3", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "SE Ranking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "All-in-one SEO platform"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|minimax-small|Dashword", "prompt": "c04-m3", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Dashword", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Simplicity & ease of use"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|minimax-small|PageOptimizer Pro", "prompt": "c04-m3", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "PageOptimizer Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Affordability + accuracy"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|minimax-small|Scalenut", "prompt": "c04-m3", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Scalenut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Small teams all-in-one solution"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|minimax-small|NeuronWriter", "prompt": "c04-m3", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "NeuronWriter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Semantic optimization on budget"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|minimax-small|GrowthBar", "prompt": "c04-m3", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "GrowthBar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Budget-conscious SEO writing"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|minimax-small|Outranking", "prompt": "c04-m3", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Outranking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Step-by-step optimization"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|minimax-small|Writesonic", "prompt": "c04-m3", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Writesonic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Fast AI drafts"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|minimax-small|Yoast SEO", "prompt": "c04-m3", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Yoast SEO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "On-page basics"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|minimax-small|Rank Math", "prompt": "c04-m3", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Rank Math", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "More control & modules"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|minimax-small|AirOps", "prompt": "c04-m3", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "AirOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**Workflow automation** (AirOps) handle bulk content production"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|mistral-small|Rankability", "prompt": "c04-m3", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Rankability", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top-Tier Leaders (Enterprise & Agency-Grade) | **Rankability** | Unified SEO workflow + AI search visibility"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|mistral-small|Surfer SEO", "prompt": "c04-m3", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Surfer SEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Real-time SERP-based content optimization"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|mistral-small|Clearscope", "prompt": "c04-m3", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High-relevance content briefs & editorial standards"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|mistral-small|MarketMuse", "prompt": "c04-m3", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "MarketMuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise content strategy & topic modeling"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|mistral-small|Frase", "prompt": "c04-m3", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Frase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Fast SERP research & content brief creation"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|mistral-small|SE Ranking", "prompt": "c04-m3", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "SE Ranking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "All-in-one SEO platform with content tools"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|mistral-small|Dashword", "prompt": "c04-m3", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Dashword", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Simple content briefs & real-time scoring"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|mistral-small|Outranking", "prompt": "c04-m3", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Outranking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Brief-to-draft optimization with checklists"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|mistral-small|NeuronWriter", "prompt": "c04-m3", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "NeuronWriter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Semantic optimization on a budget"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|mistral-small|GrowthBar", "prompt": "c04-m3", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "GrowthBar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Budget-friendly SEO writing & keyword research"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|mistral-small|PageOptimizer Pro", "prompt": "c04-m3", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "PageOptimizer Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Affordable accuracy & alerts"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|mistral-small|Yoast SEO", "prompt": "c04-m3", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Yoast SEO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "On-page SEO basics inside WordPress"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|mistral-small|Rank Math", "prompt": "c04-m3", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Rank Math", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "More control & built-in modules"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|mistral-small|Scalenut", "prompt": "c04-m3", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Scalenut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "All-in-one planning & drafting for small teams"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|mistral-small|Writesonic", "prompt": "c04-m3", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Writesonic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "AI drafting with SERP-informed guidance"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|mistral-small|AirOps", "prompt": "c04-m3", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "AirOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Scalable AI content workflows"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|mistral-small|Natural Write", "prompt": "c04-m3", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Natural Write", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "AI humanization & detection bypass"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|mistral-small|Semrush", "prompt": "c04-m3", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Semrush", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "**All-in-One Platforms:** SE Ranking, Semrush, Ahrefs"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|mistral-small|Ahrefs", "prompt": "c04-m3", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Ahrefs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "**SEO Research:** Semrush, Ahrefs"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|mistral-small|Jasper", "prompt": "c04-m3", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Jasper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "**AI Writing Assistants:** Jasper, Writesonic, Natural Write"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|mistral-small|ContentKing", "prompt": "c04-m3", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "ContentKing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "**Enterprise Sites:** MarketMuse, ContentKing"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|mistral-small|Storyflow", "prompt": "c04-m3", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Storyflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 22, "ev": "**Strategy & Planning:** MarketMuse, Storyflow"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|moonshot-small|Surfer SEO", "prompt": "c04-m3", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Surfer SEO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Surfer SEO** — *Best for Real-Time Content Scoring*"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|moonshot-small|Clearscope", "prompt": "c04-m3", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Clearscope** — *Best for Editorial Teams & Simple Grading*"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|moonshot-small|MarketMuse", "prompt": "c04-m3", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "MarketMuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**MarketMuse** — *Best for Topical Authority Strategy*"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|moonshot-small|Frase", "prompt": "c04-m3", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Frase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Frase** — *Best Value for Solo Writers & Small Teams*"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|moonshot-small|NeuronWriter", "prompt": "c04-m3", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "NeuronWriter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**NeuronWriter** — *Best Budget Option*"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|moonshot-small|Semrush", "prompt": "c04-m3", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Semrush", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Semrush** — *Best All-in-One Marketing Platform*"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|moonshot-small|Ahrefs", "prompt": "c04-m3", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Ahrefs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Backlink Analysis & Content Research"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|moonshot-small|Sight AI", "prompt": "c04-m3", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Sight AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Tracks brand mentions across 6+ AI platforms with 13+ specialized AI agents"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|moonshot-small|ClickRank", "prompt": "c04-m3", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "ClickRank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "\"1-Click Fix\" applies optimizations directly to CMS without code"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|moonshot-small|Scalenut", "prompt": "c04-m3", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Scalenut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "All-in-one GEO suite | Competitive pricing"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|moonshot-small|WriterZen", "prompt": "c04-m3", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "WriterZen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Strong clustering capabilities at moderate price"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|openai-small|Semrush", "prompt": "c04-m3", "model": "openai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Semrush", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Broadest \"marketing visibility\" platform of the group... Choose **Semrush** if you want one platform for many marketing tasks."}, {"id": "mai-20260915-0741-calibration_b|c04-m3|openai-small|Ahrefs", "prompt": "c04-m3", "model": "openai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Ahrefs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Strongest reputation for backlink data, keyword research, site explorer, and content discovery"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|openai-small|Moz", "prompt": "c04-m3", "model": "openai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Moz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "More of a classic SEO suite... I'm keeping this high level."}, {"id": "mai-20260915-0741-calibration_b|c04-m3|openai-small|Surfer", "prompt": "c04-m3", "model": "openai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Surfer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose **Surfer** if you want the best **content editor / on-page optimization** experience."}, {"id": "mai-20260915-0741-calibration_b|c04-m3|openai-small|Screaming Frog SEO Spider", "prompt": "c04-m3", "model": "openai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Screaming Frog SEO Spider", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Screaming Frog** if your biggest pain is technical SEO."}, {"id": "mai-20260915-0741-calibration_b|c04-m3|openai-small|Clearscope", "prompt": "c04-m3", "model": "openai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Clearscope** if your writers/editors need guidance to improve content quality."}, {"id": "mai-20260915-0741-calibration_b|c04-m3|openai-small|Surfer SEO", "prompt": "c04-m3", "model": "openai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Surfer SEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Surfer** if you want SERP-driven content optimization with AI-assisted workflows."}, {"id": "mai-20260915-0741-calibration_b|c04-m3|openai-small|MarketMuse", "prompt": "c04-m3", "model": "openai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "MarketMuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **MarketMuse** if you need topic strategy, content planning, and cluster-based optimization."}, {"id": "mai-20260915-0741-calibration_b|c04-m3|xai-small|SEMrush", "prompt": "c04-m3", "model": "xai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "SEMrush", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**SEMrush** | All-in-one management | Keyword magic tool, audits, backlinks... Less granular content editing; pricier"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|xai-small|Ahrefs", "prompt": "c04-m3", "model": "xai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Ahrefs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Backlinks & competitor research | Largest backlink DB ... Basic content help (no live editor)"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|xai-small|SE Ranking", "prompt": "c04-m3", "model": "xai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "SE Ranking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Affordable agencies | Rank tracking, audits, content editor in suite"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|xai-small|Search Atlas", "prompt": "c04-m3", "model": "xai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Search Atlas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "emerging all-in-one with AI execution"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|xai-small|Surfer SEO", "prompt": "c04-m3", "model": "xai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Surfer SEO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Most cited as #1 for content."}, {"id": "mai-20260915-0741-calibration_b|c04-m3|xai-small|Clearscope", "prompt": "c04-m3", "model": "xai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Editorial content quality | NLP grading, readability, briefs"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|xai-small|Frase", "prompt": "c04-m3", "model": "xai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Frase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "value pick ... Budget workflows & AI briefs"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|xai-small|MarketMuse", "prompt": "c04-m3", "model": "xai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "MarketMuse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "niche for strategy/affordability"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|xai-small|PageOptimizer Pro", "prompt": "c04-m3", "model": "xai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "PageOptimizer Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "niche for strategy/affordability"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|xai-small|Dashword", "prompt": "c04-m3", "model": "xai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Dashword", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "niche for strategy/affordability"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|xai-small|Google Search Console", "prompt": "c04-m3", "model": "xai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Google Search Console", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "common starters but limited"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|xai-small|Yoast", "prompt": "c04-m3", "model": "xai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Yoast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "common starters but limited"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|zai-small|Surfer SEO", "prompt": "c04-m3", "model": "zai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Surfer SEO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Strengths:** Best feature-to-price ratio, AI writing capabilities, comprehensive optimization"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|zai-small|Clearscope", "prompt": "c04-m3", "model": "zai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strengths:** Easiest to use, excellent for non-SEO writers, clean interface"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|zai-small|MarketMuse", "prompt": "c04-m3", "model": "zai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "MarketMuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Enterprise content strategy and topical authority building"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|zai-small|Frase", "prompt": "c04-m3", "model": "zai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Frase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Solo founders and small content teams on budget"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|zai-small|SEMrush SEO Writing Assistant", "prompt": "c04-m3", "model": "zai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "SEMrush SEO Writing Assistant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "In-editor checks with SEMrush ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|zai-small|Rankability", "prompt": "c04-m3", "model": "zai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Rankability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Unified workflow with GEO-style visibility tracking"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|zai-small|AirOps", "prompt": "c04-m3", "model": "zai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "AirOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Scalable AI content workflows with CMS integrations"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|zai-small|SEMrush", "prompt": "c04-m3", "model": "zai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "SEMrush", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose SEMrush/Ahrefs if: You need comprehensive SEO beyond content optimization"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|zai-small|Ahrefs", "prompt": "c04-m3", "model": "zai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Ahrefs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose SEMrush/Ahrefs if: You need comprehensive SEO beyond content optimization"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|zai-small|SE Ranking", "prompt": "c04-m3", "model": "zai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "SE Ranking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Choose SE Ranking if: You need full SEO features at a lower price point"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|zai-small|Moz Pro", "prompt": "c04-m3", "model": "zai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Moz Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Domain authority and beginner-friendly interface"}, {"id": "mai-20260915-0741-calibration_b|c04-m3|zai-small|Screaming Frog", "prompt": "c04-m3", "model": "zai-small", "cat": "seo-content-optimization", "variant": "comparative", "raw": "Screaming Frog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Technical SEO audits"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|alibaba-small|Ubersuggest", "prompt": "c04-m4", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Ubersuggest", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ubersuggest** is widely considered the best value."}, {"id": "mai-20260915-0741-calibration_b|c04-m4|alibaba-small|Ahrefs", "prompt": "c04-m4", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Ahrefs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "core features found in expensive enterprise tools like Ahrefs or Semrush at a fraction of the price"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|alibaba-small|Semrush", "prompt": "c04-m4", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Semrush", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "expensive enterprise tools like Ahrefs or Semrush at a fraction of the price"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|alibaba-small|SE Ranking", "prompt": "c04-m4", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "SE Ranking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Go with SE Ranking** if you are willing to spend an extra $15/mo for professional-grade data reports."}, {"id": "mai-20260915-0741-calibration_b|c04-m4|alibaba-small|SEOWriting", "prompt": "c04-m4", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "SEOWriting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Go with SEOWriting** if you simply need more blogs written efficiently."}, {"id": "mai-20260915-0741-calibration_b|c04-m4|alibaba-small|Google Search Console", "prompt": "c04-m4", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Google Search Console", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Google Search Console** (Technical Health & Indexing)"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|alibaba-small|Google Analytics", "prompt": "c04-m4", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Google Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Google Analytics** (Traffic Analysis)"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|alibaba-small|AnswerThePublic", "prompt": "c04-m4", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "AnswerThePublic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**AnswerThePublic** (Keyword Ideas - Free daily limit)"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|anthropic-small|GrowthBar", "prompt": "c04-m4", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "GrowthBar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Limited Budgets ... GrowthBar is a genuinely budget-friendly way to standardize briefs and outlines starting at $29/mo"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|anthropic-small|Frase", "prompt": "c04-m4", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Frase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need one integrated solution, **Frase** is particularly well-suited for budget-conscious teams."}, {"id": "mai-20260915-0741-calibration_b|c04-m4|anthropic-small|WriterZen", "prompt": "c04-m4", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "WriterZen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Frase and WriterZen offer the most functionality per dollar"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|anthropic-small|Google Search Console", "prompt": "c04-m4", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Google Search Console", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "combining free Google tools with an affordable platform"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|anthropic-small|Clicks", "prompt": "c04-m4", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Clicks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Clicks is a beginner-friendly SEO platform with plans starting at ~$15/month"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|anthropic-small|NeuronWriter", "prompt": "c04-m4", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "NeuronWriter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "NeuronWriter optimizes content using semantic models, SERP analysis, and competitor insights"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|anthropic-small|Google Analytics 4", "prompt": "c04-m4", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Google Analytics 4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Google Search Console and Google Analytics 4 (both free)"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|anthropic-small|Ubersuggest", "prompt": "c04-m4", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Ubersuggest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "combining free Google tools with an affordable platform like Ubersuggest or SE Ranking gives you strong foundational capabilities"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|anthropic-small|SE Ranking", "prompt": "c04-m4", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "SE Ranking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "like Ubersuggest or SE Ranking gives you strong foundational capabilities at minimal cost"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|anthropic-small|BrightLocal", "prompt": "c04-m4", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "BrightLocal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "BrightLocal is one of the most effective affordable SEO services for local SEO and small businesses"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|anthropic-small|Mangools", "prompt": "c04-m4", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Mangools", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "affordable options like Ubersuggest ($29/month), SE Ranking ($39/month), and Mangools ($49/month)"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|anthropic-small|SurgeAIO", "prompt": "c04-m4", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "SurgeAIO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "a practical budget SEO stack might look like: SurgeAIO – AI-powered keyword research, content optimization, and AI visibility tracking"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|anthropic-small|Ahrefs Webmaster Tools", "prompt": "c04-m4", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Ahrefs Webmaster Tools", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Ahrefs Webmaster Tools (free) – backlink monitoring and site audit"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|challenger-small|SE Ranking", "prompt": "c04-m4", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "SE Ranking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single-platform pick is usually **SE Ranking**"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|challenger-small|RankYak", "prompt": "c04-m4", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "RankYak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the best budget-friendly alternatives are **RankYak** or **Rankwise** for all-in-one content workflows"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|challenger-small|Rankwise", "prompt": "c04-m4", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Rankwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the best budget-friendly alternatives are **RankYak** or **Rankwise**"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|challenger-small|Frase", "prompt": "c04-m4", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Frase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Frase** and **NeuronWriter** are also cited as affordable content optimization tools"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|challenger-small|NeuronWriter", "prompt": "c04-m4", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "NeuronWriter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Frase** and **NeuronWriter** are also cited as affordable content optimization tools"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|challenger-small|KeySearch", "prompt": "c04-m4", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "KeySearch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**KeySearch** if your budget is very tight and keyword research is the priority"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|challenger-small|Google Search Console", "prompt": "c04-m4", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Google Search Console", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Google Search Console** for free baseline SEO data"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|deepseek-small|Frase", "prompt": "c04-m4", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Frase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Frase** (if content is the priority) or **SE Ranking** (if you want the full SEO suite too)"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|deepseek-small|NeuronWriter", "prompt": "c04-m4", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "NeuronWriter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If budget is *very* tight, start with **NeuronWriter at ~$23/month**"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|deepseek-small|Ubersuggest", "prompt": "c04-m4", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Ubersuggest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "cheapest all-in-one SEO suite (keywords, audits, rank tracking, AI content)"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|deepseek-small|SE Ranking", "prompt": "c04-m4", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "SE Ranking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd recommend **Frase** (if content is the priority) or **SE Ranking** (if you want the full SEO suite too)"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|deepseek-small|Surfer SEO", "prompt": "c04-m4", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Surfer SEO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The most accurate/premium content editor, but pricier — only worth it if content is your core activity."}, {"id": "mai-20260915-0741-calibration_b|c04-m4|deepseek-small|Ahrefs Starter", "prompt": "c04-m4", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Ahrefs Starter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good entry into premium keyword/competitor data (but not full platform)."}, {"id": "mai-20260915-0741-calibration_b|c04-m4|deepseek-small|Google Search Console", "prompt": "c04-m4", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Google Search Console", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Free stack ($0):** Google Search Console + Google Analytics + Google PageSpeed Insights"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|deepseek-small|Semrush", "prompt": "c04-m4", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Semrush", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "around 75–80% less than Ahrefs or Semrush premiums"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|google-small|Semrush", "prompt": "c04-m4", "model": "google-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Semrush", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you do not need to spend $130–$150+ per month on premium SEO giants like Semrush, Ahrefs, or Clearscope"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|google-small|Ahrefs", "prompt": "c04-m4", "model": "google-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Ahrefs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you do not need to spend $130–$150+ per month on premium SEO giants like Semrush, Ahrefs, or Clearscope"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|google-small|Clearscope", "prompt": "c04-m4", "model": "google-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Clearscope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "a direct, affordable alternative to Surfer SEO (which starts at $99/mo) and Clearscope ($129+/mo)"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|google-small|NeuronWriter", "prompt": "c04-m4", "model": "google-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "NeuronWriter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "subscribe to **NeuronWriter** ($23/mo). It offers unmatched content optimization value."}, {"id": "mai-20260915-0741-calibration_b|c04-m4|google-small|Frase", "prompt": "c04-m4", "model": "google-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Frase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Frase excels at pulling together \"People Also Ask\" questions and competitor outlines"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|google-small|Surfer SEO", "prompt": "c04-m4", "model": "google-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Surfer SEO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "alternative to Surfer SEO (which starts at $99/mo)"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|google-small|Ubersuggest", "prompt": "c04-m4", "model": "google-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Ubersuggest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "go with **Ubersuggest** ($29/mo or its lifetime option)"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|google-small|SE Ranking", "prompt": "c04-m4", "model": "google-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "SE Ranking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "go with **SE Ranking** ($103/mo billed annually)"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|google-small|Google Search Console", "prompt": "c04-m4", "model": "google-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Google Search Console", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "the single most accurate tool for seeing exactly which keywords are driving impressions"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|google-small|Bing Webmaster Tools", "prompt": "c04-m4", "model": "google-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Bing Webmaster Tools", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "offers a remarkably powerful, 100% free technical site auditing tool"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|google-small|Google Keyword Planner", "prompt": "c04-m4", "model": "google-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Google Keyword Planner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "the gold standard for pulling direct monthly search volume estimates"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|google-small|Hemingway Editor", "prompt": "c04-m4", "model": "google-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Hemingway Editor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Dropping your drafts into Hemingway ensures your writing is clear and engaging"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|meta-small|SE Ranking", "prompt": "c04-m4", "model": "meta-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "SE Ranking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best SEO and content optimization platform for a company with a limited budget is SE Ranking, which costs $55/month"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|meta-small|Surfer SEO", "prompt": "c04-m4", "model": "meta-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Surfer SEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Surfer SEO ($99/month) for content optimization"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|meta-small|Ahrefs", "prompt": "c04-m4", "model": "meta-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Ahrefs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ahrefs ($99-$399/month) for competitor and backlink analysis"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|meta-small|Semrush", "prompt": "c04-m4", "model": "meta-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Semrush", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Semrush ($120-$450/month) for a feature-complete platform"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|meta-small|HubSpot", "prompt": "c04-m4", "model": "meta-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "HubSpot's freemium CRM tier and Google Search Console (both free) can be a good starting point"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|meta-small|Google Search Console", "prompt": "c04-m4", "model": "meta-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Google Search Console", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Google Search Console (both free) can be a good starting point"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|minimax-small|Google tools (Search Console, Analytics 4)", "prompt": "c04-m4", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Google tools (Search Console, Analytics 4)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Free**: Set up Google Search Console & Google Analytics 4"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|minimax-small|SE Ranking", "prompt": "c04-m4", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "SE Ranking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SE Ranking** | ~$44/month | Complete SEO suite with all-in-one features"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|minimax-small|Ubersuggest", "prompt": "c04-m4", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Ubersuggest", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Ubersuggest ($29/mo)** or **Mangools ($29/mo)** for keyword research and basic content optimization"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|minimax-small|Mangools", "prompt": "c04-m4", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Mangools", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with **Ubersuggest ($29/mo)** or **Mangools ($29/mo)** for keyword research and basic content optimization"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|minimax-small|SEOWriting", "prompt": "c04-m4", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "SEOWriting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your focus is specifically on **content optimization**, consider **SEOWriting ($19/month)**"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|minimax-small|KeySearch", "prompt": "c04-m4", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "KeySearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**KeySearch** - Keyword research"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|minimax-small|SpyFu", "prompt": "c04-m4", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "SpyFu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**SpyFu** - Competitor analysis"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|minimax-small|Frase", "prompt": "c04-m4", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Frase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Frase** / **NeuronWriter** - Content optimization"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|minimax-small|NeuronWriter", "prompt": "c04-m4", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "NeuronWriter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Frase** / **NeuronWriter** - Content optimization"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|minimax-small|Serpstat", "prompt": "c04-m4", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Serpstat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Serpstat** - All-in-one platform"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|minimax-small|Screaming Frog", "prompt": "c04-m4", "model": "minimax-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Screaming Frog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Screaming Frog** - Technical SEO (free version available)"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|mistral-small|Frase", "prompt": "c04-m4", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Frase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most limited-budget companies, **Frase at $15/month** offers the best value proposition"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|mistral-small|NeuronWriter", "prompt": "c04-m4", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "NeuronWriter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're using WordPress, **NeuronWriter at $19/month** provides excellent semantic optimization."}, {"id": "mai-20260915-0741-calibration_b|c04-m4|mistral-small|Page Optimizer Pro", "prompt": "c04-m4", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Page Optimizer Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For technical SEO needs, **Page Optimizer Pro at $34/month** is the most budget-friendly option."}, {"id": "mai-20260915-0741-calibration_b|c04-m4|mistral-small|Surfer SEO", "prompt": "c04-m4", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Surfer SEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best value:** Excellent balance of accuracy and ease of use"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|mistral-small|Dashword", "prompt": "c04-m4", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Dashword", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Starting at $99/month** - **Best for:** Quick content brief generation and monitoring"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|mistral-small|Yoast SEO", "prompt": "c04-m4", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Yoast SEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free version available** - **Best for:** WordPress users needing basic optimization"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|mistral-small|Rank Math", "prompt": "c04-m4", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Rank Math", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Free version available** - **Pro: $83.88/year**"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|mistral-small|Google Search Console", "prompt": "c04-m4", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Google Search Console", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "100% Free** - **Essential for:** Every website owner"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|mistral-small|SE Ranking", "prompt": "c04-m4", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "SE Ranking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "SE Ranking ($52-100/month)"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|moonshot-small|NeuronWriter", "prompt": "c04-m4", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "NeuronWriter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you can only pick one:** **NeuronWriter** at $19/month offers the best optimization-to-price ratio"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|moonshot-small|Surfer SEO", "prompt": "c04-m4", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Surfer SEO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Delivers ~85% of Surfer SEO's functionality at **¼ the price**"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|moonshot-small|SE Ranking", "prompt": "c04-m4", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "SE Ranking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need broader SEO capabilities:** **SE Ranking** at $52/month covers more bases"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|moonshot-small|Frase", "prompt": "c04-m4", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Frase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Content-Focused Teams: Frase — ~$39-45/month"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|moonshot-small|Ubersuggest", "prompt": "c04-m4", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Ubersuggest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If budget is extremely tight:** Start with **Ubersuggest**"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|moonshot-small|Google Search Console", "prompt": "c04-m4", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Google Search Console", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Google Search Console** — Essential rank & performance data"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|moonshot-small|Google Analytics 4", "prompt": "c04-m4", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Google Analytics 4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Google Analytics 4** — Traffic insights"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|moonshot-small|Screaming Frog", "prompt": "c04-m4", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Screaming Frog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Screaming Frog** — Technical audits (free up to 500 URLs)"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|openai-small|Semrush", "prompt": "c04-m4", "model": "openai-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Semrush", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all-around budget option:** **Semrush**"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|openai-small|Surfer", "prompt": "c04-m4", "model": "openai-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Surfer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best content-only value:** **Surfer** — it's positioned for solo creators and small teams"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|openai-small|Clearscope", "prompt": "c04-m4", "model": "openai-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Clearscope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Usually too expensive for tight budgets:** **Clearscope** and **MarketMuse** tend to be pricier"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|openai-small|MarketMuse", "prompt": "c04-m4", "model": "openai-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "MarketMuse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Usually too expensive for tight budgets:** **Clearscope** and **MarketMuse** tend to be pricier"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|xai-small|Google Search Console (GSC)", "prompt": "c04-m4", "model": "xai-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Google Search Console (GSC)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best starting point is a **free stack** of essential tools ... **Google Search Console (GSC)**: Tracks search performance, indexing issues"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|xai-small|Google Analytics 4", "prompt": "c04-m4", "model": "xai-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Google Analytics 4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Monitors traffic sources, user behavior, and content performance."}, {"id": "mai-20260915-0741-calibration_b|c04-m4|xai-small|Ahrefs Webmaster Tools (free)", "prompt": "c04-m4", "model": "xai-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Ahrefs Webmaster Tools (free)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Site audits, keyword research, and basic backlinks for your own site."}, {"id": "mai-20260915-0741-calibration_b|c04-m4|xai-small|Google Keyword Planner", "prompt": "c04-m4", "model": "xai-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Google Keyword Planner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free keyword volumes and ideas (via a Google Ads account)."}, {"id": "mai-20260915-0741-calibration_b|c04-m4|xai-small|Rank Math", "prompt": "c04-m4", "model": "xai-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Rank Math", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rank Math or Yoast SEO (free WordPress plugins)**: On-page optimization, readability scores"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|xai-small|Yoast SEO", "prompt": "c04-m4", "model": "xai-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Yoast SEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Rank Math or Yoast SEO (free WordPress plugins)**: On-page optimization"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|xai-small|Ubersuggest", "prompt": "c04-m4", "model": "xai-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Ubersuggest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you need a paid upgrade ... go with **Ubersuggest** or **Mangools/KWFinder**\\u2014both excel for budget-conscious users"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|xai-small|Mangools/KWFinder", "prompt": "c04-m4", "model": "xai-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Mangools/KWFinder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "go with **Ubersuggest** or **Mangools/KWFinder**\\u2014both excel for budget-conscious users"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|xai-small|Keysearch", "prompt": "c04-m4", "model": "xai-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Keysearch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Keysearch** (alternative) | ~$17\\u201324/mo | Keywords, audits, rank tracking, YouTube SEO"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|xai-small|Surfer SEO", "prompt": "c04-m4", "model": "xai-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Surfer SEO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "For content-specific optimization** (e.g., Surfer SEO alternatives under $30/mo)"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|xai-small|NeuronWriter", "prompt": "c04-m4", "model": "xai-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "NeuronWriter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**NeuronWriter** (~$19\\u201323/mo): Semantic analysis, content scoring, NLP-based editor\\u2014budget Surfer clone."}, {"id": "mai-20260915-0741-calibration_b|c04-m4|xai-small|SEMrush", "prompt": "c04-m4", "model": "xai-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "SEMrush", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Avoid pricier options (SEMrush $120+, Ahrefs $100+) unless managing multiple sites."}, {"id": "mai-20260915-0741-calibration_b|c04-m4|xai-small|Ahrefs", "prompt": "c04-m4", "model": "xai-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Ahrefs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Avoid pricier options (SEMrush $120+, Ahrefs $100+) unless managing multiple sites."}, {"id": "mai-20260915-0741-calibration_b|c04-m4|zai-small|SE Ranking", "prompt": "c04-m4", "model": "zai-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "SE Ranking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Budget Pick: SE Ranking"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|zai-small|NeuronWriter", "prompt": "c04-m4", "model": "zai-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "NeuronWriter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Content Optimization: NeuronWriter"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|zai-small|Ubersuggest", "prompt": "c04-m4", "model": "zai-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Ubersuggest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Keyword Research: Ubersuggest"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|zai-small|Rank Math Pro", "prompt": "c04-m4", "model": "zai-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Rank Math Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for WordPress Users: Rank Math Pro"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|zai-small|Google Search Console", "prompt": "c04-m4", "model": "zai-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Google Search Console", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Free Foundation: Google Search Console"}, {"id": "mai-20260915-0741-calibration_b|c04-m4|zai-small|Frase", "prompt": "c04-m4", "model": "zai-small", "cat": "seo-content-optimization", "variant": "budget", "raw": "Frase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Frase** ($15-45/mo) - Great for content briefs and optimization"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|deepseek-small|Botify", "prompt": "c04-m5", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Botify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Overkill unless you have 500K+ URLs or crawl/indexation pain. Skip for most 500-person companies."}, {"id": "mai-20260915-0741-calibration_b|c04-m5|deepseek-small|BrightEdge", "prompt": "c04-m5", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "BrightEdge", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "~$30K–60K+ for mid-size | For dedicated SEO analysts; 6–8 week implementation lag affects time-to-value."}, {"id": "mai-20260915-0741-calibration_b|c04-m5|deepseek-small|Frase", "prompt": "c04-m5", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Frase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "prioritize AI briefs/generation + CMS integrations (e.g., Frase, Scalenut, **Sight AI**)"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|deepseek-small|Scalenut", "prompt": "c04-m5", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Scalenut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Frase, Scalenut, **Sight AI**"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|deepseek-small|Sight AI", "prompt": "c04-m5", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Sight AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "prioritize AI briefs/generation + CMS integrations (e.g., Frase, Scalenut, **Sight AI**)"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|deepseek-small|Conductor", "prompt": "c04-m5", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Conductor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Implementation/professional services often add 50–100% to year 1. Weaker on deep technical SEO."}, {"id": "mai-20260915-0741-calibration_b|c04-m5|deepseek-small|Clearscope", "prompt": "c04-m5", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Content optimization:** Surfer SEO, Clearscope, or MarketMuse — for NLP scoring and briefs"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|deepseek-small|MarketMuse", "prompt": "c04-m5", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "MarketMuse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Surfer SEO, Clearscope, or MarketMuse — for NLP scoring and briefs"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|deepseek-small|Surfer", "prompt": "c04-m5", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Surfer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Content optimization:** Surfer SEO, Clearscope, or MarketMuse"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|deepseek-small|Semrush Enterprise", "prompt": "c04-m5", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Semrush Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Most transparent pricing, broadest feature surface, best-in-class GEO tracking, fast time-to-value; **Research/tracking base:** Semrush Business/Enterprise or Ahrefs"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|deepseek-small|Ahrefs Enterprise", "prompt": "c04-m5", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Ahrefs Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "**Research/tracking base:** Semrush Business/Enterprise or Ahrefs — for keyword, rank, backlink, and site audit data"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|deepseek-small|seoClarity", "prompt": "c04-m5", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "seoClarity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "~$43K–54K/yr floor | Handles fragmentation/multi-domain well; AI content at scale."}, {"id": "mai-20260915-0741-calibration_b|c04-m5|deepseek-small|Profound", "prompt": "c04-m5", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Profound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "a purpose-built add-on (Profound, AthenaHQ, or an AI Tracker/Brand Radar module)"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|deepseek-small|AthenaHQ", "prompt": "c04-m5", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "AthenaHQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "a purpose-built add-on (Profound, AthenaHQ, or an AI Tracker/Brand Radar module)"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|google-small|Surfer", "prompt": "c04-m5", "model": "google-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Surfer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "lean heavily on content optimization tools like Surfer, Clearscope, or MarketMuse"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|google-small|Clearscope", "prompt": "c04-m5", "model": "google-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Clearscope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Specialized Content Optimization (Best for scaling content marketing, editing, and writing workflows): Clearscope, SurferSEO, MarketMuse, Frase."}, {"id": "mai-20260915-0741-calibration_b|c04-m5|google-small|MarketMuse", "prompt": "c04-m5", "model": "google-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "MarketMuse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "content optimization tools like Surfer, Clearscope, or MarketMuse"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|google-small|Semrush", "prompt": "c04-m5", "model": "google-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Semrush", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The Industry Standard All-In-Ones ... Semrush (specifically with their Writing Assistant), Ahrefs, Moz."}, {"id": "mai-20260915-0741-calibration_b|c04-m5|google-small|Ahrefs", "prompt": "c04-m5", "model": "google-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Ahrefs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "technical SEO suites like Semrush, Ahrefs, Botify, or Conductor"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|google-small|Botify", "prompt": "c04-m5", "model": "google-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Botify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The Enterprise SEO Giants ... Conductor, BrightEdge, Botify."}, {"id": "mai-20260915-0741-calibration_b|c04-m5|google-small|Conductor", "prompt": "c04-m5", "model": "google-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Conductor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The Enterprise SEO Giants (Best for heavy governance, global brands, and massive site scale): Conductor, BrightEdge, Botify."}, {"id": "mai-20260915-0741-calibration_b|c04-m5|google-small|BrightEdge", "prompt": "c04-m5", "model": "google-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "BrightEdge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Conductor, BrightEdge, Botify."}, {"id": "mai-20260915-0741-calibration_b|c04-m5|google-small|Moz", "prompt": "c04-m5", "model": "google-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Moz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Semrush (specifically with their Writing Assistant), Ahrefs, Moz."}, {"id": "mai-20260915-0741-calibration_b|c04-m5|google-small|Frase", "prompt": "c04-m5", "model": "google-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Frase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Clearscope, SurferSEO, MarketMuse, Frase."}, {"id": "mai-20260915-0741-calibration_b|c04-m5|mistral-small|Botify", "prompt": "c04-m5", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Botify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**For technical SEO bottlenecks**: Botify, Lumar (DeepCrawl), Oncrawl"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|mistral-small|Lumar (DeepCrawl)", "prompt": "c04-m5", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Lumar (DeepCrawl)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**For technical SEO bottlenecks**: Botify, Lumar (DeepCrawl), Oncrawl"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|mistral-small|Oncrawl", "prompt": "c04-m5", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Oncrawl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**For technical SEO bottlenecks**: Botify, Lumar (DeepCrawl), Oncrawl"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|mistral-small|Conductor", "prompt": "c04-m5", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Conductor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**For content velocity bottlenecks**: Conductor, BrightEdge, Surfer"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|mistral-small|BrightEdge", "prompt": "c04-m5", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "BrightEdge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**For content velocity bottlenecks**: Conductor, BrightEdge, Surfer"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|mistral-small|Surfer", "prompt": "c04-m5", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Surfer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**For content velocity bottlenecks**: Conductor, BrightEdge, Surfer"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|mistral-small|Ahrefs Enterprise", "prompt": "c04-m5", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Ahrefs Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**For authority gaps**: Ahrefs Enterprise, SEMrush Enterprise"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|mistral-small|SEMrush Enterprise", "prompt": "c04-m5", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "SEMrush Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**For authority gaps**: Ahrefs Enterprise, SEMrush Enterprise"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|mistral-small|SEOmonitor", "prompt": "c04-m5", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "SEOmonitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**For executive reporting**: BrightEdge, SEOmonitor, custom Looker Studio"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|moonshot-small|Semrush Guru", "prompt": "c04-m5", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Semrush Guru", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary**: Semrush Guru ($249) or Ahrefs Standard ($249) for full SEO intelligence"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|moonshot-small|Ahrefs Standard", "prompt": "c04-m5", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Ahrefs Standard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Primary**: Semrush Guru ($249) or Ahrefs Standard ($249) for full SEO intelligence"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|moonshot-small|Surfer SEO Scale", "prompt": "c04-m5", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Surfer SEO Scale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Content layer**: Surfer SEO Scale ($219) for real-time optimization + AI writing"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|moonshot-small|Clearscope Business", "prompt": "c04-m5", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Clearscope Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "substitute Clearscope Business ($399) for Surfer"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|moonshot-small|Moz", "prompt": "c04-m5", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Moz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Semrush (25B+ keywords), Ahrefs (7B+), Moz (500M+)"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|moonshot-small|MarketMuse Team", "prompt": "c04-m5", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "MarketMuse Team", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Steepest learning curve; no real-time editor"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|moonshot-small|Conductor", "prompt": "c04-m5", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Conductor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Conductor (if governance/reporting is critical)"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|moonshot-small|BrightEdge", "prompt": "c04-m5", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "BrightEdge", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "High cost; complex implementation"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|xai-small|Conductor", "prompt": "c04-m5", "model": "xai-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Conductor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Shortlist (1 Week)**: 4–6 platforms (e.g., Conductor/seoClarity for enterprise; Surfer for content)"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|xai-small|seoClarity", "prompt": "c04-m5", "model": "xai-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "seoClarity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "e.g., Conductor/seoClarity for enterprise"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|xai-small|BrightEdge", "prompt": "c04-m5", "model": "xai-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "BrightEdge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top contenders from recent analyses include **Conductor**, **seoClarity**, **BrightEdge**"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|xai-small|Semrush Enterprise", "prompt": "c04-m5", "model": "xai-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Semrush Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top contenders from recent analyses include ... **Semrush Enterprise**"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|xai-small|Ahrefs Enterprise", "prompt": "c04-m5", "model": "xai-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Ahrefs Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Ahrefs Enterprise**"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|xai-small|Botify", "prompt": "c04-m5", "model": "xai-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Botify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Botify**"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|xai-small|Surfer SEO", "prompt": "c04-m5", "model": "xai-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "Surfer SEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Surfer for content"}, {"id": "mai-20260915-0741-calibration_b|c04-m5|xai-small|MarketMuse", "prompt": "c04-m5", "model": "xai-small", "cat": "seo-content-optimization", "variant": "scale", "raw": "MarketMuse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "content-focused ones like **Surfer SEO** or **MarketMuse** for optimization depth"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|alibaba-small|Conductor", "prompt": "c04-m6", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Conductor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "platforms like **Conductor**, **Moz Enterprise**, and large suites of **SeoClarity** were too expensive (\\$1k+ per month) for most standard businesses"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|alibaba-small|Moz Enterprise", "prompt": "c04-m6", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Moz Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "were too expensive (\\$1k+ per month) for most standard businesses"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|alibaba-small|SeoClarity", "prompt": "c04-m6", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "SeoClarity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "large suites of **SeoClarity** were too expensive (\\$1k+ per month)"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|alibaba-small|RankMath", "prompt": "c04-m6", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "RankMath", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**On-Page Tech:** Stick to **RankMath or SEOPress**."}, {"id": "mai-20260915-0741-calibration_b|c04-m6|alibaba-small|Yoast", "prompt": "c04-m6", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Yoast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Use one all-in-one plugin (like RankMath, Yoast, or SEOPress) instead of multiple small ones."}, {"id": "mai-20260915-0741-calibration_b|c04-m6|alibaba-small|SEOPress", "prompt": "c04-m6", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "SEOPress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**On-Page Tech:** Stick to **RankMath or SEOPress**."}, {"id": "mai-20260915-0741-calibration_b|c04-m6|alibaba-small|SEMrush", "prompt": "c04-m6", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "SEMrush", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Keywords/Data:** Stick to **SEMrush, Ahrefs, or Ubersuggest**."}, {"id": "mai-20260915-0741-calibration_b|c04-m6|alibaba-small|Ahrefs", "prompt": "c04-m6", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Ahrefs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Stick to **SEMrush, Ahrefs, or Ubersuggest**"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|alibaba-small|Ubersuggest", "prompt": "c04-m6", "model": "alibaba-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Ubersuggest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Stick to **SEMrush, Ahrefs, or Ubersuggest**"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|anthropic-small|Search Atlas (OTTO)", "prompt": "c04-m6", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Search Atlas (OTTO)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the core architectural problem is that OTTO's JS pixel doesn't actually update your CMS...meaning AI crawlers never see the changes"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|anthropic-small|Surfer SEO", "prompt": "c04-m6", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Surfer SEO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Surfer's recommendations can feel like keyword stuffing if followed too closely"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|anthropic-small|Small SEO Tools", "prompt": "c04-m6", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Small SEO Tools", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the tool might miss paraphrased content...can be inconsistent with different results from the same text"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|anthropic-small|Semrush", "prompt": "c04-m6", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Semrush", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "even platforms like Semrush and Ahrefs report different rankings and search volumes"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|anthropic-small|Ahrefs", "prompt": "c04-m6", "model": "anthropic-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Ahrefs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "even platforms like Semrush and Ahrefs report different rankings and search volumes"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|challenger-small|Semrush", "prompt": "c04-m6", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Semrush", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "widely used and legitimate, but some reviewers note it may be overkill if you only need rank tracking, and it can be expensive"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|challenger-small|SE Ranking", "prompt": "c04-m6", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "SE Ranking", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "solid value option, but some teams say to look elsewhere if they need deeper backlink analysis or advanced enterprise integration"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|challenger-small|Fiverr", "prompt": "c04-m6", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can work for isolated tasks, but quality varies enough that you should vet sellers carefully"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|challenger-small|SEOClerk", "prompt": "c04-m6", "model": "challenger-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "SEOClerk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can work for isolated tasks, but quality varies enough that you should vet sellers carefully"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|deepseek-small|Surfer SEO", "prompt": "c04-m6", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Surfer SEO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Risk of over-optimization – The tool's Content Score can encourage keyword stuffing and unnatural, robotic writing"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|deepseek-small|Clearscope", "prompt": "c04-m6", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Clearscope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Low score-to-ranking correlation – Consistently rated lowest among content optimization tools (~17.5% correlation)"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|deepseek-small|Frase.io", "prompt": "c04-m6", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Frase.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Copycat content risk – Analyzes only the top 20 SERP results"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|deepseek-small|MarketMuse", "prompt": "c04-m6", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "MarketMuse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Very expensive – Pricing is out of budget for many growing brands and solos"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|deepseek-small|Ahrefs", "prompt": "c04-m6", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Ahrefs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Ahrefs – Industry-standard for backlink analysis and competitor research"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|deepseek-small|SEMrush", "prompt": "c04-m6", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "SEMrush", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "SEMrush – Comprehensive all-in-one suite"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|deepseek-small|Google Search Console / Google Keyword Planner", "prompt": "c04-m6", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Google Search Console / Google Keyword Planner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Free, first-party data"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|deepseek-small|Screaming Frog", "prompt": "c04-m6", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Screaming Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Screaming Frog – Technical SEO crawler"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|deepseek-small|Mangools", "prompt": "c04-m6", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Mangools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Mangools – Beginner-friendly"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|deepseek-small|SE Ranking", "prompt": "c04-m6", "model": "deepseek-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "SE Ranking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "SE Ranking – Good for local SEO"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|google-small|GSA Search Engine Ranker", "prompt": "c04-m6", "model": "google-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "GSA Search Engine Ranker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Automated Link Building & PBN Software (Avoid Entirely)"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|google-small|Money Robot", "prompt": "c04-m6", "model": "google-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Money Robot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Automated Link Building & PBN Software (Avoid Entirely)"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|google-small|RankerX", "prompt": "c04-m6", "model": "google-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "RankerX", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Automated Link Building & PBN Software (Avoid Entirely)"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|google-small|FatJoe", "prompt": "c04-m6", "model": "google-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "FatJoe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "frequently criticized in the SEO community for providing automated, low-quality guest post placements with \"negative value\""}, {"id": "mai-20260915-0741-calibration_b|c04-m6|google-small|SurferSEO", "prompt": "c04-m6", "model": "google-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "SurferSEO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Content Optimization Suites (Use with Caution)"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|google-small|Clearscope", "prompt": "c04-m6", "model": "google-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Clearscope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "They obsess over hitting a 90+ \"green score\" in Surfer or Clearscope"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|google-small|Frase", "prompt": "c04-m6", "model": "google-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Frase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Platforms/Types to watch out for:** SurferSEO, Clearscope, Frase, and Yoast/RankMath."}, {"id": "mai-20260915-0741-calibration_b|c04-m6|google-small|Yoast/RankMath", "prompt": "c04-m6", "model": "google-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Yoast/RankMath", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Platforms/Types to watch out for:** SurferSEO, Clearscope, Frase, and Yoast/RankMath."}, {"id": "mai-20260915-0741-calibration_b|c04-m6|google-small|Spinbot", "prompt": "c04-m6", "model": "google-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Spinbot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Legacy \"Article Spinners\" & Paraphrasers (Avoid Entirely)"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|google-small|ChimpRewriter", "prompt": "c04-m6", "model": "google-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "ChimpRewriter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Legacy \"Article Spinners\" & Paraphrasers (Avoid Entirely)"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|google-small|Ahrefs", "prompt": "c04-m6", "model": "google-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Ahrefs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Why to be cautious:** Ahrefs remains one of the gold standards ... but their modern pricing model relies on \"credits.\""}, {"id": "mai-20260915-0741-calibration_b|c04-m6|google-small|Mangools", "prompt": "c04-m6", "model": "google-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Mangools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "look into more cost-effective alternatives (like Mangools, Serpstat, or SE Ranking)"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|google-small|Serpstat", "prompt": "c04-m6", "model": "google-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Serpstat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "look into more cost-effective alternatives (like Mangools, Serpstat, or SE Ranking)"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|google-small|SE Ranking", "prompt": "c04-m6", "model": "google-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "SE Ranking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "look into more cost-effective alternatives (like Mangools, Serpstat, or SE Ranking)"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|google-small|Semrush", "prompt": "c04-m6", "model": "google-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Semrush", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "to avoid the high costs of Ahrefs or Semrush"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|google-small|Moz", "prompt": "c04-m6", "model": "google-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Moz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "automated crawlers (including those from Semrush or Moz) often list hundreds of \"critical errors\" that are not actually issues"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|google-small|Google Search Console", "prompt": "c04-m6", "model": "google-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Google Search Console", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Legitimate tools (like Google Search Console, Screaming Frog, or Ahrefs) provide *data*"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|google-small|Screaming Frog", "prompt": "c04-m6", "model": "google-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Screaming Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "Legitimate tools (like Google Search Console, Screaming Frog, or Ahrefs) provide *data*"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|mistral-small|SEOClerks.com", "prompt": "c04-m6", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "SEOClerks.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "majority of services are fraudulent SEO boosts, PBN links, and fake engagement"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|mistral-small|BlackHatWorld", "prompt": "c04-m6", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "BlackHatWorld", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Dedicated to black hat services, tools, and tutorials... the platform itself enables unethical practices"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|mistral-small|Wjunction", "prompt": "c04-m6", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Wjunction", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Forum-based marketplace with user-posted content, high risk of scams"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|mistral-small|Google Search Console", "prompt": "c04-m6", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Google Search Console", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Instead, use these established platforms with proper monitoring: Google Search Console (free)"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|mistral-small|Semrush", "prompt": "c04-m6", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Semrush", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Semrush - Good for backlink analytics and toxic score detection"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|mistral-small|Ahrefs", "prompt": "c04-m6", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Ahrefs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Ahrefs - Strong for detecting new/broken backlinks"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|mistral-small|Copyscape/Siteliner", "prompt": "c04-m6", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Copyscape/Siteliner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Copyscape/Siteliner - For duplicate content detection"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|mistral-small|Google Alerts", "prompt": "c04-m6", "model": "mistral-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Google Alerts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Google Alerts - For brand monitoring"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|moonshot-small|Ubersuggest (Neil Patel)", "prompt": "c04-m6", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Ubersuggest (Neil Patel)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Risk Score: 42/100 (Caution) ... Persistent quality complaints about data accuracy"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|moonshot-small|Semrush", "prompt": "c04-m6", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Semrush", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Risk Score: 40/100 (Caution) ... Aggressive subscription billing practices"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|moonshot-small|Jasper AI", "prompt": "c04-m6", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Jasper AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Risk Score: 57/100 (At Risk) ... \"Unethical by Design\""}, {"id": "mai-20260915-0741-calibration_b|c04-m6|moonshot-small|WriteSonic", "prompt": "c04-m6", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "WriteSonic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Lifetime deal customers locked out ... Charges after cancellation, denied refunds"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|moonshot-small|Copy.ai", "prompt": "c04-m6", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Copy.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Risk Score: 51/100 (Vulnerable) ... Higher pricing with limited SEO capabilities"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|moonshot-small|KWFinder (Mangools)", "prompt": "c04-m6", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "KWFinder (Mangools)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "7/100 | Clean record"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|moonshot-small|SE Ranking", "prompt": "c04-m6", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "SE Ranking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "7/100 | Strong value, clean reputation"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|moonshot-small|Serpstat", "prompt": "c04-m6", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Serpstat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "7/100 | Fair reputation"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|moonshot-small|SpyFu", "prompt": "c04-m6", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "SpyFu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "7/100 | Value-focused"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|moonshot-small|Majestic", "prompt": "c04-m6", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Majestic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "7/100 | Clean but niche"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|moonshot-small|Keywords Everywhere", "prompt": "c04-m6", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Keywords Everywhere", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "7/100 | Highly reviewed"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|moonshot-small|Ahrefs", "prompt": "c04-m6", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Ahrefs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "13/100 | Generally clean, premium pricing"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|moonshot-small|Clearscope", "prompt": "c04-m6", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Clearscope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "13/100 | Strong enterprise reputation, expensive"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|moonshot-small|Surfer SEO", "prompt": "c04-m6", "model": "moonshot-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Surfer SEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "11/100 | Generally fair reputation, some AI credit disputes"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|xai-small|SEOToolsGroupBuy.com", "prompt": "c04-m6", "model": "xai-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "SEOToolsGroupBuy.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid/caution:** These share premium tool access (Ahrefs, SEMrush) at low prices but violate ToS, leading to sudden bans"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|xai-small|SEOToolGroupBuy.com", "prompt": "c04-m6", "model": "xai-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "SEOToolGroupBuy.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Group Buy/Shared SEO Tool Services ... **Why avoid/caution:**"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|xai-small|groupbuyseotools.org", "prompt": "c04-m6", "model": "xai-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "groupbuyseotools.org", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Group Buy/Shared SEO Tool Services ... **Why avoid/caution:**"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|xai-small|seogroupbuyguru.com", "prompt": "c04-m6", "model": "xai-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "seogroupbuyguru.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Group Buy/Shared SEO Tool Services ... **Why avoid/caution:**"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|xai-small|groupbuyanytool.com", "prompt": "c04-m6", "model": "xai-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "groupbuyanytool.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Group Buy/Shared SEO Tool Services ... **Why avoid/caution:**"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|xai-small|black-hat-seo.site", "prompt": "c04-m6", "model": "xai-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "black-hat-seo.site", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Why avoid:** Promote manipulative tactics (link farms, cloaking, spam) that trigger Google manual/algorithmic penalties"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|xai-small|black-hat-seo.store", "prompt": "c04-m6", "model": "xai-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "black-hat-seo.store", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Why avoid:** Promote manipulative tactics ... Violates Google's guidelines explicitly."}, {"id": "mai-20260915-0741-calibration_b|c04-m6|xai-small|seo-999.shop", "prompt": "c04-m6", "model": "xai-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "seo-999.shop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Why avoid:** Promote manipulative tactics ... Violates Google's guidelines explicitly."}, {"id": "mai-20260915-0741-calibration_b|c04-m6|xai-small|Semrush", "prompt": "c04-m6", "model": "xai-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Semrush", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Semrush (40/100 risk score) has patterns of subscription traps, hard cancellations, and opaque credit limits."}, {"id": "mai-20260915-0741-calibration_b|c04-m6|xai-small|Ubersuggest", "prompt": "c04-m6", "model": "xai-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Ubersuggest", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Ubersuggest/Long Tail Pro have quality gripes."}, {"id": "mai-20260915-0741-calibration_b|c04-m6|xai-small|Long Tail Pro", "prompt": "c04-m6", "model": "xai-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Long Tail Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Ubersuggest/Long Tail Pro have quality gripes."}, {"id": "mai-20260915-0741-calibration_b|c04-m6|xai-small|Ahrefs", "prompt": "c04-m6", "model": "xai-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Ahrefs", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Mainstream like Ahrefs/Surfer SEO are generally solid (few/no major red flags) but watch Ahrefs' credit changes"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|xai-small|Surfer SEO", "prompt": "c04-m6", "model": "xai-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Surfer SEO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "Mainstream like Ahrefs/Surfer SEO are generally solid (few/no major red flags)"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|xai-small|Frase", "prompt": "c04-m6", "model": "xai-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Frase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Prioritize white-hat tools (e.g., Ahrefs, SEMrush, Surfer, Frase for content) with human oversight."}, {"id": "mai-20260915-0741-calibration_b|c04-m6|zai-small|SEO.ai", "prompt": "c04-m6", "model": "zai-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "SEO.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**SEO.ai** (ironically)"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|zai-small|RankBrain AI", "prompt": "c04-m6", "model": "zai-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "RankBrain AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**RankBrain AI**"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|zai-small|ChatGPT", "prompt": "c04-m6", "model": "zai-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Not worth paying for when you can use ChatGPT directly for $20/month"}, {"id": "mai-20260915-0741-calibration_b|c04-m6|zai-small|Promptwatch", "prompt": "c04-m6", "model": "zai-small", "cat": "seo-content-optimization", "variant": "negative", "raw": "Promptwatch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Analyze real citation data (like 880M+ citations tracked by Promptwatch)"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|alibaba-small|Goldcast", "prompt": "c05-m1", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Goldcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Goldcast** — Best Overall for Mid-Market B2B"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|alibaba-small|ON24", "prompt": "c05-m1", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "ON24", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd recommend evaluating **Goldcast** and **ON24** first for a typical mid-market B2B company"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|alibaba-small|Livestorm", "prompt": "c05-m1", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Livestorm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Livestorm** — Best for Simplicity & Value"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|alibaba-small|Bizzabo", "prompt": "c05-m1", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Bizzabo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bizzabo** — Best if You Need Full Event Management"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|alibaba-small|Zoom Webinars", "prompt": "c05-m1", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Zoom Webinars", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Trusted infrastructure with sufficient features for most webinar needs, though less specialized than competitors"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|alibaba-small|RingCentral", "prompt": "c05-m1", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "RingCentral", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(Bizzabo, RingCentral better for complex formats)"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|anthropic-small|Goldcast", "prompt": "c05-m1", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Goldcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Goldcast if you need enterprise-grade events with AI-powered content repurposing built in."}, {"id": "mai-20260915-0741-calibration_b|c05-m1|anthropic-small|Demio", "prompt": "c05-m1", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Demio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Demio if you want a budget-friendly option with solid ROI tracking for smaller teams."}, {"id": "mai-20260915-0741-calibration_b|c05-m1|anthropic-small|Zoom Webinars", "prompt": "c05-m1", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Zoom Webinars", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Zoom Webinar if your organization already uses Zoom and values familiar workflows over advanced branding."}, {"id": "mai-20260915-0741-calibration_b|c05-m1|anthropic-small|Airmeet", "prompt": "c05-m1", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Airmeet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your KPI is meetings-booked, Airmeet is a strong shortlist."}, {"id": "mai-20260915-0741-calibration_b|c05-m1|challenger-small|Goldcast", "prompt": "c05-m1", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Goldcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall choice is usually **Goldcast**"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|challenger-small|Bizzabo", "prompt": "c05-m1", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Bizzabo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "best overall choice is usually **Bizzabo** if webinars are part of a broader event program"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|challenger-small|GoToWebinar", "prompt": "c05-m1", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "GoToWebinar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GoToWebinar** is the safer default"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|challenger-small|Livestorm", "prompt": "c05-m1", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Livestorm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Livestorm** is a strong mid-market option"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|challenger-small|Demio", "prompt": "c05-m1", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Demio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best when your team wants a **marketing-friendly webinar platform**"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|challenger-small|Airmeet", "prompt": "c05-m1", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Airmeet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if your webinars need **networking, lounges, and community-style event experiences**"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|challenger-small|GoTo Webinar", "prompt": "c05-m1", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "GoTo Webinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "best if you prioritize reliability and straightforward reporting over newer engagement features"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|deepseek-small|Demio", "prompt": "c05-m1", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Demio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a typical mid-market B2B SaaS/marketing team running 2–6 webinars/month with a HubSpot or Salesforce stack → Demio is the strongest, most cost-effective choice."}, {"id": "mai-20260915-0741-calibration_b|c05-m1|deepseek-small|Livestorm", "prompt": "c05-m1", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Livestorm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you run large, complex, or international events and need deeper integrations → Livestorm."}, {"id": "mai-20260915-0741-calibration_b|c05-m1|deepseek-small|Goldcast", "prompt": "c05-m1", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Goldcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you're doing bigger virtual events or account-based marketing"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|deepseek-small|ON24", "prompt": "c05-m1", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "ON24", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ON24 | Enterprise demand-gen analytics | Sales-quoted (~$25K+/yr)"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|deepseek-small|Zoom Webinars", "prompt": "c05-m1", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Zoom Webinars", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Zoom Webinars | Teams already on Zoom; familiarity"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|google-small|Zoom Meetings", "prompt": "c05-m1", "model": "google-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Zoom Meetings", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you have outgrown basic tools like standard Zoom Meetings (which look unprofessional and lack marketing analytics)"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|google-small|ON24", "prompt": "c05-m1", "model": "google-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "ON24", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you likely don't want the extreme cost, clunky legacy interfaces, and steep learning curves of enterprise giants like ON24 or Cvent"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|google-small|Cvent", "prompt": "c05-m1", "model": "google-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Cvent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "extreme cost, clunky legacy interfaces, and steep learning curves of enterprise giants like ON24 or Cvent"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|google-small|Goldcast", "prompt": "c05-m1", "model": "google-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Goldcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Goldcast: Best Overall for B2B Marketing & Pipeline Generation ... is the industry leader for mid-market B2B"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|google-small|Demio", "prompt": "c05-m1", "model": "google-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Demio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Ease of Use & Marketing Automation ... Demio is the premier choice"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|google-small|Livestorm", "prompt": "c05-m1", "model": "google-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Livestorm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Frictionless Attendee Experience"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|google-small|BigMarker", "prompt": "c05-m1", "model": "google-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "BigMarker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Complex, Multi-Session Virtual Summits"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|google-small|Airmeet", "prompt": "c05-m1", "model": "google-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Airmeet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for Community & High-Engagement Networking"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|meta-small|Goldcast", "prompt": "c05-m1", "model": "meta-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Goldcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is likely to be one of the following: Goldcast, RingCentral Events, or Hubilo"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|meta-small|RingCentral Events", "prompt": "c05-m1", "model": "meta-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "RingCentral Events", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "RingCentral Events is suitable for virtual environments with multi-session capabilities"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|meta-small|Hubilo", "prompt": "c05-m1", "model": "meta-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Hubilo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Hubilo is a strong choice for mid-market marketing teams running multi-session events"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|minimax-small|Goldcast", "prompt": "c05-m1", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Goldcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Goldcast** or **Bizzabo** would be the top recommendations"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|minimax-small|Bizzabo", "prompt": "c05-m1", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Bizzabo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Goldcast** or **Bizzabo** would be the top recommendations"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|minimax-small|ON24", "prompt": "c05-m1", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "ON24", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise-grade but commonly used by mid-market teams"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|minimax-small|Zoom Webinars", "prompt": "c05-m1", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Zoom Webinars", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Limited branding and demand gen depth"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|minimax-small|RingCentral Events", "prompt": "c05-m1", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "RingCentral Events", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good for multi-session events"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|minimax-small|GoTo Webinar", "prompt": "c05-m1", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "GoTo Webinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Traditional webinars | Straightforward execution"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|minimax-small|Livestorm", "prompt": "c05-m1", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Livestorm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "EU/UK teams, recurring demos | Browser-based, no-download UX"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|mistral-small|Demio", "prompt": "c05-m1", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Demio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Mid-Market B2B: Demio"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|mistral-small|Livestorm", "prompt": "c05-m1", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Livestorm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Livestorm** provides the most modern attendee experience"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|mistral-small|Goldcast", "prompt": "c05-m1", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Goldcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need high-production virtual events, **Goldcast** is worth the investment."}, {"id": "mai-20260915-0741-calibration_b|c05-m1|mistral-small|Zoom Webinars", "prompt": "c05-m1", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Zoom Webinars", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cons: Less specialized for B2B marketing"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|mistral-small|GoToWebinar", "prompt": "c05-m1", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "GoToWebinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Product demos and lead generation"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|mistral-small|ON24", "prompt": "c05-m1", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "ON24", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cons: Expensive, more enterprise-focused"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|moonshot-small|Demio", "prompt": "c05-m1", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Demio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Demio** if your focus is marketing-driven webinars with clear ROI tracking, or **Livestorm**"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|moonshot-small|Livestorm", "prompt": "c05-m1", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Livestorm", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Livestorm** if you need broader accessibility and compliance features"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|moonshot-small|BigMarker", "prompt": "c05-m1", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "BigMarker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BigMarker** is excellent if you anticipate scaling to larger virtual events or need more format flexibility."}, {"id": "mai-20260915-0741-calibration_b|c05-m1|moonshot-small|WebinarGeek", "prompt": "c05-m1", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "WebinarGeek", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "EU/GDPR requirements | **WebinarGeek** or **Livestorm**"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|moonshot-small|GoTo Webinar", "prompt": "c05-m1", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "GoTo Webinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**GoTo Webinar** | Reliable performance | ~$49/month"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|moonshot-small|Zoom Webinars", "prompt": "c05-m1", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Zoom Webinars", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Zoom Webinars** | Large audiences | ~$79/month"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|moonshot-small|ON24", "prompt": "c05-m1", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "ON24", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Both **Goldcast** and **ON24** were acquired by Cvent in late 2025/early 2026... their long-term roadmaps may shift."}, {"id": "mai-20260915-0741-calibration_b|c05-m1|moonshot-small|Goldcast", "prompt": "c05-m1", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Goldcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Both **Goldcast** and **ON24** were acquired by Cvent... their long-term roadmaps may shift."}, {"id": "mai-20260915-0741-calibration_b|c05-m1|openai-small|ON24", "prompt": "c05-m1", "model": "openai-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "ON24", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall pick is usually **ON24** if your priority is **demand generation, lead capture, and analytics**"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|openai-small|Zoom Events/Webinars Plus", "prompt": "c05-m1", "model": "openai-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Zoom Events/Webinars Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Zoom Events/Webinars Plus** if your priority is **ease of use, broader event formats, and faster rollout**"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|openai-small|GoTo Webinar", "prompt": "c05-m1", "model": "openai-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "GoTo Webinar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GoTo Webinar** is a strong value option if you want a more straightforward webinar platform"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|xai-small|Goldcast", "prompt": "c05-m1", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Goldcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Standouts:** Goldcast for modern B2B (AI + repurposing to maximize content)"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|xai-small|Whova", "prompt": "c05-m1", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Whova", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "expert buyer's guides (e.g., Bizzabo, Goldcast, Whova)"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|xai-small|Livestorm", "prompt": "c05-m1", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Livestorm", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**start with Livestorm or Demio**—they're highly rated for marketing/sales webinars"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|xai-small|Demio", "prompt": "c05-m1", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Demio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**start with Livestorm or Demio**—they're highly rated for marketing/sales webinars"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|xai-small|GoTo Webinar", "prompt": "c05-m1", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "GoTo Webinar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "GoTo is a safe, proven choice for simplicity."}, {"id": "mai-20260915-0741-calibration_b|c05-m1|xai-small|RingCentral Events", "prompt": "c05-m1", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "RingCentral Events", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Virtual/hybrid events with community features"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|xai-small|Bizzabo", "prompt": "c05-m1", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Bizzabo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise options like ON24/Bizzabo suit higher budgets but can be pricier ($2k+/month)"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|xai-small|Webex", "prompt": "c05-m1", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Webex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "G2 leaders for mid-market include Webex/Zoom variants"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|xai-small|ON24", "prompt": "c05-m1", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "ON24", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Enterprise options like ON24/Bizzabo suit higher budgets but can be pricier"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|xai-small|Zoom Webinars", "prompt": "c05-m1", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Zoom Webinars", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Zoom Webinars (if you use Zoom, ~$79+/month add-on, familiar but lighter marketing)"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|xai-small|WebinarNinja", "prompt": "c05-m1", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "WebinarNinja", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "WebinarNinja (budget lead gen, $0.30/attendee)"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|zai-small|Demio", "prompt": "c05-m1", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Demio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For frequent webinars with moderate to high audience sizes and strong CRM integration: Demio or GoTo Webinar"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|zai-small|GoTo Webinar", "prompt": "c05-m1", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "GoTo Webinar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For frequent webinars with moderate to high audience sizes and strong CRM integration: Demio or GoTo Webinar"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|zai-small|Livestorm", "prompt": "c05-m1", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Livestorm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For high-volume or EU-focused events and flexible pay-per-attendee: Livestorm"}, {"id": "mai-20260915-0741-calibration_b|c05-m1|zai-small|Webex Webinars", "prompt": "c05-m1", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "direct", "raw": "Webex Webinars", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For large-scale or Cisco-ecosystem deployments: Webex Webinars"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|alibaba-small|Demio", "prompt": "c05-m2", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Demio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the top recommendation is **Demio**"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|alibaba-small|Livestorm", "prompt": "c05-m2", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Livestorm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Runner-Up (Automation Focused): Livestorm"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|alibaba-small|WebinarNinja", "prompt": "c05-m2", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "WebinarNinja", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Interface is less polished than Demio/Livestorm; fewer customization options."}, {"id": "mai-20260915-0741-calibration_b|c05-m2|alibaba-small|Zoom Webinars", "prompt": "c05-m2", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Zoom Webinars", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Requires a separate, expensive \"Pro\" license (add-on); lacks native marketing automation features"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|alibaba-small|ON24", "prompt": "c05-m2", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "ON24", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Often overkill (and too expensive) for mid-sized companies"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|anthropic-small|Goldcast", "prompt": "c05-m2", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Goldcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd particularly recommend **Goldcast** or **BigMarker** as balanced choices"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|anthropic-small|Zoom Webinars", "prompt": "c05-m2", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Zoom Webinars", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies starting out, **Zoom Webinars** or **GoToWebinar** offer the best balance of features, ease of use, and cost."}, {"id": "mai-20260915-0741-calibration_b|c05-m2|anthropic-small|Hopin", "prompt": "c05-m2", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Hopin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want more event-specific features and networking opportunities, **Hopin** is increasingly popular."}, {"id": "mai-20260915-0741-calibration_b|c05-m2|anthropic-small|ON24", "prompt": "c05-m2", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "ON24", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the enterprise-level complexity and pricing of ON24 or Bizzabo"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|anthropic-small|Bizzabo", "prompt": "c05-m2", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Bizzabo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "without the enterprise-level complexity and pricing of ON24 or Bizzabo"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|anthropic-small|GoToWebinar", "prompt": "c05-m2", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "GoToWebinar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Zoom Webinars** or **GoToWebinar** offer the best balance of features, ease of use, and cost"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|anthropic-small|BigMarker", "prompt": "c05-m2", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "BigMarker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd particularly recommend **Goldcast** or **BigMarker** as balanced choices"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|anthropic-small|Adobe Connect", "prompt": "c05-m2", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Adobe Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Professional platform with breakout rooms, recording, and interactive tools."}, {"id": "mai-20260915-0741-calibration_b|c05-m2|challenger-small|Demio", "prompt": "c05-m2", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Demio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Demio** as the default choice if your webinars are mainly for marketing, lead generation, or customer education."}, {"id": "mai-20260915-0741-calibration_b|c05-m2|challenger-small|Livestorm", "prompt": "c05-m2", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Livestorm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Livestorm** if you want a browser-based platform and expect **product demos, onboarding, or larger events**."}, {"id": "mai-20260915-0741-calibration_b|c05-m2|challenger-small|GoTo Webinar", "prompt": "c05-m2", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "GoTo Webinar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GoTo Webinar** if you want a more traditional, reliable webinar tool with **clean reporting**"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|challenger-small|Zoom Webinars", "prompt": "c05-m2", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Zoom Webinars", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoom Webinars** if your team already lives in the Zoom ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|challenger-small|ON24", "prompt": "c05-m2", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "ON24", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ON24** or **BigMarker** if you are running **larger, more complex, or more compliance-heavy** events."}, {"id": "mai-20260915-0741-calibration_b|c05-m2|challenger-small|BigMarker", "prompt": "c05-m2", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "BigMarker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**ON24** or **BigMarker** if you are running **larger, more complex, or more compliance-heavy** events."}, {"id": "mai-20260915-0741-calibration_b|c05-m2|deepseek-small|Livestorm", "prompt": "c05-m2", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Livestorm", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Livestorm** is the strongest overall fit."}, {"id": "mai-20260915-0741-calibration_b|c05-m2|deepseek-small|Demio", "prompt": "c05-m2", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Demio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Demio** if you're on a tight budget"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|deepseek-small|Zoom Webinars", "prompt": "c05-m2", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Zoom Webinars", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Marketing features feel like an afterthought; needs extra tools"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|deepseek-small|ON24", "prompt": "c05-m2", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "ON24", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Overkill and expensive for most mid-sized teams; longer implementation"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|deepseek-small|Goldcast", "prompt": "c05-m2", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Goldcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Overkill and expensive for most mid-sized teams; longer implementation"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|deepseek-small|BigMarker", "prompt": "c05-m2", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "BigMarker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Demand-gen teams wanting flexible formats (live/simulive/automated) without enterprise complexity"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|google-small|Zoom", "prompt": "c05-m2", "model": "google-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Zoom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "needs a platform that goes beyond basic video conferencing (like standard Zoom or Microsoft Teams)"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|google-small|Microsoft Teams", "prompt": "c05-m2", "model": "google-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Microsoft Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "goes beyond basic video conferencing (like standard Zoom or Microsoft Teams)"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|google-small|ON24", "prompt": "c05-m2", "model": "google-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "ON24", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoids the expensive, clunky, enterprise-heavy setups of legacy systems like ON24"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|google-small|Contrast", "prompt": "c05-m2", "model": "google-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Contrast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "its newer, fast-rising competitor **Contrast**"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|google-small|Goldcast", "prompt": "c05-m2", "model": "google-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Goldcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best Overall for B2B Demand Generation & Pipeline Tracking"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|google-small|Livestorm", "prompt": "c05-m2", "model": "google-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Livestorm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Frictionless Attendee Experience & Lean Teams"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|google-small|GoToWebinar", "prompt": "c05-m2", "model": "google-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "GoToWebinar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "forcing attendees ... to download a desktop application (like Zoom or GoToWebinar)"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|google-small|Zoom Webinars", "prompt": "c05-m2", "model": "google-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Zoom Webinars", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "The Caveat: It lacks the polished marketing aesthetics, modern interactive branding, and deep CRM data-mapping"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|google-small|MS Teams", "prompt": "c05-m2", "model": "google-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "MS Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "requires a tool like Zoom or MS Teams"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|google-small|Demio", "prompt": "c05-m2", "model": "google-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Demio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for High-Frequency, Automated, and On-Demand Webinars"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|google-small|RingCentral Events (formerly Hopin)", "prompt": "c05-m2", "model": "google-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "RingCentral Events (formerly Hopin)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for Large-Scale Virtual Conferences and Interactive Networking"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|google-small|Airmeet", "prompt": "c05-m2", "model": "google-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Airmeet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "RingCentral Events (formerly Hopin) or Airmeet"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|meta-small|Livestorm", "prompt": "c05-m2", "model": "meta-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Livestorm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the best webinar platforms for mid-sized B2B companies are: 1. Livestorm"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|meta-small|WebinarGeek", "prompt": "c05-m2", "model": "meta-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "WebinarGeek", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. WebinarGeek"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|meta-small|Bizzabo", "prompt": "c05-m2", "model": "meta-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Bizzabo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Bizzabo"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|meta-small|ON24", "prompt": "c05-m2", "model": "meta-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "ON24", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. ON24"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|meta-small|Goldcast", "prompt": "c05-m2", "model": "meta-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Goldcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Goldcast"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|meta-small|Zoom Webinars", "prompt": "c05-m2", "model": "meta-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Zoom Webinars", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Zoom Webinars"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|meta-small|RingCentral Events", "prompt": "c05-m2", "model": "meta-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "RingCentral Events", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. RingCentral Events"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|meta-small|GoTo Webinar", "prompt": "c05-m2", "model": "meta-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "GoTo Webinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. GoTo Webinar"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|meta-small|Demio", "prompt": "c05-m2", "model": "meta-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Demio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. Demio"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|meta-small|Contrast", "prompt": "c05-m2", "model": "meta-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Contrast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. Contrast"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|minimax-small|Demio", "prompt": "c05-m2", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Demio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Recommendation: Demio**"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|minimax-small|Zoom Webinars/Events", "prompt": "c05-m2", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Zoom Webinars/Events", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Demio or Zoom would be the best starting points for most mid-sized B2B companies."}, {"id": "mai-20260915-0741-calibration_b|c05-m2|minimax-small|GoToWebinar", "prompt": "c05-m2", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "GoToWebinar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Established platform with robust features"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|minimax-small|Webex Events (Cisco)", "prompt": "c05-m2", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Webex Events (Cisco)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise-grade reliability"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|minimax-small|Hopin", "prompt": "c05-m2", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Hopin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent for virtual conferences and expo-style events"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|mistral-small|Demio", "prompt": "c05-m2", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Demio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For most mid-sized B2B companies, I'd recommend starting with either Demio or Livestorm**"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|mistral-small|Livestorm", "prompt": "c05-m2", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Livestorm", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**For most mid-sized B2B companies, I'd recommend starting with either Demio or Livestorm**"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|mistral-small|WebinarNinja", "prompt": "c05-m2", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "WebinarNinja", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. WebinarNinja** ⭐ **Best Value for Growing Companies**"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|mistral-small|Zoho Meeting", "prompt": "c05-m2", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Zoho Meeting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Additional Options:** ### **Zoho Meeting** - **Best for:** Small to mid-sized teams needing good value"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|moonshot-small|Demio", "prompt": "c05-m2", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Demio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: **Demio** ... start with **Demio**. It hits the sweet spot for mid-sized B2B companies"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|moonshot-small|Zoom Webinars", "prompt": "c05-m2", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Zoom Webinars", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best If You Need Scale & Familiarity: **Zoom Webinars**"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|moonshot-small|ON24", "prompt": "c05-m2", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "ON24", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Expensive and complex; likely overkill unless webinars are a core pipeline channel"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|moonshot-small|Livestorm", "prompt": "c05-m2", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Livestorm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for GDPR/International Teams: **Livestorm**"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|moonshot-small|Bizzabo", "prompt": "c05-m2", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Bizzabo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Multi-session virtual conferences + webinars | **Bizzabo** or **RingCentral Events**"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|moonshot-small|RingCentral Events", "prompt": "c05-m2", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "RingCentral Events", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Multi-session virtual conferences + webinars | **Bizzabo** or **RingCentral Events**"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|openai-small|Airmeet", "prompt": "c05-m2", "model": "openai-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Airmeet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one** for a mid-sized B2B company without more context: **Airmeet**."}, {"id": "mai-20260915-0741-calibration_b|c05-m2|openai-small|Demio", "prompt": "c05-m2", "model": "openai-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Demio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Demio** if your team values **speed, ease, and marketer-friendly webinar execution**"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|openai-small|ON24", "prompt": "c05-m2", "model": "openai-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "ON24", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a more **enterprise-grade marketing and analytics stack**, I'd lean toward **ON24**."}, {"id": "mai-20260915-0741-calibration_b|c05-m2|openai-small|Zoom Webinars", "prompt": "c05-m2", "model": "openai-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Zoom Webinars", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your team already lives in Zoom and wants the simplest operational path, **Zoom Webinars** is a strong practical choice."}, {"id": "mai-20260915-0741-calibration_b|c05-m2|xai-small|Zoom Webinars", "prompt": "c05-m2", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Zoom Webinars", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Zoom Webinars as the top platform for hosting webinars and virtual events."}, {"id": "mai-20260915-0741-calibration_b|c05-m2|xai-small|GoToWebinar", "prompt": "c05-m2", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "GoToWebinar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GoToWebinar** is a close second for straightforward B2B events"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|xai-small|Livestorm", "prompt": "c05-m2", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Livestorm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Marketing/lead gen, no-download browser experience"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|xai-small|Demio", "prompt": "c05-m2", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Demio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Engagement-focused marketing webinars"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|zai-small|Zoom Webinars/Zoom Events", "prompt": "c05-m2", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Zoom Webinars/Zoom Events", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Zoom Webinars/Zoom Events** ⭐ **Best Overall**"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|zai-small|Demio", "prompt": "c05-m2", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Demio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Demio** if your primary focus is marketing ROI, lead generation"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|zai-small|GoToWebinar", "prompt": "c05-m2", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "GoToWebinar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider GoToWebinar** if you need to host larger events regularly"}, {"id": "mai-20260915-0741-calibration_b|c05-m2|zai-small|Livestorm", "prompt": "c05-m2", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "paraphrase", "raw": "Livestorm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Livestorm** ⭐ **Best for Customization**"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|alibaba-small|Zoom Webinars", "prompt": "c05-m3", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Zoom Webinars", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The industry standard for stability and simplicity."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|alibaba-small|Livestorm", "prompt": "c05-m3", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Livestorm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A favorite among B2B marketing teams, particularly in Europe."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|alibaba-small|EasyWebinar", "prompt": "c05-m3", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "EasyWebinar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The leader for creators and course sellers."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|alibaba-small|GoToWebinar", "prompt": "c05-m3", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "GoToWebinar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "its interface is considered more utilitarian compared to modern competitors"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|alibaba-small|Airmeet", "prompt": "c05-m3", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Airmeet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The go-to for community-driven networking."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|alibaba-small|RingCentral Events (formerly Hopin)", "prompt": "c05-m3", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "RingCentral Events (formerly Hopin)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The standard for large-scale hybrid summits."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|alibaba-small|Whova", "prompt": "c05-m3", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Whova", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for conferences that also happen in-person."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|alibaba-small|Cvent", "prompt": "c05-m3", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Cvent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Very expensive ($30k+ ACV) and typically requires a dedicated operations team."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|alibaba-small|Bizzabo", "prompt": "c05-m3", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Bizzabo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Focused on marketing-led ROI."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|alibaba-small|Teams", "prompt": "c05-m3", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Most traditional tools (Zoom, GoTo, Teams) require software installation."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|alibaba-small|Demio", "prompt": "c05-m3", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Demio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Modern leaders (like **Demio** and **EasyWebinar**) allow you to turn live recordings into \"Automated\" experiences."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|alibaba-small|ON24", "prompt": "c05-m3", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "ON24", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Advanced platforms (like **Bizzabo** and **ON24**) score attendees based on behavior."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|anthropic-small|Cvent", "prompt": "c05-m3", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Cvent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Enterprise-grade ecosystems include Cvent, Webex, and Goldcast"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|anthropic-small|Webex", "prompt": "c05-m3", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Webex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Webex Webinars can support massive events with thousands of attendees and offer some of the most advanced compliance controls available"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|anthropic-small|Goldcast", "prompt": "c05-m3", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Goldcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Enterprise-grade ecosystems include Cvent, Webex, and Goldcast"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|anthropic-small|Livestorm", "prompt": "c05-m3", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Livestorm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Livestorm is fully browser-based, so attendees join in one click with no download"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|anthropic-small|Demio", "prompt": "c05-m3", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Demio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Demio is a comprehensive webinar platform explicitly designed for marketers"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|anthropic-small|BigMarker", "prompt": "c05-m3", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "BigMarker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "BigMarker supports large-scale webinars with up to 10,000 attendees, making it ideal for conferences"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|anthropic-small|Zoom", "prompt": "c05-m3", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Zoom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Zoom and Cisco Webex are the strongest options for large audiences, with Zoom supporting up to 50,000 view-only attendees"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|anthropic-small|Zuddl", "prompt": "c05-m3", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Zuddl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Zuddl is a unified event and webinar platform built for B2B marketing teams"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|challenger-small|Zoom Webinars", "prompt": "c05-m3", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Zoom Webinars", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best for large, familiar live webinars**: **Zoom Webinars**"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|challenger-small|Zoom Webinars / Zoom Events", "prompt": "c05-m3", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Zoom Webinars / Zoom Events", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for many teams:** **Livestorm** or **Zoom Webinars**."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|challenger-small|Livestorm", "prompt": "c05-m3", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Livestorm", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best overall for many teams**: **Livestorm**.[7]"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|challenger-small|GoTo Webinar", "prompt": "c05-m3", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "GoTo Webinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Traditional business webinars and enterprise-style events"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|challenger-small|Webex Webinars / Webex Events", "prompt": "c05-m3", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Webex Webinars / Webex Events", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for enterprise events:** **Webex Webinars** or **ON24**."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|challenger-small|Demio", "prompt": "c05-m3", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Demio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Livestorm** and **Demio** are often favored for a smoother browser-based attendee experience"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|challenger-small|Webex Webinars", "prompt": "c05-m3", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Webex Webinars", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for enterprise security**: **Webex Webinars**"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|challenger-small|BigMarker", "prompt": "c05-m3", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "BigMarker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for marketing automation**: **BigMarker** or **ON24**"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|challenger-small|ON24", "prompt": "c05-m3", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "ON24", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for marketing automation**: **BigMarker** or **ON24**"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|challenger-small|Crowdcast", "prompt": "c05-m3", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Crowdcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for creators/community**: **Crowdcast**"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|challenger-small|eWebinar", "prompt": "c05-m3", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "eWebinar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best for evergreen webinars**: **eWebinar** or **WebinarJam/EverWebinar**"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|challenger-small|EverWebinar / eWebinar", "prompt": "c05-m3", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "EverWebinar / eWebinar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best for evergreen automation:** **EverWebinar** or **eWebinar**."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|challenger-small|WebinarJam", "prompt": "c05-m3", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "WebinarJam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Best for evergreen webinars**: **eWebinar** or **WebinarJam/EverWebinar**"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|challenger-small|EasyWebinar", "prompt": "c05-m3", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "EasyWebinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Platforms like **WebinarJam**, **EasyWebinar**, and some others in this category are notable for built-in selling"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|challenger-small|EverWebinar", "prompt": "c05-m3", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "EverWebinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**WebinarJam/EverWebinar**"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|deepseek-small|Demio", "prompt": "c05-m3", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Demio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Demio** | Marketing teams | ~$45–63/mo (50 attendees) | Clean UX"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|deepseek-small|Livestorm", "prompt": "c05-m3", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Livestorm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Livestorm** | SaaS demos/onboarding | Full browser-based (no download), EU-hosted"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|deepseek-small|GoToWebinar", "prompt": "c05-m3", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "GoToWebinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **GoToWebinar** | Large professional events | Reliable webcast mode for scale"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|deepseek-small|vFairs", "prompt": "c05-m3", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "vFairs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **vFairs** | Conferences & trade shows | 3D immersive exhibition halls"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|deepseek-small|Airmeet", "prompt": "c05-m3", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Airmeet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Airmeet** | Community networking events | Social lounge \"tables,\" AI matchmaking"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|deepseek-small|Whova", "prompt": "c05-m3", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Whova", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Whova** | Conference mobile experience | Award-winning mobile app"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|deepseek-small|Cvent", "prompt": "c05-m3", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Cvent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "enterprise event management suites** (Cvent, Bizzabo, Swoogo)"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|deepseek-small|Bizzabo", "prompt": "c05-m3", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Bizzabo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "enterprise event management suites** (Cvent, Bizzabo, Swoogo)"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|deepseek-small|Swoogo", "prompt": "c05-m3", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Swoogo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| **Swoogo** | Enterprise unlimited events | ~$983/mo"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|deepseek-small|Zoom Webinars", "prompt": "c05-m3", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Zoom Webinars", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "| **Zoom Webinars** | Familiar, high-quality, scalable | Brand recognition, easy setup"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|deepseek-small|WebinarJam", "prompt": "c05-m3", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "WebinarJam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "| **WebinarJam** | Live selling / course creators | Conversion funnels"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|deepseek-small|WebinarNinja", "prompt": "c05-m3", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "WebinarNinja", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "| **WebinarNinja** | SMB lead gen | Great value"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|deepseek-small|eWebinar", "prompt": "c05-m3", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "eWebinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "| **eWebinar** | Evergreen automated webinars"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|deepseek-small|BigMarker", "prompt": "c05-m3", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "BigMarker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "| **BigMarker** | Custom branded webinars + automation"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|deepseek-small|ClickMeeting", "prompt": "c05-m3", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "ClickMeeting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "| **ClickMeeting** | Budget webinar platform | ~$26/mo"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|deepseek-small|Zoom Events", "prompt": "c05-m3", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Zoom Events", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "| **Zoom Events** | Teams already on Zoom | Multi-session hub, ticketing, backstage"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|deepseek-small|Remo", "prompt": "c05-m3", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Remo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "| **Remo** | Networking-focused events | Table-based virtual floor plan networking"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|deepseek-small|Webex Events", "prompt": "c05-m3", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Webex Events", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "| **Webex Events** | Enterprise security / hybrid | Strong security & hybrid support"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|deepseek-small|RingCentral Events", "prompt": "c05-m3", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "RingCentral Events", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "| **RingCentral Events** | Marketing teams | Studio production, AI branding"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|deepseek-small|Hubilo", "prompt": "c05-m3", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Hubilo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "| **Hubilo** | Integrations | ~$800/mo | Deep third-party integrations"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|deepseek-small|Accelevents", "prompt": "c05-m3", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Accelevents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "| **Accelevents** | High-volume unlimited programs | Unlimited attendees, fast support"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|google-small|Zoom Webinars / Zoom Events", "prompt": "c05-m3", "model": "google-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Zoom Webinars / Zoom Events", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best For: Universal familiarity, ease of use, and internal corporate training."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|google-small|Webex Webinars (by Cisco)", "prompt": "c05-m3", "model": "google-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Webex Webinars (by Cisco)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often considered too rigid and expensive for agile marketing teams"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|google-small|Goldcast", "prompt": "c05-m3", "model": "google-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Goldcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best For: B2B marketing teams that care about sales attribution and content repurposing."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|google-small|Demio", "prompt": "c05-m3", "model": "google-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Demio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "It is widely considered the best mid-market option for driving pipeline."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|google-small|ON24", "prompt": "c05-m3", "model": "google-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "ON24", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the setup is notoriously complex, and it typically requires expensive annual contracts"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|google-small|Livestorm", "prompt": "c05-m3", "model": "google-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Livestorm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For: SaaS companies running frequent product demos, customer onboarding, and training."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|google-small|RingCentral Events (formerly Hopin)", "prompt": "c05-m3", "model": "google-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "RingCentral Events (formerly Hopin)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "remains the gold standard for large virtual events"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|google-small|Airmeet", "prompt": "c05-m3", "model": "google-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Airmeet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best For: Networking-first events and interactive workshops."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|google-small|EverWebinar (and sister platform WebinarJam)", "prompt": "c05-m3", "model": "google-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "EverWebinar (and sister platform WebinarJam)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best For: Automated/evergreen sales webinars and direct-response marketing."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|google-small|EasyWebinar", "prompt": "c05-m3", "model": "google-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "EasyWebinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best For: All-in-one educators and course creators"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|meta-small|Zoom Events and Webinars", "prompt": "c05-m3", "model": "meta-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Zoom Events and Webinars", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Zoom Events is best for large-scale webinar hosting"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|meta-small|vFairs", "prompt": "c05-m3", "model": "meta-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "vFairs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "vFairs is ideal for immersive 3D virtual event environments"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|meta-small|Webex Events & Webinars", "prompt": "c05-m3", "model": "meta-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Webex Events & Webinars", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Webex Events & Webinars offers enterprise-grade security and hybrid event support"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|meta-small|RingCentral Events", "prompt": "c05-m3", "model": "meta-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "RingCentral Events", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "RingCentral Events is suitable for marketing teams managing webinars, virtual conferences, and hybrid events"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|meta-small|Remo Conference", "prompt": "c05-m3", "model": "meta-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Remo Conference", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Remo Conference is best for networking-focused virtual events and community building"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|minimax-small|WebinarNinja", "prompt": "c05-m3", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "WebinarNinja", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Lead generation | WebinarNinja, Demio"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|minimax-small|Livestorm", "prompt": "c05-m3", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Livestorm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Livestorm** | Browser-based, no downloads | $79-99/month"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|minimax-small|Demio", "prompt": "c05-m3", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Demio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lead generation | WebinarNinja, Demio"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|minimax-small|ON24", "prompt": "c05-m3", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "ON24", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**ON24** | Data-driven analytics | Custom pricing | AI-powered engagement tracking"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|minimax-small|Zoom Webinars", "prompt": "c05-m3", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Zoom Webinars", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise/events | Zoom, Webex"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|minimax-small|Webex Webinars", "prompt": "c05-m3", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Webex Webinars", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Enterprise/events | Zoom, Webex"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|minimax-small|Microsoft Teams", "prompt": "c05-m3", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Microsoft ecosystem | Teams"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|minimax-small|Google Meet", "prompt": "c05-m3", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Google Meet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Google ecosystem | Google Meet"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|minimax-small|GoToWebinar", "prompt": "c05-m3", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "GoToWebinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**GoToWebinar** | Professional events | $49/month | Robust analytics, up to 3,000 attendees"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|minimax-small|BigMarker", "prompt": "c05-m3", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "BigMarker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Automated/evergreen | eWebinar, BigMarker"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|minimax-small|Crowdcast", "prompt": "c05-m3", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Crowdcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Crowdcast** | Multi-platform streaming | $34/month"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|minimax-small|Airmeet", "prompt": "c05-m3", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Airmeet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Conferences/trade shows | vFairs, Airmeet"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|minimax-small|vFairs", "prompt": "c05-m3", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "vFairs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Conferences/trade shows | vFairs, Airmeet"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|minimax-small|eWebinar", "prompt": "c05-m3", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "eWebinar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Automated/evergreen | eWebinar, BigMarker"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|minimax-small|WebinarJam", "prompt": "c05-m3", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "WebinarJam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**WebinarJam** | Conversion funnels | $49/month | Live chat, funnel optimization"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|minimax-small|ClickMeeting", "prompt": "c05-m3", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "ClickMeeting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Budget-conscious | ClickMeeting, LiveWebinar"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|minimax-small|Digital Samba", "prompt": "c05-m3", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Digital Samba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Embeddable**: Digital Samba (for custom implementations)"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|minimax-small|LiveWebinar", "prompt": "c05-m3", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "LiveWebinar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "Budget-conscious | ClickMeeting, LiveWebinar"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|mistral-small|Webex Events/Webinars", "prompt": "c05-m3", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Webex Events/Webinars", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Webex Events/Webinars** | High-security enterprise webinars"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|mistral-small|Zoom Events & Webinars", "prompt": "c05-m3", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Zoom Events & Webinars", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Seamless Zoom integration** for existing users"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|mistral-small|ON24", "prompt": "c05-m3", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "ON24", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Data-driven marketing** with deep analytics"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|mistral-small|vFairs", "prompt": "c05-m3", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "vFairs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for physical-to-digital event replication**"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|mistral-small|BigMarker", "prompt": "c05-m3", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "BigMarker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**All-in-one marketing suite**"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|mistral-small|Demio", "prompt": "c05-m3", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Demio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**User-friendly** with strong automation"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|mistral-small|Livestorm", "prompt": "c05-m3", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Livestorm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**No downloads required** for attendees"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|mistral-small|WebinarJam", "prompt": "c05-m3", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "WebinarJam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Built for sales conversions**"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|mistral-small|Zoho Meeting", "prompt": "c05-m3", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Zoho Meeting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Cheapest entry point**"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|mistral-small|ClickMeeting", "prompt": "c05-m3", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "ClickMeeting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Built-in payment processing**"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|mistral-small|WebinarGeek", "prompt": "c05-m3", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "WebinarGeek", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Strong engagement tools**"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|mistral-small|GetResponse", "prompt": "c05-m3", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "GetResponse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**All-in-one marketing platform**"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|mistral-small|Adobe Connect", "prompt": "c05-m3", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Adobe Connect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Adobe Connect (steep learning curve)"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|mistral-small|Airmeet", "prompt": "c05-m3", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Airmeet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Social-first event experience**"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|mistral-small|Goldcast", "prompt": "c05-m3", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Goldcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Designed for B2B marketers**"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|mistral-small|eWebinar", "prompt": "c05-m3", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "eWebinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**Fully automated** (no live hosting)"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|mistral-small|WebinarNinja", "prompt": "c05-m3", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "WebinarNinja", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Lowest cost per attendee**"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|moonshot-small|Livestorm", "prompt": "c05-m3", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Livestorm", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Livestorm** ⭐⭐⭐⭐ ... **Ease of Use:** Livestorm and Demio offer the cleanest attendee experiences"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|moonshot-small|Zoom Webinars", "prompt": "c05-m3", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Zoom Webinars", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best For:** Organizations already using Zoom, large-scale events"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|moonshot-small|Demio", "prompt": "c05-m3", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Demio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rating:** 4.7/5 (highest rated)"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|moonshot-small|ON24", "prompt": "c05-m3", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "ON24", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ON24 provides the deepest engagement and attribution data"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|moonshot-small|Webex Webinars (Cisco)", "prompt": "c05-m3", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Webex Webinars (Cisco)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** Enterprises needing security and large-scale reliability"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|moonshot-small|GoToWebinar", "prompt": "c05-m3", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "GoToWebinar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Limitations:** Dated interface; no AI, no CRM, no funnel builder; outsourced support can be hard to reach"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|moonshot-small|BigMarker", "prompt": "c05-m3", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "BigMarker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best For:** Virtual conferences, summits, large-scale enterprise webinars"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|moonshot-small|EasyWebinar", "prompt": "c05-m3", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "EasyWebinar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Rating:** 5/5 (top rated in comprehensive reviews)"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|moonshot-small|eWebinar", "prompt": "c05-m3", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "eWebinar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best For:** Automated and on-demand lead generation"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|moonshot-small|EverWebinar", "prompt": "c05-m3", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "EverWebinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Evergreen/automated webinars | eWebinar, EasyWebinar, EverWebinar"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|moonshot-small|WebinarJam", "prompt": "c05-m3", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "WebinarJam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Revenue generation with checkout | EasyWebinar, WebinarJam"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|moonshot-small|Teams", "prompt": "c05-m3", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Already using Zoom/Microsoft | Zoom Webinars, Teams"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|moonshot-small|Airmeet", "prompt": "c05-m3", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Airmeet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Virtual conferences/networking | BigMarker, Airmeet, Whova"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|moonshot-small|Whova", "prompt": "c05-m3", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Whova", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Virtual conferences/networking | BigMarker, Airmeet, Whova"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|moonshot-small|YouTube Live", "prompt": "c05-m3", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "YouTube Live", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Free or low-budget option | Livestorm (free tier), YouTube Live, Zoho Webinar"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|moonshot-small|Zoho Webinar", "prompt": "c05-m3", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Zoho Webinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Free or low-budget option | Livestorm (free tier), YouTube Live, Zoho Webinar"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|openai-small|Zoom Webinars / Zoom Events", "prompt": "c05-m3", "model": "openai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Zoom Webinars / Zoom Events", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: organizations that want a familiar, easy-to-use platform with strong webinar basics and optional virtual event features."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|openai-small|Zoom Webinars / Zoom Virtual Events", "prompt": "c05-m3", "model": "openai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Zoom Webinars / Zoom Virtual Events", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoom Webinars if you want versatility and a mainstream experience."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|openai-small|Microsoft Teams Webinars / Teams Events", "prompt": "c05-m3", "model": "openai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Microsoft Teams Webinars / Teams Events", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: companies already standardized on Microsoft 365 that want integrated registration and enterprise controls."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|openai-small|ON24", "prompt": "c05-m3", "model": "openai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "ON24", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ON24 if your goal is lead generation, analytics, and marketing automation."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|openai-small|GoTo Webinar", "prompt": "c05-m3", "model": "openai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "GoTo Webinar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GoTo Webinar if you want a simple, dependable webinar tool."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|openai-small|Microsoft Teams Webinars", "prompt": "c05-m3", "model": "openai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Microsoft Teams Webinars", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Teams Webinars if you live in Microsoft 365."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|openai-small|Cisco Webex Webinars", "prompt": "c05-m3", "model": "openai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Cisco Webex Webinars", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Webex Webinars if your org is Cisco-centered or you need large-scale business events."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|openai-small|Airmeet", "prompt": "c05-m3", "model": "openai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Airmeet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: networking-heavy virtual events, conferences, community events, and audience interaction."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|openai-small|Vimeo", "prompt": "c05-m3", "model": "openai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Vimeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Vimeo if you care most about video quality and content reuse."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|openai-small|Hopin / RingCentral Events", "prompt": "c05-m3", "model": "openai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Hopin / RingCentral Events", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: larger online events with sessions, expo areas, and attendee networking."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|xai-small|Zoom Events and Webinars", "prompt": "c05-m3", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Zoom Events and Webinars", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For basic webinars, start with Zoom or Livestorm (easy, scalable)."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|xai-small|Webex Events & Webinars", "prompt": "c05-m3", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Webex Events & Webinars", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise needs favor Webex/RingCentral for security/compliance."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|xai-small|GoTo Webinar", "prompt": "c05-m3", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "GoTo Webinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong for pre-recorded/automated events, video editing, AI summaries, and mobile access."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|xai-small|Livestorm", "prompt": "c05-m3", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Livestorm", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For basic webinars, start with Zoom or Livestorm (easy, scalable)."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|xai-small|ClickMeeting", "prompt": "c05-m3", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "ClickMeeting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Affordable for periodic events with monetization, polls, certificates, and 4,000+ integrations."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|xai-small|Demio", "prompt": "c05-m3", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Demio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Marketer-focused with engagement analytics, automated replays, and branding."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|xai-small|WebinarNinja", "prompt": "c05-m3", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "WebinarNinja", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Lead-gen oriented with series/hybrid formats, custom branding, and post-event analytics."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|xai-small|BigMarker", "prompt": "c05-m3", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "BigMarker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "BigMarker (custom branding/marketing)"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|xai-small|ON24", "prompt": "c05-m3", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "ON24", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ON24 (AI analytics)"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|xai-small|Zoho Webinar", "prompt": "c05-m3", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Zoho Webinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Zoho Webinar (budget-friendly, free tier for 100 attendees)"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|xai-small|vFairs", "prompt": "c05-m3", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "vFairs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "For full events, vFairs or Airmeet if immersive matters."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|xai-small|RingCentral Events", "prompt": "c05-m3", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "RingCentral Events", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Enterprise needs favor Webex/RingCentral for security/compliance."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|xai-small|Airmeet", "prompt": "c05-m3", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Airmeet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "For full events, vFairs or Airmeet if immersive matters."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|xai-small|Remo Conference", "prompt": "c05-m3", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Remo Conference", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Networking-focused \"virtual tables/floor plans\" for community building."}, {"id": "mai-20260915-0741-calibration_b|c05-m3|xai-small|Hubilo", "prompt": "c05-m3", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Hubilo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Hubilo (integrations, revenue tools)"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|xai-small|Accelevents", "prompt": "c05-m3", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Accelevents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Accelevents (enterprise)"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|xai-small|Hopin", "prompt": "c05-m3", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Hopin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Hopin (all-rounder)"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|zai-small|WebinarNinja", "prompt": "c05-m3", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "WebinarNinja", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best**: WebinarNinja ($0.30/attendee) or ClickMeeting ($26/month)"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|zai-small|Demio", "prompt": "c05-m3", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Demio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best**: Demio ($45/user) or Goldcast"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|zai-small|Livestorm", "prompt": "c05-m3", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Livestorm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Livestorm** | B2B marketing | Starts at $79/month"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|zai-small|ClickMeeting", "prompt": "c05-m3", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "ClickMeeting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Best**: WebinarNinja ($0.30/attendee) or ClickMeeting ($26/month)"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|zai-small|GetResponse", "prompt": "c05-m3", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "GetResponse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Bundled with email marketing | May pay for features you don't need"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|zai-small|Zoom Events & Webinars", "prompt": "c05-m3", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Zoom Events & Webinars", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best**: Adobe Connect or Zoom Events"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|zai-small|Webex Events", "prompt": "c05-m3", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Webex Events", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best**: Webex Events or ON24"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|zai-small|ON24", "prompt": "c05-m3", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "ON24", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best**: Webex Events or ON24"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|zai-small|GoToWebinar", "prompt": "c05-m3", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "GoToWebinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**GoToWebinar** | Product demos | Starts at $49/user/month"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|zai-small|Goldcast", "prompt": "c05-m3", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Goldcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Best**: Demio ($45/user) or Goldcast"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|zai-small|Airmeet", "prompt": "c05-m3", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Airmeet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "More expensive for basic needs"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|zai-small|vFairs", "prompt": "c05-m3", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "vFairs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Best**: vFairs or Hubilo"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|zai-small|Hubilo", "prompt": "c05-m3", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Hubilo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Best**: vFairs or Hubilo"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|zai-small|eWebinar", "prompt": "c05-m3", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "eWebinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**eWebinar** | Automated webinars only"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|zai-small|Crowdcast", "prompt": "c05-m3", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Crowdcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Crowdcast** | Live streaming | Starts at $34/month"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|zai-small|Wistia", "prompt": "c05-m3", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Wistia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "Not built for live interaction"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|zai-small|Adobe Connect", "prompt": "c05-m3", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Adobe Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "**Best**: Adobe Connect or Zoom Events"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|zai-small|Zoom Meetings", "prompt": "c05-m3", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "Zoom Meetings", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "**Live Only**: Crowdcast, Zoom Meetings"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|zai-small|WebinarGeek", "prompt": "c05-m3", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "WebinarGeek", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Live + Automated**: WebinarNinja, ClickMeeting, GetResponse, WebinarGeek"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|zai-small|BigMarker", "prompt": "c05-m3", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "BigMarker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "**Live + Automated + Hybrid**: BigMarker, WebinarNinja, Demio"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|zai-small|EverWebinar", "prompt": "c05-m3", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "EverWebinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "**Automated Only**: eWebinar, EverWebinar"}, {"id": "mai-20260915-0741-calibration_b|c05-m3|zai-small|WebinarJam", "prompt": "c05-m3", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "comparative", "raw": "WebinarJam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 22, "ev": "**Per Attendee**: WebinarNinja, WebinarJam"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|alibaba-small|Crowdcast", "prompt": "c05-m4", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Crowdcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Crowdcast** generally offers the best value proposition"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|alibaba-small|Zoom Webinars", "prompt": "c05-m4", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Zoom Webinars", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed closely by **Zoom Webinars** if you prioritize familiar technology and higher attendee caps"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|alibaba-small|Demio", "prompt": "c05-m4", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Demio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Simplicity & Automated Events: Demio"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|alibaba-small|Livestorm", "prompt": "c05-m4", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Livestorm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Browser-Based Experience: Livestorm"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|anthropic-small|Demio", "prompt": "c05-m4", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Demio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Demio and WebinarNinja are the best webinar platforms for small businesses"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|anthropic-small|WebinarNinja", "prompt": "c05-m4", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "WebinarNinja", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**WebinarNinja** stands out as an especially affordable option"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|anthropic-small|LiveWebinar", "prompt": "c05-m4", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "LiveWebinar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "LiveWebinar offers a free plan for up to 5 participants"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|anthropic-small|Zoom", "prompt": "c05-m4", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Zoom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zoom works well for familiar meetings"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|anthropic-small|Microsoft Teams", "prompt": "c05-m4", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Microsoft Teams fits Microsoft 365 users"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|anthropic-small|Livestorm", "prompt": "c05-m4", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Livestorm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Livestorm is great for quick browser-based sessions"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|challenger-small|Zoho Webinar", "prompt": "c05-m4", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Zoho Webinar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall pick is usually **Zoho Webinar** because multiple reviews call it the most cost-effective option"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|challenger-small|WebinarNinja", "prompt": "c05-m4", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "WebinarNinja", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good if you want built-in marketing tools and low per-attendee pricing"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|challenger-small|ClickMeeting", "prompt": "c05-m4", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "ClickMeeting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a solid option for occasional or tight-budget webinars"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|challenger-small|Zoom Webinars", "prompt": "c05-m4", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Zoom Webinars", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is generally less budget-friendly than Zoho Webinar"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|challenger-small|Zoom Webinar", "prompt": "c05-m4", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Zoom Webinar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "a reliable mainstream choice, but usually not the cheapest once webinar add-ons are included"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|challenger-small|Livestorm", "prompt": "c05-m4", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Livestorm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "appear repeatedly as strong low-budget or value-oriented choices in comparison guides"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|challenger-small|Airmeet", "prompt": "c05-m4", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Airmeet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Livestorm** and **Airmeet** are strong budget-conscious options"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|challenger-small|Webex Webinars", "prompt": "c05-m4", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Webex Webinars", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "appear repeatedly as strong low-budget or value-oriented choices in comparison guides"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|deepseek-small|Livestorm", "prompt": "c05-m4", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Livestorm", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have essentially no budget**, start free with **Livestorm** or **Zoom**"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|deepseek-small|Zoom", "prompt": "c05-m4", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Zoom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "start free with **Livestorm** or **Zoom** to validate your audience first"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|deepseek-small|ClickMeeting", "prompt": "c05-m4", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "ClickMeeting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**ClickMeeting** gives you the best feature-to-price ratio for regular small webinars"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|deepseek-small|Crowdcast", "prompt": "c05-m4", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Crowdcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for community & live streaming - **$34/month** (Lite plan)"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|deepseek-small|WebinarKit", "prompt": "c05-m4", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "WebinarKit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the **WebinarKit lifetime deal** is the most cost-effective over the long run"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|deepseek-small|WebinarGeek", "prompt": "c05-m4", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "WebinarGeek", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free platforms: Livestorm, Zoom (40-min limit), WebinarGeek"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|deepseek-small|Zoho Webinar", "prompt": "c05-m4", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Zoho Webinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Zoho Webinar** (free plan) are all legit free starting points"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|deepseek-small|WebinarNinja", "prompt": "c05-m4", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "WebinarNinja", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "can be cheap for small audiences but gets expensive as you scale"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|deepseek-small|Airmeet", "prompt": "c05-m4", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Airmeet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Airmeet** (~$500/mo) ... far costlier — these are only worth it for bigger productions"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|deepseek-small|Zoom Events", "prompt": "c05-m4", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Zoom Events", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Zoom Events** (~$124/mo) are far costlier"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|google-small|Zoho Webinar", "prompt": "c05-m4", "model": "google-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Zoho Webinar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Webinar is the industry leader for affordability"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|google-small|WebinarKit", "prompt": "c05-m4", "model": "google-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "WebinarKit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "WebinarKit is highly recommended"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|google-small|Restream", "prompt": "c05-m4", "model": "google-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Restream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Restream if you want to host a massive virtual event"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|google-small|StreamYard", "prompt": "c05-m4", "model": "google-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "StreamYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Infinite Scale on a Budget: Restream or StreamYard"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|google-small|Google Meet", "prompt": "c05-m4", "model": "google-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Google Meet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Google Meet is extremely accessible, supports up to 500–1000 participants"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|google-small|Microsoft Teams", "prompt": "c05-m4", "model": "google-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Microsoft Teams features a dedicated \"Webinar\" mode"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|google-small|LiveWebinar", "prompt": "c05-m4", "model": "google-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "LiveWebinar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "LiveWebinar is an excellent choice"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|google-small|Zoom", "prompt": "c05-m4", "model": "google-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Zoom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "can save a business thousands of dollars compared to platforms like Zoom or GoToWebinar"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|google-small|GoToWebinar", "prompt": "c05-m4", "model": "google-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "GoToWebinar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "can save a business thousands of dollars compared to platforms like Zoom or GoToWebinar"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|meta-small|WebinarKit", "prompt": "c05-m4", "model": "meta-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "WebinarKit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best webinar and virtual event platform for a company with a limited budget is WebinarKit."}, {"id": "mai-20260915-0741-calibration_b|c05-m4|meta-small|Livestorm", "prompt": "c05-m4", "model": "meta-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Livestorm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other budget-friendly options include Livestorm's free tier"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|meta-small|Whova", "prompt": "c05-m4", "model": "meta-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Whova", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Whova's small-event tier"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|meta-small|EasyWebinar", "prompt": "c05-m4", "model": "meta-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "EasyWebinar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "and EasyWebinar Standard"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|minimax-small|Zoho Webinar", "prompt": "c05-m4", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Zoho Webinar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Webinar** (Best Value) - Starting at just **$8/month**"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|minimax-small|Crowdcast", "prompt": "c05-m4", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Crowdcast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Crowdcast** | $34/month | Creators & communities |"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|minimax-small|EasyWebinar", "prompt": "c05-m4", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "EasyWebinar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**EasyWebinar** (Best Overall Balance)"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|minimax-small|WebinarKit", "prompt": "c05-m4", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "WebinarKit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**WebinarKit** (Best One-Time Cost) - **Lifetime deal**"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|minimax-small|Zoom", "prompt": "c05-m4", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Zoom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Zoom** has a free tier (limited to 40 mins)"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|minimax-small|Livestorm", "prompt": "c05-m4", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Livestorm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Livestorm** offers free tiers for basic use"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|mistral-small|Google Meet", "prompt": "c05-m4", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Google Meet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Google Meet** for internal team meetings"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|mistral-small|Zoom Basic", "prompt": "c05-m4", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Zoom Basic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoom Basic** for client presentations"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|mistral-small|YouTube Live", "prompt": "c05-m4", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "YouTube Live", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**YouTube Live** for public broadcasts"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|mistral-small|Zoho Meeting", "prompt": "c05-m4", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Zoho Meeting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Zoho Meeting** offers the best balance of affordability and functionality"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|mistral-small|ClickMeeting", "prompt": "c05-m4", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "ClickMeeting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ClickMeeting** at $26/month is your best bet"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|mistral-small|WebinarGeek", "prompt": "c05-m4", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "WebinarGeek", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Easy to use, good features for price"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|mistral-small|Demio", "prompt": "c05-m4", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Demio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Demio** ($49/month)"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|mistral-small|Zoom Webinar", "prompt": "c05-m4", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Zoom Webinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Zoom Webinar** | $40+/mo | 100+ | Reliability | 30 hours |"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|moonshot-small|WebinarKit", "prompt": "c05-m4", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "WebinarKit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. WebinarKit — Best Overall Value**"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|moonshot-small|StreamYard", "prompt": "c05-m4", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "StreamYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. StreamYard — Best \"Start Free, Scale Smart\" Option**"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|moonshot-small|Livestorm", "prompt": "c05-m4", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Livestorm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Livestorm — Best Free Tier for Marketing Webinars**"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|moonshot-small|YouTube Live", "prompt": "c05-m4", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "YouTube Live", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**$0** | StreamYard Free + YouTube Live | Start here to test your content"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|moonshot-small|Facebook Live", "prompt": "c05-m4", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Facebook Live", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Facebook Live** | Unlimited | None | Social media engagement"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|moonshot-small|Zoom", "prompt": "c05-m4", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Zoom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Zoom Webinar add-on (~$79/month) | Convenient but pricier"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|moonshot-small|Google Meet", "prompt": "c05-m4", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Google Meet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Google Meet** | 100 | 60 min | Teams already using Google Workspace"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|moonshot-small|Jitsi Meet", "prompt": "c05-m4", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Jitsi Meet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Jitsi Meet** | ~75 | None | Open-source, privacy-focused"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|moonshot-small|EasyWebinar", "prompt": "c05-m4", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "EasyWebinar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Under $50/month** | EasyWebinar or Zoho Meeting"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|moonshot-small|Zoho Meeting", "prompt": "c05-m4", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Zoho Meeting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Under $50/month** | EasyWebinar or Zoho Meeting"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|moonshot-small|GoToWebinar", "prompt": "c05-m4", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "GoToWebinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**GoToWebinar** | $49/month | Reliable, established platform"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|moonshot-small|Demio", "prompt": "c05-m4", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Demio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Demio** | $42-59/month | Clean interface, good for simplicity"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|openai-small|Zoom Webinars", "prompt": "c05-m4", "model": "openai-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Zoom Webinars", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation is **Zoom Webinars**"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|openai-small|Livestorm", "prompt": "c05-m4", "model": "openai-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Livestorm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Livestorm** is worth comparing"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|openai-small|Demio", "prompt": "c05-m4", "model": "openai-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Demio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it may cost more than the most budget-friendly options"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|xai-small|Zoho Webinar", "prompt": "c05-m4", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Zoho Webinar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Webinar (or Zoho Meeting with webinar features) stands out as the best overall choice"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|xai-small|GoToWebinar", "prompt": "c05-m4", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "GoToWebinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "or GoToWebinar (~$49–$62/month)"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|xai-small|Livestorm", "prompt": "c05-m4", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Livestorm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Livestorm (best free starter for marketing-focused webinars)"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|xai-small|ClickMeeting", "prompt": "c05-m4", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "ClickMeeting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ClickMeeting (best under $30/month with automation)"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|xai-small|Zoom Webinars", "prompt": "c05-m4", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Zoom Webinars", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cons: No native automation; webinar-specific add-on pushes costs up."}, {"id": "mai-20260915-0741-calibration_b|c05-m4|xai-small|WebinarNinja", "prompt": "c05-m4", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "WebinarNinja", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "WebinarNinja (pay-per-use for irregular events)"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|xai-small|Airmeet", "prompt": "c05-m4", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Airmeet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consider Airmeet's free tier (~50 attendees) but expect upgrades for polish"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|zai-small|YouTube Live", "prompt": "c05-m4", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "YouTube Live", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best for:** Large audiences, content creators, beginners"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|zai-small|Google Meet", "prompt": "c05-m4", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Google Meet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Google Meet:** Simple, no-cost option for small groups"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|zai-small|Zoom Free (Basic)", "prompt": "c05-m4", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Zoom Free (Basic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Small groups → Zoom Basic"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|zai-small|Jitsi Meet", "prompt": "c05-m4", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Jitsi Meet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Technical-savvy teams, open-source preference"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|zai-small|ClickMeeting", "prompt": "c05-m4", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "ClickMeeting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Test paid platforms** with free trials (WebinarNinja, ClickMeeting, Demio)"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|zai-small|WebinarNinja", "prompt": "c05-m4", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "WebinarNinja", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Marketing focus → WebinarNinja"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|zai-small|Livestorm", "prompt": "c05-m4", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Livestorm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Professional branding → Livestorm"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|zai-small|BigMarker", "prompt": "c05-m4", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "BigMarker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Testing webinar-specific features before upgrading"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|zai-small|WebinarKit", "prompt": "c05-m4", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "WebinarKit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "$1 trial gives full access to all features (unlimited attendees, automation, email/SMS)"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|zai-small|Zoom Webinars", "prompt": "c05-m4", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Zoom Webinars", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Reliable, but requires paid add-on"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|zai-small|eWebinar", "prompt": "c05-m4", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "eWebinar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Specialized for automated webinars (starts at $84/month)"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|zai-small|GetResponse", "prompt": "c05-m4", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "GetResponse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Bundled with email marketing features"}, {"id": "mai-20260915-0741-calibration_b|c05-m4|zai-small|Demio", "prompt": "c05-m4", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "budget", "raw": "Demio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Test paid platforms** with free trials (WebinarNinja, ClickMeeting, Demio)"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|alibaba-small|Microsoft Teams", "prompt": "c05-m5", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Microsoft Teams or Zoom** might already be sufficient if your organization uses them heavily"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|alibaba-small|Zoom", "prompt": "c05-m5", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Zoom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Teams or Zoom** might already be sufficient if your organization uses them heavily"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|alibaba-small|Cvent/Hopper", "prompt": "c05-m5", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Cvent/Hopper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "look at specialists like **Hopper (Cvent), Hopin/ViaWest, or ON24**"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|alibaba-small|GoToWebinar", "prompt": "c05-m5", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "GoToWebinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "you likely need a dedicated platform (e.g., Cvent/Hopper, GoToWebinar, Hopin/ViaWest, Demio)"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|alibaba-small|Hopin/ViaWest", "prompt": "c05-m5", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Hopin/ViaWest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look at specialists like **Hopper (Cvent), Hopin/ViaWest, or ON24**"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|alibaba-small|Demio", "prompt": "c05-m5", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Demio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "you likely need a dedicated platform (e.g., Cvent/Hopper, GoToWebinar, Hopin/ViaWest, Demio)"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|alibaba-small|ON24", "prompt": "c05-m5", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "ON24", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look at specialists like **Hopper (Cvent), Hopin/ViaWest, or ON24**"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|alibaba-small|Slack", "prompt": "c05-m5", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Slack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "stick to what you know (**Teams, Zoom, Slack**) to keep costs down"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|deepseek-small|BigMarker", "prompt": "c05-m5", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "BigMarker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Strong all-rounder for mid–enterprise"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|deepseek-small|ON24", "prompt": "c05-m5", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "ON24", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Excellent analytics, but quote-based and often $30K+; verify cost before shortlisting"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|deepseek-small|Bizzabo", "prompt": "c05-m5", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Bizzabo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "2,500+ integrations, strong enterprise readiness"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|deepseek-small|Goldcast", "prompt": "c05-m5", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Goldcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good mid-market fit"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|deepseek-small|Zoom Webinars / Zoom Events", "prompt": "c05-m5", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Zoom Webinars / Zoom Events", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Fast/easy but lighter analytics, integrations, and networking"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|deepseek-small|WebinarNinja", "prompt": "c05-m5", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "WebinarNinja", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Flat pricing, good for training & evergreen"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|deepseek-small|WebinarJam", "prompt": "c05-m5", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "WebinarJam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Live + automated/evergreen at low cost"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|deepseek-small|EverWebinar", "prompt": "c05-m5", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "EverWebinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Live + automated/evergreen at low cost"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|deepseek-small|GoTo Webinar", "prompt": "c05-m5", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "GoTo Webinar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Simple but limited depth"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|deepseek-small|RingCentral Events", "prompt": "c05-m5", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "RingCentral Events", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Good if you run larger virtual conference-style events"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|deepseek-small|vFairs", "prompt": "c05-m5", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "vFairs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Virtual events, expos, career fairs"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|deepseek-small|Whova", "prompt": "c05-m5", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Whova", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Virtual events, expos, career fairs"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|google-small|Zoom Events", "prompt": "c05-m5", "model": "google-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Zoom Events", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If your primary goal is **internal communication, all-hands, and training**, stick with **Zoom Events** or **Microsoft Teams**."}, {"id": "mai-20260915-0741-calibration_b|c05-m5|google-small|Zoom Webinars", "prompt": "c05-m5", "model": "google-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Zoom Webinars", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "look for *multi-purpose* platforms (like Zoom Webinars or Webex)"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|google-small|Microsoft Teams", "prompt": "c05-m5", "model": "google-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Microsoft Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "stick with **Zoom Events** or **Microsoft Teams**"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|google-small|Goldcast", "prompt": "c05-m5", "model": "google-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Goldcast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "short-list **Goldcast** or **Demio**"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|google-small|Demio", "prompt": "c05-m5", "model": "google-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Demio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "short-list **Goldcast** or **Demio**"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|google-small|Livestorm", "prompt": "c05-m5", "model": "google-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Livestorm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "purchasing a specialized platform (e.g., **Goldcast, Demio, or Livestorm**) for external marketing"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|google-small|Webex", "prompt": "c05-m5", "model": "google-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Webex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "External attendees hate downloading apps (like the Webex or Zoom desktop clients)."}, {"id": "mai-20260915-0741-calibration_b|c05-m5|google-small|ON24", "prompt": "c05-m5", "model": "google-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "ON24", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "High pricing tier, steep learning curve."}, {"id": "mai-20260915-0741-calibration_b|c05-m5|minimax-small|ON24", "prompt": "c05-m5", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "ON24", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**ON24** | Enterprise analytics & marketing | Pricing can get steep"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|minimax-small|Zoom Webinar", "prompt": "c05-m5", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Zoom Webinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Zoom Webinar** | Ease of use & engagement | Less sophisticated analytics"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|minimax-small|Webex Webinars", "prompt": "c05-m5", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Webex Webinars", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Webex Webinars** | Enterprise scale & security | Can feel corporate/ utilitarian"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|minimax-small|Livestorm", "prompt": "c05-m5", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Livestorm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Livestorm** | Event automation & UX | Smaller attendee ceilings on lower tiers"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|minimax-small|vFairs", "prompt": "c05-m5", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "vFairs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**vFairs** | Virtual conferences & trade shows | More complex setup"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|mistral-small|Bizzabo", "prompt": "c05-m5", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Bizzabo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Bizzabo** | Enterprise multi-format portfolios (virtual, hybrid, in-person) | Annual subscription, unlimited events"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|mistral-small|Zoom Events", "prompt": "c05-m5", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Zoom Events", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Zoom Events** | Video-first webinars & simple virtual conferences | Per-organizer subscription"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|mistral-small|WebinarNinja", "prompt": "c05-m5", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "WebinarNinja", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "All four formats (Live, Simulive, Evergreen, Series) on one plan | Flat-rate pricing"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|mistral-small|EasyWebinar", "prompt": "c05-m5", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "EasyWebinar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Heavy on automated funnels & in-session monetization | AI funnel builder, strong CRM tagging"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|moonshot-small|Livestorm", "prompt": "c05-m5", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Livestorm", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Strong EU data handling, native CRM integrations, SSO/SCIM | Per-attendee credit pricing can surprise"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|moonshot-small|Zoom Webinars", "prompt": "c05-m5", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Zoom Webinars", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Familiar UX, fast deployment | Requires separate base plan; branding limitations"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|moonshot-small|Demio", "prompt": "c05-m5", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Demio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fast setup, reliable automation, good UX | Smaller attendee tiers; check enterprise features"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|moonshot-small|GoTo Webinar", "prompt": "c05-m5", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "GoTo Webinar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise reliability, long track record | Less modern UX; limited engagement innovation"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|moonshot-small|Webex Events", "prompt": "c05-m5", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Webex Events", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deep security controls, hybrid event support | Setup complexity; Cisco ecosystem dependency"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|moonshot-small|Goldcast", "prompt": "c05-m5", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Goldcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AI-powered content repurposing, strong branding | US-only; premium pricing"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|moonshot-small|ON24", "prompt": "c05-m5", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "ON24", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid unless specific needs: ON24: Powerful but expensive ($25,000–150,000+/year); overkill for most 500-person companies"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|moonshot-small|BigMarker", "prompt": "c05-m5", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "BigMarker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid unless specific needs: BigMarker: White-label focus; evaluate if embedded webinars are critical"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|xai-small|Zoom Webinars", "prompt": "c05-m5", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Zoom Webinars", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Popular picks for your scale: Zoom (ease), Demio (ROI), Livestorm (no-downloads)."}, {"id": "mai-20260915-0741-calibration_b|c05-m5|xai-small|GoTo Webinar", "prompt": "c05-m5", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "GoTo Webinar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GoTo Webinar | $59/mo (500 cap) | Reliable, analytics."}, {"id": "mai-20260915-0741-calibration_b|c05-m5|xai-small|Demio", "prompt": "c05-m5", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Demio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Popular picks for your scale: Zoom (ease), Demio (ROI), Livestorm (no-downloads)."}, {"id": "mai-20260915-0741-calibration_b|c05-m5|xai-small|Livestorm", "prompt": "c05-m5", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Livestorm", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Popular picks for your scale: Zoom (ease), Demio (ROI), Livestorm (no-downloads)."}, {"id": "mai-20260915-0741-calibration_b|c05-m5|xai-small|ON24", "prompt": "c05-m5", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "ON24", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Goldcast/ON24 for advanced virtual events"}, {"id": "mai-20260915-0741-calibration_b|c05-m5|xai-small|Goldcast", "prompt": "c05-m5", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Goldcast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ON24/Goldcast | Custom (enterprise) | Deep CRM/ROI."}, {"id": "mai-20260915-0741-calibration_b|c05-m5|xai-small|Bizzabo", "prompt": "c05-m5", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Bizzabo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If hybrid/multi-day, lean enterprise like Bizzabo."}, {"id": "mai-20260915-0741-calibration_b|c05-m5|zai-small|Zoom", "prompt": "c05-m5", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "scale", "raw": "Zoom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Don't build separate tool stacks (Zoom + ClickFunnels + HubSpot + Stripe) - total cost can be $600-1,200/month"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|alibaba-small|BrightTALK", "prompt": "c05-m6", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "BrightTALK", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**BrightTALK:** **High Caution Advised.** In late 2025, BrightTALK experienced a massive, platform-wide security outage"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|alibaba-small|WebinarNinja", "prompt": "c05-m6", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "WebinarNinja", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Frequently criticized for **poor stream quality** and features that users describe as \"poorly implemented.\""}, {"id": "mai-20260915-0741-calibration_b|c05-m6|alibaba-small|ClickMeeting", "prompt": "c05-m6", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "ClickMeeting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Has received specific warnings regarding **severe technical glitches**."}, {"id": "mai-20260915-0741-calibration_b|c05-m6|alibaba-small|LiveWebinar", "prompt": "c05-m6", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "LiveWebinar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Reviews often label this platform as unreliable, citing frequent crashes"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|alibaba-small|GoToWebinar", "prompt": "c05-m6", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "GoToWebinar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "often cited as being **overpriced** relative to its capabilities"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|alibaba-small|EasyWebinar", "prompt": "c05-m6", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "EasyWebinar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Recommended with caution if budget is a concern. Critics note an **outdated template system**"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|alibaba-small|Demio", "prompt": "c05-m6", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Demio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "it lacks sufficient advanced features to justify its relatively high subscription fees"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|alibaba-small|Zoom", "prompt": "c05-m6", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Zoom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "including industry giants like Zoom or Microsoft Teams"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|alibaba-small|Microsoft Teams", "prompt": "c05-m6", "model": "alibaba-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Microsoft Teams", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "including industry giants like Zoom or Microsoft Teams"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|anthropic-small|EverWebinar", "prompt": "c05-m6", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "EverWebinar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Reviewers cite a clunky email tool, inconsistent integrations, a three hour live cap, and clone bugs in EverWebinar"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|anthropic-small|Zoom Webinars", "prompt": "c05-m6", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Zoom Webinars", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Zoom Webinar has had issues with privacy and security over the years, making it not the best option if you're a large life sciences pharma or professional services company"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|anthropic-small|WebinarJam", "prompt": "c05-m6", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "WebinarJam", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "These are split products, so live plus evergreen means two subscriptions and two dashboards"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|anthropic-small|RingCentral Events", "prompt": "c05-m6", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "RingCentral Events", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "has a learning curve... occasional technical glitches or connectivity issues can disrupt the attendee experience"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|anthropic-small|Webex/Cisco Webex", "prompt": "c05-m6", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Webex/Cisco Webex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Webex may not be the strongest fit"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|anthropic-small|Goldcast", "prompt": "c05-m6", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Goldcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Attendees occasionally report login issues and in-app navigation challenges"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|anthropic-small|WebinarTV", "prompt": "c05-m6", "model": "anthropic-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "WebinarTV", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "WebinarTV, a streaming site, hosts more than 200,000 recorded webinars"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|challenger-small|WebinarNinja", "prompt": "c05-m6", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "WebinarNinja", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "one review says to *skip it if stability is non negotiable for revenue critical events*"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|challenger-small|Zoom Webinars", "prompt": "c05-m6", "model": "challenger-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Zoom Webinars", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "good for stability and scale, but you should be cautious if you need the platform itself to handle selling, evergreen replays, and buyer-readiness reporting"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|deepseek-small|WebinarNinja", "prompt": "c05-m6", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "WebinarNinja", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "multiple reviewers say to skip it if reliability is non-negotiable"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|deepseek-small|ClickMeeting", "prompt": "c05-m6", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "ClickMeeting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The platforms to be *most* wary of are **WebinarNinja** (stability), **ClickMeeting** (stream failures + support)"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|deepseek-small|Demio", "prompt": "c05-m6", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Demio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "you cannot export your registrant data after canceling your plan — you must keep paying to get your own list back"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|deepseek-small|GoTo Webinar", "prompt": "c05-m6", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "GoTo Webinar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "reviewers cite **reliability complaints at scale** ... Outsourced, hard-to-reach support"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|deepseek-small|Hopin", "prompt": "c05-m6", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Hopin", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Hopin — avoid entirely (now defunct)"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|deepseek-small|Run The World", "prompt": "c05-m6", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Run The World", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid betting on small virtual-event platforms that mirror the **Hopin/Run The World/BlueJeans** collapse"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|deepseek-small|BlueJeans", "prompt": "c05-m6", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "BlueJeans", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Shut down by Verizon. Another example of a major vendor pulling the plug."}, {"id": "mai-20260915-0741-calibration_b|c05-m6|deepseek-small|Bizzabo", "prompt": "c05-m6", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Bizzabo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "has had recorded platform-wide outages/slowness ... Fine to use, but have backups for large events"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|deepseek-small|Livestorm", "prompt": "c05-m6", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Livestorm", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "the most consistently reliable and well-supported options include **Livestorm** (browser-based, strong reliability/security ratings)"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|deepseek-small|Webex Events & Webinars", "prompt": "c05-m6", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Webex Events & Webinars", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "most consistently reliable and well-supported options include ... **Webex Events & Webinars**"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|deepseek-small|Zoom Webinars", "prompt": "c05-m6", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Zoom Webinars", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Zoom Webinars** (familiar, stable, though limited for selling/conversion)"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|deepseek-small|BigMarker", "prompt": "c05-m6", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "BigMarker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**BigMarker/ON24** for large-scale events"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|deepseek-small|ON24", "prompt": "c05-m6", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "ON24", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**BigMarker/ON24** for large-scale events"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|deepseek-small|EasyWebinar", "prompt": "c05-m6", "model": "deepseek-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "EasyWebinar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "got the highest star rating in one 2026 comparison, though independent reviewers still flagged UI and setup quirks"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|google-small|BlueJeans by Verizon", "prompt": "c05-m6", "model": "google-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "BlueJeans by Verizon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Verizon officially shuttered this platform in early 2024. Any links or legacy software downloads for BlueJeans are completely defunct."}, {"id": "mai-20260915-0741-calibration_b|c05-m6|google-small|Hopin (Independent)", "prompt": "c05-m6", "model": "google-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Hopin (Independent)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the original, standalone Hopin platform is defunct"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|google-small|RingCentral Events", "prompt": "c05-m6", "model": "google-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "RingCentral Events", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "has been rebranded as **RingCentral Events**. While the tech still exists under RingCentral"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|google-small|GoToWebinar", "prompt": "c05-m6", "model": "google-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "GoToWebinar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "its interface looks and feels outdated... forced to download a desktop application, which introduces significant friction"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|google-small|Cisco Webex Webinars", "prompt": "c05-m6", "model": "google-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Cisco Webex Webinars", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Webex is heavily built for legacy corporate environments and is notoriously complex and resource-intensive."}, {"id": "mai-20260915-0741-calibration_b|c05-m6|google-small|WebinarJam", "prompt": "c05-m6", "model": "google-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "WebinarJam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "you have to pay for both platforms separately, which quietly doubles your yearly bill"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|google-small|EverWebinar", "prompt": "c05-m6", "model": "google-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "EverWebinar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Users frequently report rigid technical constraints, such as mandatory wait times between scheduled webinars"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|meta-small|Zoom Webinars", "prompt": "c05-m6", "model": "meta-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Zoom Webinars", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "its webinar capability is a separate add-on with limited built-in marketing tools. It's not ideal for capturing leads"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|meta-small|Webex Webinars", "prompt": "c05-m6", "model": "meta-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Webex Webinars", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not suitable for selling offers, automating evergreen funnels, or running a lean creator stack"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|meta-small|Crowdcast", "prompt": "c05-m6", "model": "meta-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Crowdcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "limited automation capabilities, making it less suitable for evergreen or automated webinars"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|minimax-small|Demio", "prompt": "c05-m6", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Demio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Demio**, **BrightTALK**, and **Notified** users report the highest failure rates during peak load events"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|minimax-small|BrightTALK", "prompt": "c05-m6", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "BrightTALK", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "users report the highest failure rates during peak load events"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|minimax-small|Notified", "prompt": "c05-m6", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Notified", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "users report the highest failure rates during peak load events"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|minimax-small|Goldcast", "prompt": "c05-m6", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Goldcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Goldcast** (acquired by Cvent in December 2025) – product direction uncertain"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|minimax-small|ON24", "prompt": "c05-m6", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "ON24", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "post-acquisition pricing and integration strategy may shift"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|minimax-small|Zoom Webinars", "prompt": "c05-m6", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Zoom Webinars", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Minimal branding/customization; missing features ... slow enterprise support"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|minimax-small|EasyWebinar", "prompt": "c05-m6", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "EasyWebinar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "limited landing page design; thin email tracking"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|minimax-small|Webex Webinars", "prompt": "c05-m6", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Webex Webinars", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "No native revenue funnel; limited marketing automation integrations outside Cisco ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|minimax-small|vfairs", "prompt": "c05-m6", "model": "minimax-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "vfairs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Browser compatibility problems; occasional audio/video glitches"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|mistral-small|Zoom Webinars", "prompt": "c05-m6", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Zoom Webinars", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid entirely**: Zoom Webinars (due to ongoing lawsuits and security issues)"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|mistral-small|GoTo Webinar", "prompt": "c05-m6", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "GoTo Webinar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Exercise extreme caution**: GoTo Webinar, Demio, WebinarJam, EasyWebinar (due to consistent technical and support problems)"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|mistral-small|Demio", "prompt": "c05-m6", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Demio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Exercise extreme caution**: GoTo Webinar, Demio, WebinarJam, EasyWebinar"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|mistral-small|WebinarJam", "prompt": "c05-m6", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "WebinarJam", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Exercise extreme caution**: GoTo Webinar, Demio, WebinarJam, EasyWebinar"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|mistral-small|EasyWebinar", "prompt": "c05-m6", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "EasyWebinar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Exercise extreme caution**: GoTo Webinar, Demio, WebinarJam, EasyWebinar"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|mistral-small|Webex Webinars", "prompt": "c05-m6", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Webex Webinars", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Carefully evaluate**: Webex Webinars, Crowdcast (feature limitations and complexity)"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|mistral-small|Crowdcast", "prompt": "c05-m6", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Crowdcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Carefully evaluate**: Webex Webinars, Crowdcast (feature limitations and complexity)"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|mistral-small|Livestorm", "prompt": "c05-m6", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Livestorm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "platforms with better security and reliability records include: ... **Livestorm** (for marketing teams)"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|mistral-small|Adobe Connect", "prompt": "c05-m6", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Adobe Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Adobe Connect** (for compliance needs)"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|mistral-small|SpotMe", "prompt": "c05-m6", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "SpotMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**SpotMe** (for large-scale events)"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|mistral-small|ON24", "prompt": "c05-m6", "model": "mistral-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "ON24", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**ON24** (for enterprise virtual events)"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|moonshot-small|WebinarJam / EverWebinar (Genesis Digital)", "prompt": "c05-m6", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "WebinarJam / EverWebinar (Genesis Digital)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict**: High risk for business-critical webinars. The support issues alone are dealbreakers for many users."}, {"id": "mai-20260915-0741-calibration_b|c05-m6|moonshot-small|GoTo Webinar", "prompt": "c05-m6", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "GoTo Webinar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Caution Areas:** - **Outsourced, hard-to-reach support**"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|moonshot-small|Crowdcast", "prompt": "c05-m6", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Crowdcast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Catastrophic scalability failures**: Documented case where database \"locked up\" during high-traffic event"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|moonshot-small|EverWebinar (Standalone)", "prompt": "c05-m6", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "EverWebinar (Standalone)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Cannot run live sessions**: Automated-only, forcing you to buy WebinarJam separately"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|moonshot-small|Webex Webinars", "prompt": "c05-m6", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Webex Webinars", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Enterprise Caution:** - **Performance lag**: Reviewers cite lag and reliability issues in large sessions"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|moonshot-small|eWebinar", "prompt": "c05-m6", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "eWebinar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Niche Limitations:** - **No live capability whatsoever**: Simulated-live only"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|moonshot-small|Zoom Webinars", "prompt": "c05-m6", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Zoom Webinars", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Not a Full Webinar Platform:** - **No funnel builder, no CRM, no monetization**: Just a broadcast tool"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|moonshot-small|Livestorm", "prompt": "c05-m6", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Livestorm", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "GDPR-compliant, ISO 27001, strong EU data protection, no download required"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|moonshot-small|Demio", "prompt": "c05-m6", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Demio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Modern UI, reliable, good marketing integrations, 4.7/5 rating"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|moonshot-small|EasyWebinar", "prompt": "c05-m6", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "EasyWebinar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "All-in-one (live + automated), native CRM, phone support included"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|moonshot-small|BigMarker", "prompt": "c05-m6", "model": "moonshot-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "BigMarker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Highly customizable, good for large virtual events (though complex)"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|openai-small|Cisco Webex", "prompt": "c05-m6", "model": "openai-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Cisco Webex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cisco Webex maintains an active security advisories page ... you should review current advisories and lock down defaults before using them for sensitive events"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|openai-small|Zoom", "prompt": "c05-m6", "model": "openai-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Zoom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Zoom publishes security bulletins ... Zoom's developer/security docs and research on third-party Zoom apps both point to integration-related risk"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|xai-small|Zoom Webinars", "prompt": "c05-m6", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Zoom Webinars", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Zoom Webinars/Events (G2: 4.5/5, but persistent flags): Security: Frequent CVEs"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|xai-small|GoToWebinar", "prompt": "c05-m6", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "GoToWebinar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Reliability: Audio lag/dropouts at scale (>1K attendees), outsourced support delays"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|xai-small|Demio", "prompt": "c05-m6", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Demio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Reliability: Audio/connection issues at peak; data export locked post-cancellation."}, {"id": "mai-20260915-0741-calibration_b|c05-m6|xai-small|WebinarJam/EverWebinar", "prompt": "c05-m6", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "WebinarJam/EverWebinar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Reliability: Crashes at 2K+ attendees, clone/schedule bugs"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|xai-small|Webex", "prompt": "c05-m6", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Webex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Webex Events: Streaming drop-offs at 700-1K attendees; delayed CRM sync."}, {"id": "mai-20260915-0741-calibration_b|c05-m6|xai-small|WebinarTV", "prompt": "c05-m6", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "WebinarTV", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid entirely for hosting; block domains/extensions if using Zoom."}, {"id": "mai-20260915-0741-calibration_b|c05-m6|xai-small|vFairs", "prompt": "c05-m6", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "vFairs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "vFairs/6Connex/Webcasts.com: Past PII leaks/SQL injection (patched 2021)."}, {"id": "mai-20260915-0741-calibration_b|c05-m6|xai-small|6Connex", "prompt": "c05-m6", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "6Connex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "vFairs/6Connex/Webcasts.com: Past PII leaks/SQL injection (patched 2021)."}, {"id": "mai-20260915-0741-calibration_b|c05-m6|xai-small|Webcasts.com", "prompt": "c05-m6", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Webcasts.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "vFairs/6Connex/Webcasts.com: Past PII leaks/SQL injection (patched 2021)."}, {"id": "mai-20260915-0741-calibration_b|c05-m6|xai-small|BrightTALK", "prompt": "c05-m6", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "BrightTALK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Demio/BrightTALK/Notified high complaint volumes"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|xai-small|Notified", "prompt": "c05-m6", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Notified", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Demio/BrightTALK/Notified high complaint volumes"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|xai-small|Livestorm", "prompt": "c05-m6", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Livestorm", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Safer Alternatives (High Ratings, Fewer Flags): Livestorm (browser-based, automation)"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|xai-small|EasyWebinar", "prompt": "c05-m6", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "EasyWebinar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "EasyWebinar (all-in-one revenue tools)"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|xai-small|Contrast", "prompt": "c05-m6", "model": "xai-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Contrast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Contrast (top G2 ease-of-use)"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|zai-small|VFairs", "prompt": "c05-m6", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "VFairs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Had critical vulnerabilities allowing attendees to access other users' profiles, perform cross-site scripting attacks, and potentially execute remote code"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|zai-small|6Connex (via Webcasts.com)", "prompt": "c05-m6", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "6Connex (via Webcasts.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Exposed personal identifiable information including names, emails, IP addresses, and potentially addresses"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|zai-small|EventBuilder", "prompt": "c05-m6", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "EventBuilder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Misconfiguration exposed over 1 million files containing user email addresses and phone numbers"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|zai-small|Axial", "prompt": "c05-m6", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Axial", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Had vulnerabilities that allowed hackers to dump 250,000+ confidential documents"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|zai-small|Zoom", "prompt": "c05-m6", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Zoom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Multiple high-severity vulnerabilities in Android and Windows clients that could bypass access controls"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|zai-small|Microsoft Teams", "prompt": "c05-m6", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Microsoft Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Requires careful tenant configuration to ensure proper security settings"}, {"id": "mai-20260915-0741-calibration_b|c05-m6|zai-small|Google Meet", "prompt": "c05-m6", "model": "zai-small", "cat": "webinar-virtual-events", "variant": "negative", "raw": "Google Meet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Needs careful verification of edition-specific controls"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|alibaba-small|Salesloft", "prompt": "c06-m1", "model": "alibaba-small", "cat": "sales-engagement", "variant": "direct", "raw": "Salesloft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with a free trial or demo of **Salesloft** and **Outreach** as they are the industry standards for mid-market"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|alibaba-small|Outreach", "prompt": "c06-m1", "model": "alibaba-small", "cat": "sales-engagement", "variant": "direct", "raw": "Outreach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with a free trial or demo of **Salesloft** and **Outreach** as they are the industry standards for mid-market"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|alibaba-small|Apollo.io", "prompt": "c06-m1", "model": "alibaba-small", "cat": "sales-engagement", "variant": "direct", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "also evaluate **Apollo** if data acquisition is currently a pain point for you"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|alibaba-small|HubSpot Sales Hub", "prompt": "c06-m1", "model": "alibaba-small", "cat": "sales-engagement", "variant": "direct", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It's \"good enough\" for many mid-market teams that don't need hyper-advanced multi-channel orchestration."}, {"id": "mai-20260915-0741-calibration_b|c06-m1|alibaba-small|Klenty", "prompt": "c06-m1", "model": "alibaba-small", "cat": "sales-engagement", "variant": "direct", "raw": "Klenty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for **Gmail-centric teams** that want affordability and simplicity."}, {"id": "mai-20260915-0741-calibration_b|c06-m1|alibaba-small|Instantly", "prompt": "c06-m1", "model": "alibaba-small", "cat": "sales-engagement", "variant": "direct", "raw": "Instantly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if your strategy relies heavily on **cold email volume** and deliverability"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|alibaba-small|Lemlist", "prompt": "c06-m1", "model": "alibaba-small", "cat": "sales-engagement", "variant": "direct", "raw": "Lemlist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if your strategy relies heavily on **cold email volume** and deliverability"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|anthropic-small|Apollo.io", "prompt": "c06-m1", "model": "anthropic-small", "cat": "sales-engagement", "variant": "direct", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for SMB and mid-market teams needing data plus engagement in one affordable package"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|anthropic-small|Outreach", "prompt": "c06-m1", "model": "anthropic-small", "cat": "sales-engagement", "variant": "direct", "raw": "Outreach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Outreach ranks as a top pick, scoring well on ease of use and pricing transparency"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|anthropic-small|Salesloft", "prompt": "c06-m1", "model": "anthropic-small", "cat": "sales-engagement", "variant": "direct", "raw": "Salesloft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for mid-market and enterprise teams wanting coaching alongside engagement"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|anthropic-small|HubSpot Sales Hub", "prompt": "c06-m1", "model": "anthropic-small", "cat": "sales-engagement", "variant": "direct", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ideal if you're already using HubSpot for marketing"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|challenger-small|Salesloft", "prompt": "c06-m1", "model": "challenger-small", "cat": "sales-engagement", "variant": "direct", "raw": "Salesloft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single recommendation without more context, I'd pick **Salesloft** for a typical mid-market B2B company"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|challenger-small|Apollo", "prompt": "c06-m1", "model": "challenger-small", "cat": "sales-engagement", "variant": "direct", "raw": "Apollo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Apollo** if you want the best value with built-in prospect data plus engagement in one tool"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|challenger-small|HubSpot Sales Hub", "prompt": "c06-m1", "model": "challenger-small", "cat": "sales-engagement", "variant": "direct", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for mid-market teams already standardized on HubSpot and wanting lower operational overhead."}, {"id": "mai-20260915-0741-calibration_b|c06-m1|challenger-small|Klenty", "prompt": "c06-m1", "model": "challenger-small", "cat": "sales-engagement", "variant": "direct", "raw": "Klenty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Frequently called out for mid-market cadence + dialer use cases."}, {"id": "mai-20260915-0741-calibration_b|c06-m1|deepseek-small|Apollo.io", "prompt": "c06-m1", "model": "deepseek-small", "cat": "sales-engagement", "variant": "direct", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Apollo.io is the strongest default — best value, data + engagement in one tool, fast time-to-value, and transparent pricing"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|deepseek-small|Salesloft", "prompt": "c06-m1", "model": "deepseek-small", "cat": "sales-engagement", "variant": "direct", "raw": "Salesloft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Salesloft** instead if you're operationally mature and need deep conversation intelligence"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|deepseek-small|Outreach", "prompt": "c06-m1", "model": "deepseek-small", "cat": "sales-engagement", "variant": "direct", "raw": "Outreach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the most expensive (~$100–165/user/mo) and overkill for many mid-market teams"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|deepseek-small|HubSpot Sales Hub", "prompt": "c06-m1", "model": "deepseek-small", "cat": "sales-engagement", "variant": "direct", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're already a HubSpot CRM shop; public, transparent pricing"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|deepseek-small|Reply.io", "prompt": "c06-m1", "model": "deepseek-small", "cat": "sales-engagement", "variant": "direct", "raw": "Reply.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A solid budget-friendly \"mid-market multichannel\" option"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|google-small|Apollo.io", "prompt": "c06-m1", "model": "google-small", "cat": "sales-engagement", "variant": "direct", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Apollo.io — Best Overall for Value & Tech Stack Consolidation"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|google-small|ZoomInfo", "prompt": "c06-m1", "model": "google-small", "cat": "sales-engagement", "variant": "direct", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "had to pay for a data provider (like ZoomInfo)"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|google-small|Salesloft", "prompt": "c06-m1", "model": "google-small", "cat": "sales-engagement", "variant": "direct", "raw": "Salesloft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Salesloft is widely considered the gold standard for mid-market and enterprise teams"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|google-small|Outreach", "prompt": "c06-m1", "model": "google-small", "cat": "sales-engagement", "variant": "direct", "raw": "Outreach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Enterprise-Sized Mid-Market (Salesforce Native)"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|google-small|HubSpot Sales Hub", "prompt": "c06-m1", "model": "google-small", "cat": "sales-engagement", "variant": "direct", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Teams Already Using HubSpot CRM"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|google-small|Nooks", "prompt": "c06-m1", "model": "google-small", "cat": "sales-engagement", "variant": "direct", "raw": "Nooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Nooks is highly recommended for high-velocity cold-calling teams"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|google-small|Outreach.io", "prompt": "c06-m1", "model": "google-small", "cat": "sales-engagement", "variant": "direct", "raw": "Outreach.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It is notoriously complex to set up and manage... can quickly turn into an expensive, messy email blaster."}, {"id": "mai-20260915-0741-calibration_b|c06-m1|google-small|Amplemarket", "prompt": "c06-m1", "model": "google-small", "cat": "sales-engagement", "variant": "direct", "raw": "Amplemarket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Amplemarket combines contact data with buying signals (intent data)"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|meta-small|Salesloft", "prompt": "c06-m1", "model": "meta-small", "cat": "sales-engagement", "variant": "direct", "raw": "Salesloft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best sales engagement platform for a mid-market B2B company is likely to be Salesloft, Apollo, or Outreach"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|meta-small|Apollo", "prompt": "c06-m1", "model": "meta-small", "cat": "sales-engagement", "variant": "direct", "raw": "Apollo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "likely to be Salesloft, Apollo, or Outreach, as they offer scalable automation, strong integrations, analytics, and ease of use"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|meta-small|Outreach", "prompt": "c06-m1", "model": "meta-small", "cat": "sales-engagement", "variant": "direct", "raw": "Outreach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "likely to be Salesloft, Apollo, or Outreach"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|meta-small|Klenty", "prompt": "c06-m1", "model": "meta-small", "cat": "sales-engagement", "variant": "direct", "raw": "Klenty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Klenty, which is suitable for growing mid-market teams"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|meta-small|HubSpot", "prompt": "c06-m1", "model": "meta-small", "cat": "sales-engagement", "variant": "direct", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "HubSpot or Gmail-centric solutions for teams standardized on those platforms"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|minimax-small|Outreach", "prompt": "c06-m1", "model": "minimax-small", "cat": "sales-engagement", "variant": "direct", "raw": "Outreach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Outreach** - Best Overall for Mid-Market"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|minimax-small|SalesLoft", "prompt": "c06-m1", "model": "minimax-small", "cat": "sales-engagement", "variant": "direct", "raw": "SalesLoft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Outreach** or **SalesLoft** are the top contenders"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|minimax-small|HubSpot Sales Hub", "prompt": "c06-m1", "model": "minimax-small", "cat": "sales-engagement", "variant": "direct", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already use HubSpot, their Sales Hub offers excellent integration."}, {"id": "mai-20260915-0741-calibration_b|c06-m1|minimax-small|ZoomInfo", "prompt": "c06-m1", "model": "minimax-small", "cat": "sales-engagement", "variant": "direct", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ZoomInfo** - Best for Data + Engagement"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|mistral-small|Salesloft", "prompt": "c06-m1", "model": "mistral-small", "cat": "sales-engagement", "variant": "direct", "raw": "Salesloft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Salesloft** emerges as the best overall choice due to its balance of features, ease of use, and mid-market focus"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|mistral-small|Outreach", "prompt": "c06-m1", "model": "mistral-small", "cat": "sales-engagement", "variant": "direct", "raw": "Outreach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Best for Advanced Automation* ... Best for: Process-heavy teams scaling toward enterprise"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|mistral-small|HubSpot Sales Hub", "prompt": "c06-m1", "model": "mistral-small", "cat": "sales-engagement", "variant": "direct", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you're already in the HubSpot ecosystem or want a more affordable option, **HubSpot Sales Hub** or **Klenty** are excellent alternatives"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|mistral-small|Klenty", "prompt": "c06-m1", "model": "mistral-small", "cat": "sales-engagement", "variant": "direct", "raw": "Klenty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HubSpot Sales Hub** or **Klenty** are excellent alternatives"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|mistral-small|Apollo.io", "prompt": "c06-m1", "model": "mistral-small", "cat": "sales-engagement", "variant": "direct", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Best for Data + Engagement Bundle*"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|mistral-small|Reply.io", "prompt": "c06-m1", "model": "mistral-small", "cat": "sales-engagement", "variant": "direct", "raw": "Reply.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "*Best AI-Driven Sequences*"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|moonshot-small|Apollo.io", "prompt": "c06-m1", "model": "moonshot-small", "cat": "sales-engagement", "variant": "direct", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Apollo.io** if you: - Want the best value"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|moonshot-small|Outreach", "prompt": "c06-m1", "model": "moonshot-small", "cat": "sales-engagement", "variant": "direct", "raw": "Outreach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Outreach** if you: - Have 30+ reps with complex, multi-touch sequences"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|moonshot-small|Salesloft", "prompt": "c06-m1", "model": "moonshot-small", "cat": "sales-engagement", "variant": "direct", "raw": "Salesloft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Salesloft** if you: - Prioritize conversation intelligence and deal coaching"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|moonshot-small|Groove by Clari", "prompt": "c06-m1", "model": "moonshot-small", "cat": "sales-engagement", "variant": "direct", "raw": "Groove by Clari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Salesforce-Native Teams"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|openai-small|Salesloft", "prompt": "c06-m1", "model": "openai-small", "cat": "sales-engagement", "variant": "direct", "raw": "Salesloft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default pick is **Salesloft**"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|openai-small|Outreach", "prompt": "c06-m1", "model": "openai-small", "cat": "sales-engagement", "variant": "direct", "raw": "Outreach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it can be more complex and enterprise-leaning"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|openai-small|Apollo", "prompt": "c06-m1", "model": "openai-small", "cat": "sales-engagement", "variant": "direct", "raw": "Apollo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "look at **Apollo** next"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|openai-small|HubSpot Sales Hub", "prompt": "c06-m1", "model": "openai-small", "cat": "sales-engagement", "variant": "direct", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already standardized on HubSpot, **HubSpot Sales Hub** may be the simplest choice"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|openai-small|Reply.io", "prompt": "c06-m1", "model": "openai-small", "cat": "sales-engagement", "variant": "direct", "raw": "Reply.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Choose Reply.io or Klenty** if you want a lower-cost, multichannel outbound tool and can trade off some depth"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|openai-small|Klenty", "prompt": "c06-m1", "model": "openai-small", "cat": "sales-engagement", "variant": "direct", "raw": "Klenty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Choose Reply.io or Klenty** if you want a lower-cost, multichannel outbound tool"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|xai-small|Salesloft", "prompt": "c06-m1", "model": "xai-small", "cat": "sales-engagement", "variant": "direct", "raw": "Salesloft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Go with Salesloft** if you have 25+ reps, need strong calling/coaching/AI, and use Salesforce—frequently ranked #1 for mid-market"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|xai-small|Outreach", "prompt": "c06-m1", "model": "xai-small", "cat": "sales-engagement", "variant": "direct", "raw": "Outreach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Outreach** for high-volume, customizable outbound (scales well but overkill for simpler needs)"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|xai-small|Apollo.io", "prompt": "c06-m1", "model": "xai-small", "cat": "sales-engagement", "variant": "direct", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick Apollo** for cost savings + built-in data/prospecting"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|xai-small|HubSpot Sales Hub", "prompt": "c06-m1", "model": "xai-small", "cat": "sales-engagement", "variant": "direct", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HubSpot** if you're HubSpot-centric and want low overhead."}, {"id": "mai-20260915-0741-calibration_b|c06-m1|zai-small|Salesloft", "prompt": "c06-m1", "model": "zai-small", "cat": "sales-engagement", "variant": "direct", "raw": "Salesloft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall choice: **Salesloft**"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|zai-small|Apollo.io", "prompt": "c06-m1", "model": "zai-small", "cat": "sales-engagement", "variant": "direct", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with Apollo.io and HubSpot Sales Hub as strong alternatives"}, {"id": "mai-20260915-0741-calibration_b|c06-m1|zai-small|HubSpot Sales Hub", "prompt": "c06-m1", "model": "zai-small", "cat": "sales-engagement", "variant": "direct", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for teams already running HubSpot CRM and wanting a unified, simple workflow."}, {"id": "mai-20260915-0741-calibration_b|c06-m1|zai-small|Outreach", "prompt": "c06-m1", "model": "zai-small", "cat": "sales-engagement", "variant": "direct", "raw": "Outreach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Trade-offs: Steeper learning curve and setup; pricing is higher and less transparent; more overhead for smaller mid-market teams."}, {"id": "mai-20260915-0741-calibration_b|c06-m2|alibaba-small|Salesloft", "prompt": "c06-m2", "model": "alibaba-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Salesloft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Around Choice: **Salesloft** ... widely considered the \"gold standard\" for the mid-market segment."}, {"id": "mai-20260915-0741-calibration_b|c06-m2|alibaba-small|Apollo", "prompt": "c06-m2", "model": "alibaba-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Apollo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"Value & Data\" Choice: **Apollo** ... Apollo is a strong contender."}, {"id": "mai-20260915-0741-calibration_b|c06-m2|alibaba-small|ZoomInfo", "prompt": "c06-m2", "model": "alibaba-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "needing separate subscriptions for lead data (like ZoomInfo) and emails"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|alibaba-small|Outreach", "prompt": "c06-m2", "model": "alibaba-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Outreach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It is expensive and can feel \"heavy\" for smaller teams; it is often overkill for a company under 80 reps."}, {"id": "mai-20260915-0741-calibration_b|c06-m2|anthropic-small|HubSpot Sales Hub", "prompt": "c06-m2", "model": "anthropic-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. HubSpot Sales Hub** ... It's priced in a way that encourages growth, making it well-suited for mid-sized companies."}, {"id": "mai-20260915-0741-calibration_b|c06-m2|anthropic-small|Klenty", "prompt": "c06-m2", "model": "anthropic-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Klenty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Klenty is a sales engagement platform that prioritizes deliverability and personalization"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|anthropic-small|Reply.io", "prompt": "c06-m2", "model": "anthropic-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Reply.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Reply.io (Best for Multi-Channel Campaigns)"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|anthropic-small|Apollo", "prompt": "c06-m2", "model": "anthropic-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Apollo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "making it a strong choice for teams that want data and sequences in one tool"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|anthropic-small|ZoomInfo", "prompt": "c06-m2", "model": "anthropic-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "combines one of the world's most comprehensive B2B databases with intelligent sales-engagement capabilities"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|anthropic-small|Outreach", "prompt": "c06-m2", "model": "anthropic-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Outreach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "engagement tools like Outreach or Salesloft"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|anthropic-small|Salesloft", "prompt": "c06-m2", "model": "anthropic-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Salesloft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "engagement tools like Outreach or Salesloft"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|challenger-small|Salesloft", "prompt": "c06-m2", "model": "challenger-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Salesloft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Salesloft** as the safest default choice"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|challenger-small|Apollo.io", "prompt": "c06-m2", "model": "challenger-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want **prospecting + engagement in one tool** and care about cost efficiency"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|challenger-small|HubSpot Sales Hub", "prompt": "c06-m2", "model": "challenger-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want a **CRM-native** option and your team values ease of use"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|challenger-small|Klenty", "prompt": "c06-m2", "model": "challenger-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Klenty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want a **budget-conscious** multichannel platform for a mid-market team"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|challenger-small|Outreach", "prompt": "c06-m2", "model": "challenger-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Outreach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you have a more complex, enterprise-leaning motion and can support heavier implementation and governance"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|deepseek-small|Salesloft", "prompt": "c06-m2", "model": "deepseek-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Salesloft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around choice is **Salesloft**"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|deepseek-small|Outreach", "prompt": "c06-m2", "model": "deepseek-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Outreach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Outreach** is worth it only if you're running a large, complex, Salesforce-heavy org"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|deepseek-small|Apollo.io", "prompt": "c06-m2", "model": "deepseek-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Apollo.io** gives you 80% of the value at 20\\u201330% of the cost"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|deepseek-small|Reply.io", "prompt": "c06-m2", "model": "deepseek-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Reply.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Apollo.io (and Reply.io) \\u2014 best value for budget-conscious smaller teams"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|deepseek-small|Clari", "prompt": "c06-m2", "model": "deepseek-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Clari", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Salesloft merged with Clari in December 2025"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|google-small|Apollo.io", "prompt": "c06-m2", "model": "google-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is the overall top recommendation for most mid-sized B2B teams."}, {"id": "mai-20260915-0741-calibration_b|c06-m2|google-small|ZoomInfo", "prompt": "c06-m2", "model": "google-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "had to buy a data provider (like ZoomInfo or Cognism)"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|google-small|Cognism", "prompt": "c06-m2", "model": "google-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Cognism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "had to buy a data provider (like ZoomInfo or Cognism)"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|google-small|HubSpot Sales Hub", "prompt": "c06-m2", "model": "google-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose this if you prioritize **simplicity, speed of adoption, and zero-headache CRM integration**"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|google-small|Amplemarket", "prompt": "c06-m2", "model": "google-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Amplemarket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Amplemarket is highly recommended"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|google-small|Salesloft", "prompt": "c06-m2", "model": "google-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Salesloft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Go with Salesloft if your sales motion is mature"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|google-small|Instantly.ai", "prompt": "c06-m2", "model": "google-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Instantly.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are 95% email-only, look into budget-friendly, high-deliverability platforms like **Instantly.ai**."}, {"id": "mai-20260915-0741-calibration_b|c06-m2|google-small|Clay", "prompt": "c06-m2", "model": "google-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Clay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for sophisticated, agile mid-market teams looking to stand out in crowded inboxes"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|google-small|Outreach", "prompt": "c06-m2", "model": "google-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Outreach", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "it is generally **not recommended for mid-sized companies**"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|meta-small|SalesLoft", "prompt": "c06-m2", "model": "meta-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "SalesLoft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best sales engagement tools for mid-sized B2B companies are:\n\n1. SalesLoft"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|meta-small|HubSpot Sales Hub", "prompt": "c06-m2", "model": "meta-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. HubSpot Sales Hub"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|meta-small|Outreach", "prompt": "c06-m2", "model": "meta-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Outreach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Outreach"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|meta-small|Apollo", "prompt": "c06-m2", "model": "meta-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Apollo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Apollo"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|minimax-small|Salesloft", "prompt": "c06-m2", "model": "minimax-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Salesloft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Salesloft** ⭐ Top Pick"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|minimax-small|Outreach", "prompt": "c06-m2", "model": "minimax-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Outreach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong enterprise features but can work for mid-market"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|minimax-small|HubSpot Sales Hub", "prompt": "c06-m2", "model": "minimax-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cost-effective if you're in the HubSpot ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|minimax-small|Apollo.io", "prompt": "c06-m2", "model": "minimax-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd recommend **Salesloft** or **Apollo** depending on your budget"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|mistral-small|Apollo.io", "prompt": "c06-m2", "model": "mistral-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **most mid-sized B2B companies**, I recommend **Apollo.io** as the best choice"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|mistral-small|Klenty", "prompt": "c06-m2", "model": "mistral-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Klenty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Runner-up**: If budget is extremely tight, **Klenty** offers excellent multi-channel capabilities"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|mistral-small|HubSpot Sales Hub", "prompt": "c06-m2", "model": "mistral-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. HubSpot Sales Hub** \ns **Best for CRM-Native Teams**"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|mistral-small|Salesloft", "prompt": "c06-m2", "model": "mistral-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Salesloft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Opaque pricing, complex setup"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|mistral-small|Outreach", "prompt": "c06-m2", "model": "mistral-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Outreach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Very expensive, complex, no data included"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|moonshot-small|Salesloft", "prompt": "c06-m2", "model": "moonshot-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Salesloft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Salesloft** — Best Overall Choice for Mid-Market"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|moonshot-small|Outreach", "prompt": "c06-m2", "model": "moonshot-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Outreach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Avoid Outreach unless** you have 200+ reps... the extra complexity and 15-25% price premium rarely pay off at mid-market scale."}, {"id": "mai-20260915-0741-calibration_b|c06-m2|moonshot-small|HubSpot Sales Hub", "prompt": "c06-m2", "model": "moonshot-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HubSpot Sales Hub** ($100-150/seat) — unified CRM + engagement, simpler stack"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|moonshot-small|Apollo.io", "prompt": "c06-m2", "model": "moonshot-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Have **under 50 reps** | **Apollo.io** ($59-99/seat)"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|moonshot-small|Klenty", "prompt": "c06-m2", "model": "moonshot-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Klenty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Are **budget-constrained** | **Klenty** ($50/seat)"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|moonshot-small|Instantly", "prompt": "c06-m2", "model": "moonshot-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Instantly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Instantly** ($30/seat)"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|openai-small|HubSpot Sales Hub", "prompt": "c06-m2", "model": "openai-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **HubSpot Sales Hub** as the best default choice."}, {"id": "mai-20260915-0741-calibration_b|c06-m2|openai-small|Salesloft", "prompt": "c06-m2", "model": "openai-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Salesloft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Salesloft** if you want a more **dedicated enterprise-grade engagement platform**"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|openai-small|Outreach", "prompt": "c06-m2", "model": "openai-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Outreach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3-way comparison of Apollo vs Salesloft vs Outreach"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|openai-small|Apollo", "prompt": "c06-m2", "model": "openai-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Apollo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Apollo** if your team needs **prospecting + engagement in one tool**"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|xai-small|Salesloft", "prompt": "c06-m2", "model": "xai-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Salesloft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Salesloft as the top sales engagement tool."}, {"id": "mai-20260915-0741-calibration_b|c06-m2|xai-small|Outreach", "prompt": "c06-m2", "model": "xai-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Outreach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Complex sequences & governance (enterprise-leaning mid-market) ... Steeper setup; needs separate data tool."}, {"id": "mai-20260915-0741-calibration_b|c06-m2|xai-small|Apollo.io", "prompt": "c06-m2", "model": "xai-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-conscious, all-in-one data + engagement (under 75 reps)"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|xai-small|Groove (Clari)", "prompt": "c06-m2", "model": "xai-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Groove (Clari)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Salesforce-heavy teams wanting native CRM sync"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|xai-small|HubSpot Sales Hub", "prompt": "c06-m2", "model": "xai-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Already on HubSpot CRM (inbound-focused) ... Lighter on advanced outbound."}, {"id": "mai-20260915-0741-calibration_b|c06-m2|zai-small|Apollo.io", "prompt": "c06-m2", "model": "zai-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, I'd recommend starting with **Apollo.io** due to its comprehensive features, competitive pricing"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|zai-small|Klenty", "prompt": "c06-m2", "model": "zai-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Klenty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Klenty - Best Budget-Friendly Option"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|zai-small|Salesloft", "prompt": "c06-m2", "model": "zai-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "Salesloft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Salesloft - Best for Mature Teams"}, {"id": "mai-20260915-0741-calibration_b|c06-m2|zai-small|HubSpot Sales Hub", "prompt": "c06-m2", "model": "zai-small", "cat": "sales-engagement", "variant": "paraphrase", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HubSpot Sales Hub - Best if You Already Use HubSpot"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|alibaba-small|Outreach", "prompt": "c06-m3", "model": "alibaba-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Outreach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose:** **Outreach** or **Salesloft**. *Why:* They offer the most robust compliance, security, and coaching features"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|alibaba-small|Salesloft", "prompt": "c06-m3", "model": "alibaba-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Salesloft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose:** **Outreach** or **Salesloft**."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|alibaba-small|HubSpot Sales Hub", "prompt": "c06-m3", "model": "alibaba-small", "cat": "sales-engagement", "variant": "comparative", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For SMBs & Startups Needing Simplicity: **Choose:** **HubSpot Sales Hub** or **Bigin (Zoho)**."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|alibaba-small|Apollo.io", "prompt": "c06-m3", "model": "alibaba-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For High-Volume Outbound SDR Teams: **Choose:** **Apollo.io** or **Reply.io**."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|alibaba-small|Close", "prompt": "c06-m3", "model": "alibaba-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Close", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For Inside Sales Teams Relying on Phone/SMS: **Choose:** **Close**."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|alibaba-small|Overloop", "prompt": "c06-m3", "model": "alibaba-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Overloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For AI-First Teams Wanting Automation: **Choose:** **Overloop** or **ZoomInfo GTM Workspace**."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|alibaba-small|Reply.io", "prompt": "c06-m3", "model": "alibaba-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Reply.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose:** **Apollo.io** or **Reply.io**."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|alibaba-small|ZoomInfo GTM Workspace", "prompt": "c06-m3", "model": "alibaba-small", "cat": "sales-engagement", "variant": "comparative", "raw": "ZoomInfo GTM Workspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Choose:** **Overloop** or **ZoomInfo GTM Workspace**."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|alibaba-small|Groove", "prompt": "c06-m3", "model": "alibaba-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Groove", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Salesforce-Native Leaders (Outreach, Salesloft, Groove)"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|alibaba-small|Yesware", "prompt": "c06-m3", "model": "alibaba-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Yesware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Engagement-Only (Salesloft, Outreach, Yesware)"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|alibaba-small|FlashIntel", "prompt": "c06-m3", "model": "alibaba-small", "cat": "sales-engagement", "variant": "comparative", "raw": "FlashIntel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Phone-Centric (Close, FlashIntel)"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|alibaba-small|Mixmax", "prompt": "c06-m3", "model": "alibaba-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Mixmax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Email & LinkedIn-Centric (Yesware, Mixmax, lemlist)"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|alibaba-small|lemlist", "prompt": "c06-m3", "model": "alibaba-small", "cat": "sales-engagement", "variant": "comparative", "raw": "lemlist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Email & LinkedIn-Centric (Yesware, Mixmax, lemlist)"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|alibaba-small|Gong", "prompt": "c06-m3", "model": "alibaba-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Gong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Gong** and **Chorus** (by Terminus) focus less on sending emails and more on analyzing recorded calls"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|alibaba-small|Chorus", "prompt": "c06-m3", "model": "alibaba-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Chorus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Gong** and **Chorus** (by Terminus) focus less on sending emails"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|alibaba-small|Bigin (Zoho)", "prompt": "c06-m3", "model": "alibaba-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Bigin (Zoho)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**Choose:** **HubSpot Sales Hub** or **Bigin (Zoho)**."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|anthropic-small|Klenty", "prompt": "c06-m3", "model": "anthropic-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Klenty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Klenty and Apollo suit SMB and mid-market outbound teams... the strongest AI sales engagement platforms in 2026 are Klenty, Reply.io, Apollo, and Amplemarket."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|anthropic-small|Outreach.io", "prompt": "c06-m3", "model": "anthropic-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Outreach.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Outreach.io and Salesloft being the two dominant sales engagement platforms in the market"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|anthropic-small|Salesloft", "prompt": "c06-m3", "model": "anthropic-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Salesloft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Outreach edging ahead on forecasting and SalesLoft winning on user experience and support"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|anthropic-small|Outreach", "prompt": "c06-m3", "model": "anthropic-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Outreach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise-grade tools like Salesloft and Outreach require dedicated admins and 25-seat minimums, making them poor fits for teams under 10 reps."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|anthropic-small|Salesloop.io", "prompt": "c06-m3", "model": "anthropic-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Salesloop.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other popular options include Salesloop.io, Reply.io, and SalesLoft"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|anthropic-small|Reply.io", "prompt": "c06-m3", "model": "anthropic-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Reply.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Reply.io, a multichannel sales engagement tool"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|anthropic-small|Apollo", "prompt": "c06-m3", "model": "anthropic-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Apollo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Klenty and Apollo suit SMB and mid-market outbound teams"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|anthropic-small|Lemlist", "prompt": "c06-m3", "model": "anthropic-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Lemlist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Lemlist, a Paris-built outreach platform"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|anthropic-small|Reply", "prompt": "c06-m3", "model": "anthropic-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Reply", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For small businesses and startups, Klenty, Reply, and Mailshake are the strongest picks"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|anthropic-small|HubSpot", "prompt": "c06-m3", "model": "anthropic-small", "cat": "sales-engagement", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "search for information about other top platforms like HubSpot, Reply.io, and others"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|anthropic-small|Mixmax", "prompt": "c06-m3", "model": "anthropic-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Mixmax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Klenty, Outreach, Salesloft, Apollo, Reply, Mixmax, Groove, and HubSpot Sales Hub"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|anthropic-small|Groove", "prompt": "c06-m3", "model": "anthropic-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Groove", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Klenty, Outreach, Salesloft, Apollo, Reply, Mixmax, Groove, and HubSpot Sales Hub"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|anthropic-small|HubSpot Sales Hub", "prompt": "c06-m3", "model": "anthropic-small", "cat": "sales-engagement", "variant": "comparative", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "HubSpot fits marketing-led sales orgs already inside its ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|anthropic-small|Mailshake", "prompt": "c06-m3", "model": "anthropic-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Mailshake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For small businesses and startups, Klenty, Reply, and Mailshake are the strongest picks"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|anthropic-small|Gong Engage", "prompt": "c06-m3", "model": "anthropic-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Gong Engage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "a sequencing layer built on top of Gong's conversation intelligence platform, providing basic email sequence automation"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|anthropic-small|Cirrus Insight", "prompt": "c06-m3", "model": "anthropic-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Cirrus Insight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Cirrus Insight connects email tracking, buyer engagement signals, scheduling automation, and AI meeting intelligence directly inside Salesforce"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|anthropic-small|Amplemarket", "prompt": "c06-m3", "model": "anthropic-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Amplemarket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "the strongest AI sales engagement platforms in 2026 are Klenty, Reply.io, Apollo, and Amplemarket"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|challenger-small|HubSpot Sales Hub", "prompt": "c06-m3", "model": "challenger-small", "cat": "sales-engagement", "variant": "comparative", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "All-in-one CRM + engagement: HubSpot Sales Hub is strongest here"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|challenger-small|Outreach", "prompt": "c06-m3", "model": "challenger-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Outreach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Enterprise orchestration: Outreach and Salesloft are the most common picks"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|challenger-small|Salesloft", "prompt": "c06-m3", "model": "challenger-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Salesloft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong for cadences plus conversation intelligence and coaching"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|challenger-small|Apollo.io", "prompt": "c06-m3", "model": "challenger-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Apollo.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Combines contact data/prospecting with engagement"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|challenger-small|Reply.io", "prompt": "c06-m3", "model": "challenger-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Reply.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focuses on multichannel automation and deliverability"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|challenger-small|Mixmax", "prompt": "c06-m3", "model": "challenger-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Mixmax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Works directly inside the inbox, making it lighter-weight"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|challenger-small|Groove/Clari", "prompt": "c06-m3", "model": "challenger-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Groove/Clari", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best when the team wants engagement tightly aligned to Salesforce workflows"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|challenger-small|Salesforce Sales Engagement", "prompt": "c06-m3", "model": "challenger-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Salesforce Sales Engagement", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Native Salesforce add-on with cadences and AI"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|challenger-small|ZoomInfo", "prompt": "c06-m3", "model": "challenger-small", "cat": "sales-engagement", "variant": "comparative", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Pairs verified B2B data with engagement execution in one workflow"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|deepseek-small|Outreach", "prompt": "c06-m3", "model": "deepseek-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Outreach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The enterprise heavyweight. Ideal for large, process-heavy organizations that need sophisticated automation, governance, and analytics."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|deepseek-small|SalesLoft", "prompt": "c06-m3", "model": "deepseek-small", "cat": "sales-engagement", "variant": "comparative", "raw": "SalesLoft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The other half of the SEP \"duopoly\" with Outreach. It's more approachable and intuitive"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|deepseek-small|Groove (a Clari Company)", "prompt": "c06-m3", "model": "deepseek-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Groove (a Clari Company)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The deepest CRM-native experience available... Groove is unmatched. Weaker standalone dialer compared to others."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|deepseek-small|Apollo.io", "prompt": "c06-m3", "model": "deepseek-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The best value play. It combines data, enrichment, sequencing, and analytics in one tool at a fraction of the cost"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|deepseek-small|HubSpot Sales Hub", "prompt": "c06-m3", "model": "deepseek-small", "cat": "sales-engagement", "variant": "comparative", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The best choice for growing companies that want a unified CRM + engagement stack"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|deepseek-small|Salesforce Sales Engagement", "prompt": "c06-m3", "model": "deepseek-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Salesforce Sales Engagement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The pragmatic choice for Salesforce shops that don't want to add another layer of tooling."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|deepseek-small|Reply.io", "prompt": "c06-m3", "model": "deepseek-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Reply.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A strong challenger for teams that want AI-powered outbound at a more accessible price point"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|deepseek-small|lemlist", "prompt": "c06-m3", "model": "deepseek-small", "cat": "sales-engagement", "variant": "comparative", "raw": "lemlist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Personalized email/LinkedIn outreach | $39–$87/month | Visual personalization engine"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|deepseek-small|Instantly.ai", "prompt": "c06-m3", "model": "deepseek-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Instantly.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "High-volume cold email | $47/month | Email deliverability optimization"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|deepseek-small|ZoomInfo Sales", "prompt": "c06-m3", "model": "deepseek-small", "cat": "sales-engagement", "variant": "comparative", "raw": "ZoomInfo Sales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Data-driven teams | Custom | 500M+ contact database with native engagement workflows"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|deepseek-small|Kixie", "prompt": "c06-m3", "model": "deepseek-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Kixie", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Phone-first outbound teams | Quote-based | CRM-connected dialing"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|deepseek-small|Close", "prompt": "c06-m3", "model": "deepseek-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Close", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "SMBs wanting CRM + dialer in one | $19–$35/user/month"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|deepseek-small|Mixmax", "prompt": "c06-m3", "model": "deepseek-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Mixmax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Gmail-native teams | $29/user/month | Email tracking and engagement tools inside Gmail/Outlook"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|google-small|Salesloft", "prompt": "c06-m3", "model": "google-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Salesloft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Salesloft completed its massive merger with revenue intelligence giant **Clari**... \"Predictive Revenue System\"."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|google-small|Outreach", "prompt": "c06-m3", "model": "google-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Outreach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Outreach is the \"Salesforce of sales engagement\"—highly customizable, enterprise-grade, and built for complex sales motions."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|google-small|Apollo.io", "prompt": "c06-m3", "model": "google-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Startups, SMBs, and PLG-native teams looking for a single, cost-effective platform"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|google-small|Amplemarket", "prompt": "c06-m3", "model": "google-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Amplemarket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Amplemarket is highly rated for end-to-end AI outbound."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|google-small|Nooks", "prompt": "c06-m3", "model": "google-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Nooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "famous for its high-velocity **AI Parallel Dialer**"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|google-small|Instantly.ai", "prompt": "c06-m3", "model": "google-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Instantly.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Flat-rate, high-deliverability cold email sending."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|google-small|Smartlead", "prompt": "c06-m3", "model": "google-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Smartlead", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "choose **Instantly.ai** or **Smartlead**"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|google-small|Smartlead.ai", "prompt": "c06-m3", "model": "google-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Smartlead.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Flat-rate, high-deliverability cold email sending."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|google-small|HubSpot Sales Hub", "prompt": "c06-m3", "model": "google-small", "cat": "sales-engagement", "variant": "comparative", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Native to the CRM, perfect for existing HubSpot shops."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|meta-small|Apollo.io", "prompt": "c06-m3", "model": "meta-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Apollo.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top platforms include Apollo.io, Salesloft, HubSpot Sales Hub, Outreach, and Klenty, among others."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|meta-small|Salesloft", "prompt": "c06-m3", "model": "meta-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Salesloft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top platforms include Apollo.io, Salesloft, HubSpot Sales Hub, Outreach, and Klenty, among others."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|meta-small|HubSpot Sales Hub", "prompt": "c06-m3", "model": "meta-small", "cat": "sales-engagement", "variant": "comparative", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top platforms include Apollo.io, Salesloft, HubSpot Sales Hub, Outreach, and Klenty, among others."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|meta-small|Outreach", "prompt": "c06-m3", "model": "meta-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Outreach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top platforms include Apollo.io, Salesloft, HubSpot Sales Hub, Outreach, and Klenty, among others."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|meta-small|Klenty", "prompt": "c06-m3", "model": "meta-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Klenty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top platforms include Apollo.io, Salesloft, HubSpot Sales Hub, Outreach, and Klenty, among others."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|minimax-small|HubSpot Sales Hub", "prompt": "c06-m3", "model": "minimax-small", "cat": "sales-engagement", "variant": "comparative", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**HubSpot Sales Hub** | $20/user/mo | Teams wanting all-in-one | CRM + engagement combined"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|minimax-small|Outreach", "prompt": "c06-m3", "model": "minimax-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Outreach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Outreach** | ~$100/user/mo | Enterprise sales orgs | Advanced AI + revenue intelligence"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|minimax-small|Salesloft", "prompt": "c06-m3", "model": "minimax-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Salesloft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Salesloft** | ~$125/user/mo | Mid-market to enterprise | Cadences + conversation intelligence"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|minimax-small|Close", "prompt": "c06-m3", "model": "minimax-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Close", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Close** | $35/user/mo | SMB inside sales | Built-in calling, SMS, video"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|minimax-small|Amplemarket", "prompt": "c06-m3", "model": "minimax-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Amplemarket", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**AI-first platforms** (2026 trend): Amplemarket leads with 219/231 features"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|minimax-small|Apollo.io", "prompt": "c06-m3", "model": "minimax-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Apollo.io** | $49/user/mo | Data-rich teams | B2B database + enrichment"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|minimax-small|Reply.io", "prompt": "c06-m3", "model": "minimax-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Reply.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "followed by Reply.io with Jason AI"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|minimax-small|Instantly", "prompt": "c06-m3", "model": "minimax-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Instantly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Instantly** | $30-47/mo | Cold email focus | Email deliverability + warmup"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|minimax-small|ZoomInfo Sales", "prompt": "c06-m3", "model": "minimax-small", "cat": "sales-engagement", "variant": "comparative", "raw": "ZoomInfo Sales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**ZoomInfo Sales** | Custom | Data-driven teams | Contact coverage + intent signals"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|minimax-small|Salesforce Sales Engagement", "prompt": "c06-m3", "model": "minimax-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Salesforce Sales Engagement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Salesforce Sales Engagement** | $50/user/mo | Salesforce-native shops | Deep Salesforce integration"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|minimax-small|Bigin", "prompt": "c06-m3", "model": "minimax-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Bigin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**All-in-one**: HubSpot Sales Hub, Close, Bigin"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|minimax-small|Groove by Clari", "prompt": "c06-m3", "model": "minimax-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Groove by Clari", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Salesforce-native**: Salesforce Sales Engagement, Groove by Clari"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|minimax-small|Yesware", "prompt": "c06-m3", "model": "minimax-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Yesware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Basic AI**: Close, Yesware, Mixmax"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|minimax-small|Mixmax", "prompt": "c06-m3", "model": "minimax-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Mixmax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Email-focused**: Instantly, Yesware, Mixmax"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|minimax-small|SmartReach.io", "prompt": "c06-m3", "model": "minimax-small", "cat": "sales-engagement", "variant": "comparative", "raw": "SmartReach.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Full multichannel** (7+ channels): Amplemarket, Reply.io, SmartReach.io"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|minimax-small|Clay", "prompt": "c06-m3", "model": "minimax-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Clay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**Enrichment add-ons**: Clay (best for custom enrichment)"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|minimax-small|lemlist", "prompt": "c06-m3", "model": "minimax-small", "cat": "sales-engagement", "variant": "comparative", "raw": "lemlist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Built-in warmup & protection**: Instantly, Amplemarket, lemlist (Lemwarm)"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|minimax-small|Klenty", "prompt": "c06-m3", "model": "minimax-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Klenty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Phone-heavy? Close/Klenty"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|mistral-small|Outreach", "prompt": "c06-m3", "model": "mistral-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Outreach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Enterprise teams: Choose between Outreach or Salesloft for advanced features"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|mistral-small|Salesloft", "prompt": "c06-m3", "model": "mistral-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Salesloft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose between Outreach or Salesloft for advanced features"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|mistral-small|HubSpot Sales Hub", "prompt": "c06-m3", "model": "mistral-small", "cat": "sales-engagement", "variant": "comparative", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CRM users: HubSpot (all-in-one) or Salesforce (native integration)"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|mistral-small|Salesforce Sales Engagement", "prompt": "c06-m3", "model": "mistral-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Salesforce Sales Engagement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Native integration eliminates data sync issues"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|mistral-small|Apollo.io", "prompt": "c06-m3", "model": "mistral-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best combination of prospecting data and engagement tools"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|mistral-small|ZoomInfo Sales", "prompt": "c06-m3", "model": "mistral-small", "cat": "sales-engagement", "variant": "comparative", "raw": "ZoomInfo Sales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Teams prioritizing verified contact data"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|mistral-small|Reply.io", "prompt": "c06-m3", "model": "mistral-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Reply.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong deliverability toolkit and AI-generated outreach"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|mistral-small|Instantly", "prompt": "c06-m3", "model": "mistral-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Instantly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for email deliverability and multi-account management"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|mistral-small|Yesware", "prompt": "c06-m3", "model": "mistral-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Yesware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Gmail-native, most affordable option"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|mistral-small|Close", "prompt": "c06-m3", "model": "mistral-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Close", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "All-in-one calling platform with engagement tools"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|mistral-small|Klenty", "prompt": "c06-m3", "model": "mistral-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Klenty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Strong calling automation and deliverability suite"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|moonshot-small|Apollo", "prompt": "c06-m3", "model": "moonshot-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Apollo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Apollo** if you want affordable, all-in-one prospecting with transparent pricing"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|moonshot-small|Outreach", "prompt": "c06-m3", "model": "moonshot-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Outreach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Enterprise* - Advanced sales execution and revenue intelligence"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|moonshot-small|Salesloft", "prompt": "c06-m3", "model": "moonshot-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Salesloft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Revenue Orchestration* - Full revenue lifecycle management"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|moonshot-small|ZoomInfo", "prompt": "c06-m3", "model": "moonshot-small", "cat": "sales-engagement", "variant": "comparative", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose ZoomInfo** if data quality and buyer intent are your top priorities"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|moonshot-small|HubSpot Sales Hub", "prompt": "c06-m3", "model": "moonshot-small", "cat": "sales-engagement", "variant": "comparative", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose HubSpot** if you're already committed to the HubSpot CRM ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|moonshot-small|Groove", "prompt": "c06-m3", "model": "moonshot-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Groove", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Groove** | Salesforce-native teams | Custom | Deep Salesforce integration |"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|moonshot-small|Mixmax", "prompt": "c06-m3", "model": "moonshot-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Mixmax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Mixmax** | Gmail-first SMBs | $25-65/user/mo | Email productivity focus |"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|moonshot-small|Reply.io", "prompt": "c06-m3", "model": "moonshot-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Reply.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Reply.io** | Multichannel automation | $49/user/mo | Built-in database (1B+ records) |"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|moonshot-small|Klenty", "prompt": "c06-m3", "model": "moonshot-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Klenty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| **Klenty** | Growing sales teams | $50/user/mo | Intent-based triggers |"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|moonshot-small|VanillaSoft", "prompt": "c06-m3", "model": "moonshot-small", "cat": "sales-engagement", "variant": "comparative", "raw": "VanillaSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "| **VanillaSoft** | Lead prioritization | Custom | Queue-based selling |"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|openai-small|Outreach", "prompt": "c06-m3", "model": "openai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Outreach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Outreach** if your team needs the most sophisticated outbound sequencing."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|openai-small|Salesloft", "prompt": "c06-m3", "model": "openai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Salesloft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The most commonly cited leaders are **Outreach, Salesloft, and HubSpot Sales Hub**"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|openai-small|HubSpot Sales Hub", "prompt": "c06-m3", "model": "openai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **HubSpot Sales Hub** if you want sales engagement built into your CRM."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|openai-small|Apollo", "prompt": "c06-m3", "model": "openai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Apollo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Apollo** if prospecting data is as important as outreach."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|openai-small|Saleshandy", "prompt": "c06-m3", "model": "openai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Saleshandy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "leaner, lower-cost option for **email-first cadence automation**"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|openai-small|Reply.io", "prompt": "c06-m3", "model": "openai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Reply.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best known for: **multi-channel outbound**"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|openai-small|Mailshake", "prompt": "c06-m3", "model": "openai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Mailshake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "straightforward tool for **cold email and basic multi-channel outreach**, with less enterprise depth"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|openai-small|Klenty", "prompt": "c06-m3", "model": "openai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Klenty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Klenty tends to sit in the middle ground"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|openai-small|Yesware", "prompt": "c06-m3", "model": "openai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Yesware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best known for: **lighter-weight email engagement**"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|openai-small|SmartReach.io", "prompt": "c06-m3", "model": "openai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "SmartReach.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "often highlighted for **email, phone, LinkedIn, WhatsApp, and SMS**"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|openai-small|VanillaSoft", "prompt": "c06-m3", "model": "openai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "VanillaSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "VanillaSoft stands out for **routing, prioritization, and real-time coaching**"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|openai-small|Mixmax", "prompt": "c06-m3", "model": "openai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Mixmax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Lightweight/affordable outreach: Yesware, Mixmax, Saleshandy"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|openai-small|Freshsales", "prompt": "c06-m3", "model": "openai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Freshsales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Freshsales / Zoho / Zendesk Sell** in CRM-centric stacks."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|openai-small|Groove", "prompt": "c06-m3", "model": "openai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Groove", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "other strong options including **Apollo, Saleshandy, Mailshake, Klenty, SmartReach.io, VanillaSoft, and Groove**"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|openai-small|Zoho", "prompt": "c06-m3", "model": "openai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Zoho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Freshsales / Zoho / Zendesk Sell** in CRM-centric stacks."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|openai-small|Zendesk Sell", "prompt": "c06-m3", "model": "openai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Zendesk Sell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Freshsales / Zoho / Zendesk Sell** in CRM-centric stacks."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|xai-small|Outreach", "prompt": "c06-m3", "model": "xai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Outreach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Outreach and Salesloft lead Gartner with 4.4-4.5/5 ratings"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|xai-small|Salesloft", "prompt": "c06-m3", "model": "xai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Salesloft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Outreach and Salesloft lead Gartner with 4.4-4.5/5 ratings"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|xai-small|Apollo.io", "prompt": "c06-m3", "model": "xai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For SMBs/startups | Built-in B2B database, lead enrichment, sequences"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|xai-small|HubSpot Sales Hub", "prompt": "c06-m3", "model": "xai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SMBs/mid-market | All-in-one CRM + engagement, Breeze AI, free tier"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|xai-small|Reply.io", "prompt": "c06-m3", "model": "xai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Reply.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "High-volume outbound SDRs| AI SDR agent (Jason), multichannel"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|xai-small|ZoomInfo Sales", "prompt": "c06-m3", "model": "xai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "ZoomInfo Sales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Data-driven enterprises | Intent data, B2B database, AI workflows"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|xai-small|Clari", "prompt": "c06-m3", "model": "xai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Clari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Forecasting & Salesforce users | AI revenue intelligence, activity capture"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|xai-small|Salesforce Sales Engagement", "prompt": "c06-m3", "model": "xai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Salesforce Sales Engagement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Salesforce enterprises | Native cadences, guided selling, auto-dialing"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|xai-small|Close", "prompt": "c06-m3", "model": "xai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Close", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Inside sales teams | Built-in dialer/SMS/video, workflows"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|xai-small|Amplemarket", "prompt": "c06-m3", "model": "xai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Amplemarket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "AI-first all-in-one teams| Signal detection, 7-channel, high deliverability"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|xai-small|Klenty", "prompt": "c06-m3", "model": "xai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Klenty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Phone-heavy? Close/Klenty."}, {"id": "mai-20260915-0741-calibration_b|c06-m3|xai-small|Yesware", "prompt": "c06-m3", "model": "xai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Yesware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Budget picks (Yesware/Mixmax ~$15-30) for email-only"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|xai-small|Mixmax", "prompt": "c06-m3", "model": "xai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Mixmax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Budget picks (Yesware/Mixmax ~$15-30) for email-only"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|zai-small|Salesforce Sales Engagement", "prompt": "c06-m3", "model": "zai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Salesforce Sales Engagement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best for Salesforce**: Salesforce Sales Engagement"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|zai-small|Outreach", "prompt": "c06-m3", "model": "zai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Outreach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Outreach** | ~$100/seat/mo | Large sales orgs | Advanced analytics, extensive enterprise tools |"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|zai-small|Salesloft", "prompt": "c06-m3", "model": "zai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Salesloft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Enterprise AI**: Salesloft with Rhythm AI"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|zai-small|Amplemarket", "prompt": "c06-m3", "model": "zai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Amplemarket", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Best Overall AI Platform**: Amplemarket (219/231 feature score)"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|zai-small|Overloop", "prompt": "c06-m3", "model": "zai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Overloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**All-in-one**: Overloop (no minimums)"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|zai-small|HubSpot Sales Hub", "prompt": "c06-m3", "model": "zai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for Budget**: HubSpot Sales Hub free plan"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|zai-small|Apollo.io", "prompt": "c06-m3", "model": "zai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for Volume**: Reply.io or Apollo.io"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|zai-small|Reply.io", "prompt": "c06-m3", "model": "zai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Reply.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Volume focus**: Reply.io"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|zai-small|Mixmax", "prompt": "c06-m3", "model": "zai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Mixmax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Simple email**: Mixmax or Yesware"}, {"id": "mai-20260915-0741-calibration_b|c06-m3|zai-small|Yesware", "prompt": "c06-m3", "model": "zai-small", "cat": "sales-engagement", "variant": "comparative", "raw": "Yesware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "| **Yesware** | $15/seat/mo | Email-focused teams | Simple email tracking"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|alibaba-small|Apollo.io", "prompt": "c06-m4", "model": "alibaba-small", "cat": "sales-engagement", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apollo.io** is widely considered the best value option because it combines a massive B2B database with sales engagement tools."}, {"id": "mai-20260915-0741-calibration_b|c06-m4|alibaba-small|Unify", "prompt": "c06-m4", "model": "alibaba-small", "cat": "sales-engagement", "variant": "budget", "raw": "Unify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Unify** and **Smartlead** are the strongest contenders"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|alibaba-small|Smartlead", "prompt": "c06-m4", "model": "alibaba-small", "cat": "sales-engagement", "variant": "budget", "raw": "Smartlead", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "this is the most cost-effective choice"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|alibaba-small|Mailshake", "prompt": "c06-m4", "model": "alibaba-small", "cat": "sales-engagement", "variant": "budget", "raw": "Mailshake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need simple setup immediately:** Choose **Mailshake** ($45/mo)."}, {"id": "mai-20260915-0741-calibration_b|c06-m4|alibaba-small|Bigin (by Zoho)", "prompt": "c06-m4", "model": "alibaba-small", "cat": "sales-engagement", "variant": "budget", "raw": "Bigin (by Zoho)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Starts at approx. **$4.60/month**... It includes basic sequencing and calling."}, {"id": "mai-20260915-0741-calibration_b|c06-m4|alibaba-small|HubSpot Sales Hub (Free Tier)", "prompt": "c06-m4", "model": "alibaba-small", "cat": "sales-engagement", "variant": "budget", "raw": "HubSpot Sales Hub (Free Tier)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "though it lacks the advanced multi-channel automation of paid competitors"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|anthropic-small|Klenty", "prompt": "c06-m4", "model": "anthropic-small", "cat": "sales-engagement", "variant": "budget", "raw": "Klenty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Klenty, Reply, and Mailshake are the strongest picks for small businesses and startups"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|anthropic-small|Reply", "prompt": "c06-m4", "model": "anthropic-small", "cat": "sales-engagement", "variant": "budget", "raw": "Reply", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Klenty, Reply, and Mailshake are the strongest picks for small businesses and startups"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|anthropic-small|Mailshake", "prompt": "c06-m4", "model": "anthropic-small", "cat": "sales-engagement", "variant": "budget", "raw": "Mailshake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Klenty, Reply, and Mailshake are the strongest picks for small businesses and startups"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|anthropic-small|Apollo.io", "prompt": "c06-m4", "model": "anthropic-small", "cat": "sales-engagement", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Apollo.io offers a great compromise with robust engagement features while being more affordable and easier to implement"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|anthropic-small|Groove", "prompt": "c06-m4", "model": "anthropic-small", "cat": "sales-engagement", "variant": "budget", "raw": "Groove", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're a Salesforce user, Groove offers a free plan, with SMB pricing at $34/user/month"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|anthropic-small|Mixmax", "prompt": "c06-m4", "model": "anthropic-small", "cat": "sales-engagement", "variant": "budget", "raw": "Mixmax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For 1-5 reps, choose simple, affordable tools with fast setup like Mixmax, Instantly, or Lemlist"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|anthropic-small|Instantly", "prompt": "c06-m4", "model": "anthropic-small", "cat": "sales-engagement", "variant": "budget", "raw": "Instantly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "tools with fast setup like Mixmax, Instantly, or Lemlist"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|anthropic-small|Lemlist", "prompt": "c06-m4", "model": "anthropic-small", "cat": "sales-engagement", "variant": "budget", "raw": "Lemlist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "tools with fast setup like Mixmax, Instantly, or Lemlist"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|anthropic-small|La Growth Machine", "prompt": "c06-m4", "model": "anthropic-small", "cat": "sales-engagement", "variant": "budget", "raw": "La Growth Machine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "mid-market platforms like Klenty, Reply.io, and La Growth Machine balance features and cost"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|challenger-small|Apollo.io", "prompt": "c06-m4", "model": "challenger-small", "cat": "sales-engagement", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around choice is usually **Apollo.io**"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|challenger-small|Yesware Pro", "prompt": "c06-m4", "model": "challenger-small", "cat": "sales-engagement", "variant": "budget", "raw": "Yesware Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Yesware Pro** is one of the cheapest paid options at around **$19/user/month**"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|challenger-small|Mixmax", "prompt": "c06-m4", "model": "challenger-small", "cat": "sales-engagement", "variant": "budget", "raw": "Mixmax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already use **Gmail**, **Mixmax** is another good budget-friendly option"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|challenger-small|Bigin by Zoho CRM", "prompt": "c06-m4", "model": "challenger-small", "cat": "sales-engagement", "variant": "budget", "raw": "Bigin by Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bigin by Zoho CRM** is cited at about **$7/user/month**"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|deepseek-small|Apollo.io", "prompt": "c06-m4", "model": "deepseek-small", "cat": "sales-engagement", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apollo.io** (best overall value)"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|deepseek-small|Instantly", "prompt": "c06-m4", "model": "deepseek-small", "cat": "sales-engagement", "variant": "budget", "raw": "Instantly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Instantly** (best for pure cold email volume)"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|deepseek-small|Mixmax", "prompt": "c06-m4", "model": "deepseek-small", "cat": "sales-engagement", "variant": "budget", "raw": "Mixmax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mixmax** or **HubSpot Sales Hub** (best if you want to start free)"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|deepseek-small|HubSpot Sales Hub", "prompt": "c06-m4", "model": "deepseek-small", "cat": "sales-engagement", "variant": "budget", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want CRM + engagement free"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|deepseek-small|Outreach", "prompt": "c06-m4", "model": "deepseek-small", "cat": "sales-engagement", "variant": "budget", "raw": "Outreach", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** Outreach, Salesloft, ZoomInfo, and Amplemarket"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|deepseek-small|Salesloft", "prompt": "c06-m4", "model": "deepseek-small", "cat": "sales-engagement", "variant": "budget", "raw": "Salesloft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid:** Outreach, Salesloft, ZoomInfo, and Amplemarket"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|deepseek-small|Klenty", "prompt": "c06-m4", "model": "deepseek-small", "cat": "sales-engagement", "variant": "budget", "raw": "Klenty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Klenty | ~$50/user/mo | — | SMB/mid-market outbound"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|deepseek-small|Reply.io", "prompt": "c06-m4", "model": "deepseek-small", "cat": "sales-engagement", "variant": "budget", "raw": "Reply.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Reply.io | ~$49/user/mo | Trial | Multichannel outreach"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|deepseek-small|ZoomInfo", "prompt": "c06-m4", "model": "deepseek-small", "cat": "sales-engagement", "variant": "budget", "raw": "ZoomInfo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid:** Outreach, Salesloft, ZoomInfo, and Amplemarket"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|deepseek-small|Amplemarket", "prompt": "c06-m4", "model": "deepseek-small", "cat": "sales-engagement", "variant": "budget", "raw": "Amplemarket", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Avoid:** Outreach, Salesloft, ZoomInfo, and Amplemarket"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|deepseek-small|Smartlead", "prompt": "c06-m4", "model": "deepseek-small", "cat": "sales-engagement", "variant": "budget", "raw": "Smartlead", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "flat-rate tools like Instantly or Smartlead become more attractive"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|deepseek-small|lemlist", "prompt": "c06-m4", "model": "deepseek-small", "cat": "sales-engagement", "variant": "budget", "raw": "lemlist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "you'll want something like lemlist or Reply.io"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|google-small|Outreach", "prompt": "c06-m4", "model": "google-small", "cat": "sales-engagement", "variant": "budget", "raw": "Outreach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the standard enterprise sales engagement platforms (SEPs) like **Outreach** and **Salesloft** are usually out of the question"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|google-small|Outreach.io", "prompt": "c06-m4", "model": "google-small", "cat": "sales-engagement", "variant": "budget", "raw": "Outreach.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Legacy enterprise platforms like Outreach.io or Salesloft are notoriously expensive"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|google-small|Salesloft", "prompt": "c06-m4", "model": "google-small", "cat": "sales-engagement", "variant": "budget", "raw": "Salesloft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Legacy enterprise platforms like Outreach.io or Salesloft are notoriously expensive"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|google-small|Apollo.io", "prompt": "c06-m4", "model": "google-small", "cat": "sales-engagement", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Best \"All-in-One\" (Leads + Outreach): **Apollo.io**"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|google-small|Smartlead.ai", "prompt": "c06-m4", "model": "google-small", "cat": "sales-engagement", "variant": "budget", "raw": "Smartlead.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for High-Volume Cold Email: **Smartlead.ai** or **Instantly.ai**"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|google-small|Instantly.ai", "prompt": "c06-m4", "model": "google-small", "cat": "sales-engagement", "variant": "budget", "raw": "Instantly.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for High-Volume Cold Email: **Smartlead.ai** or **Instantly.ai**"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|google-small|Unify (unifygtm.com)", "prompt": "c06-m4", "model": "google-small", "cat": "sales-engagement", "variant": "budget", "raw": "Unify (unifygtm.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Small Teams Under 25 Reps"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|google-small|Saleshandy", "prompt": "c06-m4", "model": "google-small", "cat": "sales-engagement", "variant": "budget", "raw": "Saleshandy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Absolute Cheapest Entry Point: **Saleshandy**"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|google-small|Mixmax", "prompt": "c06-m4", "model": "google-small", "cat": "sales-engagement", "variant": "budget", "raw": "Mixmax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Google Workspace / Gmail-Centric Teams"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|google-small|HubSpot Sales Hub (Starter)", "prompt": "c06-m4", "model": "google-small", "cat": "sales-engagement", "variant": "budget", "raw": "HubSpot Sales Hub (Starter)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The Best if You Already Use a CRM: **HubSpot Sales Hub (Starter)**"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|google-small|HubSpot Sales Hub (Starter Tier)", "prompt": "c06-m4", "model": "google-small", "cat": "sales-engagement", "variant": "budget", "raw": "HubSpot Sales Hub (Starter Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "HubSpot\\u2019s Starter tier is highly cost-effective"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|meta-small|Klenty", "prompt": "c06-m4", "model": "meta-small", "cat": "sales-engagement", "variant": "budget", "raw": "Klenty", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Klenty - Best for affordable mid-market solution, starting at $49 per month."}, {"id": "mai-20260915-0741-calibration_b|c06-m4|meta-small|Bigin by Zoho CRM", "prompt": "c06-m4", "model": "meta-small", "cat": "sales-engagement", "variant": "budget", "raw": "Bigin by Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Starts as low as $7 per user per month, offering basic sales engagement tools."}, {"id": "mai-20260915-0741-calibration_b|c06-m4|meta-small|Mixmax", "prompt": "c06-m4", "model": "meta-small", "cat": "sales-engagement", "variant": "budget", "raw": "Mixmax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a good balance of features and affordability for teams under 10, especially if you use Gmail."}, {"id": "mai-20260915-0741-calibration_b|c06-m4|meta-small|Apollo.io", "prompt": "c06-m4", "model": "meta-small", "cat": "sales-engagement", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a good balance of features and affordability for teams under 10, especially if you need built-in contact data."}, {"id": "mai-20260915-0741-calibration_b|c06-m4|meta-small|Instantly.ai", "prompt": "c06-m4", "model": "meta-small", "cat": "sales-engagement", "variant": "budget", "raw": "Instantly.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Starts at $30-60/month for solo founders."}, {"id": "mai-20260915-0741-calibration_b|c06-m4|minimax-small|Unify", "prompt": "c06-m4", "model": "minimax-small", "cat": "sales-engagement", "variant": "budget", "raw": "Unify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall value - bundles sequencing, contact data, and deliverability"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|minimax-small|Apollo", "prompt": "c06-m4", "model": "minimax-small", "cat": "sales-engagement", "variant": "budget", "raw": "Apollo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SMBs and startups needing prospecting + outreach with AI writing"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|minimax-small|Reply.io", "prompt": "c06-m4", "model": "minimax-small", "cat": "sales-engagement", "variant": "budget", "raw": "Reply.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For teams needing multichannel:** Look at **Reply.io** or **Unify**"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|minimax-small|Mailshake", "prompt": "c06-m4", "model": "minimax-small", "cat": "sales-engagement", "variant": "budget", "raw": "Mailshake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For pure outreach/email focus:** **Mailshake** or **Apollo**"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|minimax-small|Smartlead", "prompt": "c06-m4", "model": "minimax-small", "cat": "sales-engagement", "variant": "budget", "raw": "Smartlead", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "$39/month flat | Unlimited sending at flat rate"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|mistral-small|Mixmax", "prompt": "c06-m4", "model": "mistral-small", "cat": "sales-engagement", "variant": "budget", "raw": "Mixmax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value (Under $50/month)** 1. **Mixmax** - **$29/user/month**"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|mistral-small|Instantly.ai", "prompt": "c06-m4", "model": "mistral-small", "cat": "sales-engagement", "variant": "budget", "raw": "Instantly.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Instantly.ai** - **$30/month** - Best for: Pure cold email at scale"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|mistral-small|Apollo.io", "prompt": "c06-m4", "model": "mistral-small", "cat": "sales-engagement", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Apollo.io** - **$49/user/month** - Best for: All-in-one prospecting"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|mistral-small|SmartReach.io", "prompt": "c06-m4", "model": "mistral-small", "cat": "sales-engagement", "variant": "budget", "raw": "SmartReach.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Multi-channel outreach without per-seat fees"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|mistral-small|La Growth Machine", "prompt": "c06-m4", "model": "mistral-small", "cat": "sales-engagement", "variant": "budget", "raw": "La Growth Machine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Multi-channel with native LinkedIn"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|mistral-small|Lemlist", "prompt": "c06-m4", "model": "mistral-small", "cat": "sales-engagement", "variant": "budget", "raw": "Lemlist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Lemlist** - **$39/month** - Best for: Creative personalized campaigns"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|mistral-small|Bigin by Zoho CRM", "prompt": "c06-m4", "model": "mistral-small", "cat": "sales-engagement", "variant": "budget", "raw": "Bigin by Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Bigin by Zoho CRM** - **$7/month** - Best for: First-time CRM + sales process"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|mistral-small|Mailshake", "prompt": "c06-m4", "model": "mistral-small", "cat": "sales-engagement", "variant": "budget", "raw": "Mailshake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Mailshake** - **$45/month** - Best for: Simple cold email at scale"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|mistral-small|Woodpecker", "prompt": "c06-m4", "model": "mistral-small", "cat": "sales-engagement", "variant": "budget", "raw": "Woodpecker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Email-only focus:** Instantly.ai, Woodpecker ($25/month)"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|mistral-small|Outreach", "prompt": "c06-m4", "model": "mistral-small", "cat": "sales-engagement", "variant": "budget", "raw": "Outreach", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Avoid:** Enterprise platforms like Outreach and Salesloft"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|mistral-small|Salesloft", "prompt": "c06-m4", "model": "mistral-small", "cat": "sales-engagement", "variant": "budget", "raw": "Salesloft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**Avoid:** Enterprise platforms like Outreach and Salesloft"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|moonshot-small|Unify", "prompt": "c06-m4", "model": "moonshot-small", "cat": "sales-engagement", "variant": "budget", "raw": "Unify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My recommendation:** Start with **Unify** (free for 3 seats) or **HubSpot Sales Hub** (free tier)"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|moonshot-small|HubSpot Sales Hub", "prompt": "c06-m4", "model": "moonshot-small", "cat": "sales-engagement", "variant": "budget", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Unify** (free for 3 seats) or **HubSpot Sales Hub** (free tier) to test the waters"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|moonshot-small|SmartReach.io", "prompt": "c06-m4", "model": "moonshot-small", "cat": "sales-engagement", "variant": "budget", "raw": "SmartReach.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SmartReach.io** at $29/month is unbeatable value"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|moonshot-small|Apollo.io", "prompt": "c06-m4", "model": "moonshot-small", "cat": "sales-engagement", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Prospecting + Engagement"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|moonshot-small|Mixmax", "prompt": "c06-m4", "model": "moonshot-small", "cat": "sales-engagement", "variant": "budget", "raw": "Mixmax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Gmail Users"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|moonshot-small|Outreach", "prompt": "c06-m4", "model": "moonshot-small", "cat": "sales-engagement", "variant": "budget", "raw": "Outreach", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid - **Outreach & Salesloft:** $100-150+/user/month with annual contracts"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|moonshot-small|Salesloft", "prompt": "c06-m4", "model": "moonshot-small", "cat": "sales-engagement", "variant": "budget", "raw": "Salesloft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid - **Outreach & Salesloft:** $100-150+/user/month with annual contracts"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|moonshot-small|Instantly.ai", "prompt": "c06-m4", "model": "moonshot-small", "cat": "sales-engagement", "variant": "budget", "raw": "Instantly.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Solo founders/small teams:** $30-60/month (Instantly.ai, Unify Free, Mixmax)"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|moonshot-small|Reply.io", "prompt": "c06-m4", "model": "moonshot-small", "cat": "sales-engagement", "variant": "budget", "raw": "Reply.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Growing teams (5-20 reps):** $50-100/user/month (Apollo.io, Reply.io, SmartReach.io)"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|openai-small|Apollo", "prompt": "c06-m4", "model": "openai-small", "cat": "sales-engagement", "variant": "budget", "raw": "Apollo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is tight, **Apollo** is usually the best first place to look for a sales engagement platform."}, {"id": "mai-20260915-0741-calibration_b|c06-m4|openai-small|HubSpot Sales Hub Starter", "prompt": "c06-m4", "model": "openai-small", "cat": "sales-engagement", "variant": "budget", "raw": "HubSpot Sales Hub Starter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cheapest if you already live in HubSpot:** **HubSpot Sales Hub Starter**"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|openai-small|Outreach", "prompt": "c06-m4", "model": "openai-small", "cat": "sales-engagement", "variant": "budget", "raw": "Outreach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Usually not ideal for a limited budget:** **Outreach**, since pricing is not publicly displayed"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|xai-small|HubSpot Sales Hub", "prompt": "c06-m4", "model": "xai-small", "cat": "sales-engagement", "variant": "budget", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HubSpot Sales Hub (Best Overall Free Starter)"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|xai-small|Apollo.io", "prompt": "c06-m4", "model": "xai-small", "cat": "sales-engagement", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Apollo.io (Best Value All-in-One with Data)"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|xai-small|Mixmax", "prompt": "c06-m4", "model": "xai-small", "cat": "sales-engagement", "variant": "budget", "raw": "Mixmax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mixmax (Best for Gmail Users)"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|xai-small|Instantly.ai", "prompt": "c06-m4", "model": "xai-small", "cat": "sales-engagement", "variant": "budget", "raw": "Instantly.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Instantly ($30/mo for email-heavy)"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|xai-small|Klenty", "prompt": "c06-m4", "model": "xai-small", "cat": "sales-engagement", "variant": "budget", "raw": "Klenty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Klenty/Reply.io | Trial   | $49-60/user  | Multichannel, AI assists"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|xai-small|Reply.io", "prompt": "c06-m4", "model": "xai-small", "cat": "sales-engagement", "variant": "budget", "raw": "Reply.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Klenty/Reply.io | Trial   | $49-60/user  | Multichannel, AI assists"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|xai-small|Outreach", "prompt": "c06-m4", "model": "xai-small", "cat": "sales-engagement", "variant": "budget", "raw": "Outreach", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid for now: Outreach/Salesloft (~$100-150/user/month + setup fees $5K-25K)"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|xai-small|Salesloft", "prompt": "c06-m4", "model": "xai-small", "cat": "sales-engagement", "variant": "budget", "raw": "Salesloft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid for now: Outreach/Salesloft ... Enterprise-focused, overkill/expensive for small budgets"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|xai-small|Bigin by Zoho", "prompt": "c06-m4", "model": "xai-small", "cat": "sales-engagement", "variant": "budget", "raw": "Bigin by Zoho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Honorable mentions: ... Bigin by Zoho ($4.60/mo CRM basics)"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|xai-small|Mailshake", "prompt": "c06-m4", "model": "xai-small", "cat": "sales-engagement", "variant": "budget", "raw": "Mailshake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Honorable mentions: ... Mailshake (~$29-44/user)"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|zai-small|Apollo.io", "prompt": "c06-m4", "model": "zai-small", "cat": "sales-engagement", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Apollo.io** - Best Overall Value ... or **Apollo.io** ($49/user/month) if you need prospecting data included"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|zai-small|Mixmax", "prompt": "c06-m4", "model": "zai-small", "cat": "sales-engagement", "variant": "budget", "raw": "Mixmax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Mixmax** ($29/user/month) if your team uses Gmail"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|zai-small|HubSpot Sales Hub", "prompt": "c06-m4", "model": "zai-small", "cat": "sales-engagement", "variant": "budget", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HubSpot Sales Hub** - Best for CRM Integration"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|zai-small|Bigin by Zoho CRM", "prompt": "c06-m4", "model": "zai-small", "cat": "sales-engagement", "variant": "budget", "raw": "Bigin by Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For very small teams**: **Bigin by Zoho CRM** at $7/user/month provides essential sales engagement features"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|zai-small|Klenty", "prompt": "c06-m4", "model": "zai-small", "cat": "sales-engagement", "variant": "budget", "raw": "Klenty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mixmax, Apollo, Klenty"}, {"id": "mai-20260915-0741-calibration_b|c06-m4|zai-small|Reply.io", "prompt": "c06-m4", "model": "zai-small", "cat": "sales-engagement", "variant": "budget", "raw": "Reply.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Apollo, Klenty, Reply.io"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|alibaba-small|Outreach", "prompt": "c06-m5", "model": "alibaba-small", "cat": "sales-engagement", "variant": "scale", "raw": "Outreach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Platforms like **Outreach, Salesloft, Apollo Sales OS, and ExecBench** compete heavily here"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|alibaba-small|Salesloft", "prompt": "c06-m5", "model": "alibaba-small", "cat": "sales-engagement", "variant": "scale", "raw": "Salesloft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Platforms like **Outreach, Salesloft, Apollo Sales OS, and ExecBench** compete heavily here"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|alibaba-small|Apollo Sales OS", "prompt": "c06-m5", "model": "alibaba-small", "cat": "sales-engagement", "variant": "scale", "raw": "Apollo Sales OS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Platforms like **Outreach, Salesloft, Apollo Sales OS, and ExecBench** compete heavily here"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|alibaba-small|ExecBench", "prompt": "c06-m5", "model": "alibaba-small", "cat": "sales-engagement", "variant": "scale", "raw": "ExecBench", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Platforms like **Outreach, Salesloft, Apollo Sales OS, and ExecBench** compete heavily here"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|deepseek-small|Salesloft", "prompt": "c06-m5", "model": "deepseek-small", "cat": "sales-engagement", "variant": "scale", "raw": "Salesloft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Outreach wins on enterprise power, Salesloft on usability/coaching — both are defensible at 500 people"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|deepseek-small|Outreach", "prompt": "c06-m5", "model": "deepseek-small", "cat": "sales-engagement", "variant": "scale", "raw": "Outreach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "enterprise outbound leader; deepest sequencing, analytics, and admin controls"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|deepseek-small|Apollo", "prompt": "c06-m5", "model": "deepseek-small", "cat": "sales-engagement", "variant": "scale", "raw": "Apollo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "value picks, but you may hit feature walls at your scale"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|deepseek-small|HubSpot Sales Hub", "prompt": "c06-m5", "model": "deepseek-small", "cat": "sales-engagement", "variant": "scale", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "value picks, but you may hit feature walls at your scale"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|deepseek-small|Nooks", "prompt": "c06-m5", "model": "deepseek-small", "cat": "sales-engagement", "variant": "scale", "raw": "Nooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "worth a look if you want consolidation and agentic outbound, but vet their enterprise maturity carefully"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|deepseek-small|Overloop", "prompt": "c06-m5", "model": "deepseek-small", "cat": "sales-engagement", "variant": "scale", "raw": "Overloop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "worth a look if you want consolidation and agentic outbound, but vet their enterprise maturity carefully"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|google-small|Nooks", "prompt": "c06-m5", "model": "google-small", "cat": "sales-engagement", "variant": "scale", "raw": "Nooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "AI-assisted dialing (e.g., platforms like Nooks, which integrate directly with SEPs to eliminate lag)?"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|google-small|Outreach", "prompt": "c06-m5", "model": "google-small", "cat": "sales-engagement", "variant": "scale", "raw": "Outreach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "buying a tool like Outreach and realizing they need to hire two full-time admins... though it requires a heavy administrative lift"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|google-small|Salesloft", "prompt": "c06-m5", "model": "google-small", "cat": "sales-engagement", "variant": "scale", "raw": "Salesloft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Salesloft: Highly recommended if you want to tie sales activities directly into deal coaching, conversation intelligence, and revenue forecasting"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|google-small|HubSpot", "prompt": "c06-m5", "model": "google-small", "cat": "sales-engagement", "variant": "scale", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Outreach, Salesloft, HubSpot, Apollo.io, or ZoomInfo Chorus/Engage"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|google-small|HubSpot Sales Hub", "prompt": "c06-m5", "model": "google-small", "cat": "sales-engagement", "variant": "scale", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you already use HubSpot CRM, utilizing their native Sales Hub keeps all data in one place"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|google-small|ZoomInfo Chorus/Engage", "prompt": "c06-m5", "model": "google-small", "cat": "sales-engagement", "variant": "scale", "raw": "ZoomInfo Chorus/Engage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "such as Outreach, Salesloft, HubSpot, Apollo.io, or ZoomInfo Chorus/Engage"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|google-small|Apollo.io", "prompt": "c06-m5", "model": "google-small", "cat": "sales-engagement", "variant": "scale", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal if you want a built-in B2B database, enrichment, and sequencing all in one platform. Highly cost-effective."}, {"id": "mai-20260915-0741-calibration_b|c06-m5|google-small|Amplemarket", "prompt": "c06-m5", "model": "google-small", "cat": "sales-engagement", "variant": "scale", "raw": "Amplemarket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A leader in modern, AI-driven outbound. Highly focused on signal-based prospecting"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|moonshot-small|Outreach", "prompt": "c06-m5", "model": "moonshot-small", "cat": "sales-engagement", "variant": "scale", "raw": "Outreach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you have mature RevOps and need forecasting rigor, **Salesloft** (especially post-Clari merger) or **Outreach** are the enterprise standards"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|moonshot-small|Salesloft", "prompt": "c06-m5", "model": "moonshot-small", "cat": "sales-engagement", "variant": "scale", "raw": "Salesloft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Salesloft** if you have dedicated RevOps, Salesforce, and need revenue forecasting integration"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|moonshot-small|Apollo.io", "prompt": "c06-m5", "model": "moonshot-small", "cat": "sales-engagement", "variant": "scale", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you need bundled data and fast deployment, **Apollo.io** or **HubSpot Sales Hub** typically deliver the cleanest TCO"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|moonshot-small|HubSpot Sales Hub", "prompt": "c06-m5", "model": "moonshot-small", "cat": "sales-engagement", "variant": "scale", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Apollo.io** or **HubSpot Sales Hub** typically deliver the cleanest TCO"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|moonshot-small|Salesforce Sales Engagement", "prompt": "c06-m5", "model": "moonshot-small", "cat": "sales-engagement", "variant": "scale", "raw": "Salesforce Sales Engagement", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Salesforce** | Salesloft, Outreach, Salesforce Sales Engagement | Deepest native integration"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|moonshot-small|Reply.io", "prompt": "c06-m5", "model": "moonshot-small", "cat": "sales-engagement", "variant": "scale", "raw": "Reply.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Microsoft Dynamics / Other** | Apollo.io, Reply.io, Klenty | API flexibility"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|moonshot-small|Klenty", "prompt": "c06-m5", "model": "moonshot-small", "cat": "sales-engagement", "variant": "scale", "raw": "Klenty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Microsoft Dynamics / Other** | Apollo.io, Reply.io, Klenty | API flexibility"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|xai-small|Outreach", "prompt": "c06-m5", "model": "xai-small", "cat": "sales-engagement", "variant": "scale", "raw": "Outreach", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prioritize platforms like Outreach, Salesloft, Apollo.io, or Groove (Clari), which suit mid-market/enterprise needs"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|xai-small|Salesloft", "prompt": "c06-m5", "model": "xai-small", "cat": "sales-engagement", "variant": "scale", "raw": "Salesloft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Prioritize platforms like Outreach, Salesloft, Apollo.io, or Groove (Clari)"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|xai-small|Apollo.io", "prompt": "c06-m5", "model": "xai-small", "cat": "sales-engagement", "variant": "scale", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prioritize platforms like Outreach, Salesloft, Apollo.io, or Groove (Clari)"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|xai-small|Groove (Clari)", "prompt": "c06-m5", "model": "xai-small", "cat": "sales-engagement", "variant": "scale", "raw": "Groove (Clari)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "lean toward native options like Groove or HubSpot Sales Hub for easier fit"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|xai-small|Reply.io", "prompt": "c06-m5", "model": "xai-small", "cat": "sales-engagement", "variant": "scale", "raw": "Reply.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "From leaders like Outreach, Salesloft, Apollo.io, Reply.io, Mixmax (Gmail-friendly), Klenty (dialer focus)"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|xai-small|Mixmax", "prompt": "c06-m5", "model": "xai-small", "cat": "sales-engagement", "variant": "scale", "raw": "Mixmax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mixmax (Gmail-friendly)"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|xai-small|Klenty", "prompt": "c06-m5", "model": "xai-small", "cat": "sales-engagement", "variant": "scale", "raw": "Klenty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Klenty (dialer focus)"}, {"id": "mai-20260915-0741-calibration_b|c06-m5|xai-small|HubSpot Sales Hub", "prompt": "c06-m5", "model": "xai-small", "cat": "sales-engagement", "variant": "scale", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "lean toward native options like Groove or HubSpot Sales Hub for easier fit"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|alibaba-small|Groove CRM", "prompt": "c06-m6", "model": "alibaba-small", "cat": "sales-engagement", "variant": "negative", "raw": "Groove CRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "many long-time users have expressed concern over the pace of innovation and the uncertainty of the product roadmap"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|alibaba-small|Salesforce Campaigns", "prompt": "c06-m6", "model": "alibaba-small", "cat": "sales-engagement", "variant": "negative", "raw": "Salesforce Campaigns", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "native Salesforce solutions (like Salesforce Campaigns) are generally becoming safer bets"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|alibaba-small|Apollo.io", "prompt": "c06-m6", "model": "alibaba-small", "cat": "sales-engagement", "variant": "negative", "raw": "Apollo.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise users frequently report issues with **IP reputation management**"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|alibaba-small|Outreach", "prompt": "c06-m6", "model": "alibaba-small", "cat": "sales-engagement", "variant": "negative", "raw": "Outreach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "notoriously difficult to implement correctly within the first 90 days"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|alibaba-small|Salesloft", "prompt": "c06-m6", "model": "alibaba-small", "cat": "sales-engagement", "variant": "negative", "raw": "Salesloft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "incredibly powerful but carry distinct risks that lead companies to \"avoid\" them for specific use cases"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|alibaba-small|LeadGenie", "prompt": "c06-m6", "model": "alibaba-small", "cat": "sales-engagement", "variant": "negative", "raw": "LeadGenie", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "budget-focused tools often lack the granular control over warming up domains"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|alibaba-small|Xoxofy", "prompt": "c06-m6", "model": "alibaba-small", "cat": "sales-engagement", "variant": "negative", "raw": "Xoxofy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "significant backlash in recent years regarding aggressive tactics and questionable data quality"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|alibaba-small|Mixmax", "prompt": "c06-m6", "model": "alibaba-small", "cat": "sales-engagement", "variant": "negative", "raw": "Mixmax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "these tools have struggled to maintain the seamless integration they once boasted"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|alibaba-small|Yesware", "prompt": "c06-m6", "model": "alibaba-small", "cat": "sales-engagement", "variant": "negative", "raw": "Yesware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Users frequently report sync errors between the email client and the CRM after major updates"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|anthropic-small|Salesforce Sales Engagement", "prompt": "c06-m6", "model": "anthropic-small", "cat": "sales-engagement", "variant": "negative", "raw": "Salesforce Sales Engagement", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Users call out the dated interface and \"too many clicks\" problem... This makes it complex for smaller or faster-moving teams."}, {"id": "mai-20260915-0741-calibration_b|c06-m6|anthropic-small|Outreach", "prompt": "c06-m6", "model": "anthropic-small", "cat": "sales-engagement", "variant": "negative", "raw": "Outreach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some users mention concerns over pricing, occasional tech issues, and the steep learning curve."}, {"id": "mai-20260915-0741-calibration_b|c06-m6|anthropic-small|Salesloft", "prompt": "c06-m6", "model": "anthropic-small", "cat": "sales-engagement", "variant": "negative", "raw": "Salesloft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "including limited email template customization and issues with certain call features"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|anthropic-small|Apollo.io", "prompt": "c06-m6", "model": "anthropic-small", "cat": "sales-engagement", "variant": "negative", "raw": "Apollo.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "A few reviewers note occasional data accuracy issues"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|anthropic-small|Reply.io", "prompt": "c06-m6", "model": "anthropic-small", "cat": "sales-engagement", "variant": "negative", "raw": "Reply.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "issues with the user interface feeling cluttered when managing multiple sequences, a steep learning curve"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|anthropic-small|Koncert", "prompt": "c06-m6", "model": "anthropic-small", "cat": "sales-engagement", "variant": "negative", "raw": "Koncert", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Koncert has technical defects that occur randomly, slowing down dependability"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|challenger-small|Outreach", "prompt": "c06-m6", "model": "challenger-small", "cat": "sales-engagement", "variant": "negative", "raw": "Outreach", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "risky for first-timers, too complex for smaller teams... one guide says to skip it unless you are truly enterprise scale"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|challenger-small|Salesloft", "prompt": "c06-m6", "model": "challenger-small", "cat": "sales-engagement", "variant": "negative", "raw": "Salesloft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "one 2026 guide flags it as \"very risky\" from a contracting standpoint because of a 12-month minimum and early termination fees"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|challenger-small|Apollo", "prompt": "c06-m6", "model": "challenger-small", "cat": "sales-engagement", "variant": "negative", "raw": "Apollo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Not necessarily a bad platform, but you should be cautious if deliverability is mission-critical"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|challenger-small|Groove", "prompt": "c06-m6", "model": "challenger-small", "cat": "sales-engagement", "variant": "negative", "raw": "Groove", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "one guide flags it for procurement caution because its product status and ownership need to be verified"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|challenger-small|Instantly.ai", "prompt": "c06-m6", "model": "challenger-small", "cat": "sales-engagement", "variant": "negative", "raw": "Instantly.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Best treated as an email-first tool; be cautious if you need robust multichannel orchestration"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|challenger-small|HubSpot Sales Hub", "prompt": "c06-m6", "model": "challenger-small", "cat": "sales-engagement", "variant": "negative", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "be cautious if you need advanced sales engagement depth"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|challenger-small|Salesforce Sales Engagement", "prompt": "c06-m6", "model": "challenger-small", "cat": "sales-engagement", "variant": "negative", "raw": "Salesforce Sales Engagement", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Worth scrutinizing if you do not already live in Salesforce"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|deepseek-small|Reply.io", "prompt": "c06-m6", "model": "deepseek-small", "cat": "sales-engagement", "variant": "negative", "raw": "Reply.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The platforms most often flagged for caution are **Reply.io** (billing/linkedIn ban risk)"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|deepseek-small|Salesloft", "prompt": "c06-m6", "model": "deepseek-small", "cat": "sales-engagement", "variant": "negative", "raw": "Salesloft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Salesloft** \\u2014 Caution here is two-fold"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|deepseek-small|Outreach", "prompt": "c06-m6", "model": "deepseek-small", "cat": "sales-engagement", "variant": "negative", "raw": "Outreach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Not a \"bad\" product, but **structurally incomplete** and expensive when you add what's missing"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|deepseek-small|HubSpot Sales Hub", "prompt": "c06-m6", "model": "deepseek-small", "cat": "sales-engagement", "variant": "negative", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More of a \"be cautious on pricing\" than an avoid"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|deepseek-small|ZoomInfo/GTM Workspace", "prompt": "c06-m6", "model": "deepseek-small", "cat": "sales-engagement", "variant": "negative", "raw": "ZoomInfo/GTM Workspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Watch for **outdated/inaccurate contact data** complaints"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|deepseek-small|Apollo", "prompt": "c06-m6", "model": "deepseek-small", "cat": "sales-engagement", "variant": "negative", "raw": "Apollo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "you must buy a separate provider (ZoomInfo, Apollo, Cognism)"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|deepseek-small|Cognism", "prompt": "c06-m6", "model": "deepseek-small", "cat": "sales-engagement", "variant": "negative", "raw": "Cognism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "you must buy a separate provider (ZoomInfo, Apollo, Cognism)"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|deepseek-small|Amplemarket", "prompt": "c06-m6", "model": "deepseek-small", "cat": "sales-engagement", "variant": "negative", "raw": "Amplemarket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "comes from **competitor blogs** (e.g., Amplemarket's comparison posts)"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|google-small|Salesforce Sales Engagement", "prompt": "c06-m6", "model": "google-small", "cat": "sales-engagement", "variant": "negative", "raw": "Salesforce Sales Engagement", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid (If Possible): Salesforce Sales Engagement (formerly High Velocity Sales / HVS)"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|google-small|Outreach.io", "prompt": "c06-m6", "model": "google-small", "cat": "sales-engagement", "variant": "negative", "raw": "Outreach.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be Highly Cautious About: Outreach.io (For Small and Mid-Sized Teams)"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|google-small|Apollo.io", "prompt": "c06-m6", "model": "google-small", "cat": "sales-engagement", "variant": "negative", "raw": "Apollo.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be Cautious About: Apollo.io (If Used Exclusively for High-Volume Outbound)"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|google-small|Mixmax", "prompt": "c06-m6", "model": "google-small", "cat": "sales-engagement", "variant": "negative", "raw": "Mixmax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid: Basic Chrome-Extension Tools (e.g., Mixmax, Yesware) for Outbound Teams"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|google-small|Yesware", "prompt": "c06-m6", "model": "google-small", "cat": "sales-engagement", "variant": "negative", "raw": "Yesware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid: Basic Chrome-Extension Tools (e.g., Mixmax, Yesware) for Outbound Teams"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|meta-small|Outreach", "prompt": "c06-m6", "model": "meta-small", "cat": "sales-engagement", "variant": "negative", "raw": "Outreach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "recommended to skip it unless you're truly enterprise scale. It is considered overkill for smaller teams"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|meta-small|Salesloft", "prompt": "c06-m6", "model": "meta-small", "cat": "sales-engagement", "variant": "negative", "raw": "Salesloft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "may not be suitable for high-volume SDR motion or deal sizes below $50K"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|meta-small|Apollo.io", "prompt": "c06-m6", "model": "meta-small", "cat": "sales-engagement", "variant": "negative", "raw": "Apollo.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may not be suitable for non-tech industries or when deliverability is absolutely critical"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|minimax-small|Salesloft", "prompt": "c06-m6", "model": "minimax-small", "cat": "sales-engagement", "variant": "negative", "raw": "Salesloft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Salesloft — Multiple Red Flags ... \"Salesloft is the worst platform in 2024.\""}, {"id": "mai-20260915-0741-calibration_b|c06-m6|minimax-small|Outreach", "prompt": "c06-m6", "model": "minimax-small", "cat": "sales-engagement", "variant": "negative", "raw": "Outreach", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Outreach — Complexity and Deliverability Issues ... Too complicated/heavy"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|minimax-small|HubSpot Sales Hub", "prompt": "c06-m6", "model": "minimax-small", "cat": "sales-engagement", "variant": "negative", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Not suitable for cold outbound at scale — avoid if sending >5K emails/month ... Works fine for inbound and warm motions"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|minimax-small|Smartlead", "prompt": "c06-m6", "model": "minimax-small", "cat": "sales-engagement", "variant": "negative", "raw": "Smartlead", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "platforms best positioned now are those with native inbox rotation and deliverability tooling (like Smartlead, Instantly, Apollo)"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|minimax-small|Instantly", "prompt": "c06-m6", "model": "minimax-small", "cat": "sales-engagement", "variant": "negative", "raw": "Instantly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best positioned now are those with native inbox rotation and deliverability tooling (like Smartlead, Instantly, Apollo)"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|minimax-small|Apollo", "prompt": "c06-m6", "model": "minimax-small", "cat": "sales-engagement", "variant": "negative", "raw": "Apollo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best positioned now are those with native inbox rotation and deliverability tooling (like Smartlead, Instantly, Apollo)"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|mistral-small|SalesLoft", "prompt": "c06-m6", "model": "mistral-small", "cat": "sales-engagement", "variant": "negative", "raw": "SalesLoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Scored **0/21 on deliverability** in recent testing"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|mistral-small|Outreach", "prompt": "c06-m6", "model": "mistral-small", "cat": "sales-engagement", "variant": "negative", "raw": "Outreach", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "it **lacks core deliverability infrastructure**"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|mistral-small|Reply.io", "prompt": "c06-m6", "model": "mistral-small", "cat": "sales-engagement", "variant": "negative", "raw": "Reply.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Multiple reports of **auto-renewal clauses**, **refund denials**, and **hidden fees**"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|mistral-small|Pipes.Ai", "prompt": "c06-m6", "model": "mistral-small", "cat": "sales-engagement", "variant": "negative", "raw": "Pipes.Ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Billing disputes** are a major issue"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|mistral-small|ToutApp", "prompt": "c06-m6", "model": "mistral-small", "cat": "sales-engagement", "variant": "negative", "raw": "ToutApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Acquired and shut down"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|mistral-small|Mixmax", "prompt": "c06-m6", "model": "mistral-small", "cat": "sales-engagement", "variant": "negative", "raw": "Mixmax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Acquired and discontinued"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|mistral-small|Groove", "prompt": "c06-m6", "model": "mistral-small", "cat": "sales-engagement", "variant": "negative", "raw": "Groove", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Shut down after acquisition"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|mistral-small|Seismic", "prompt": "c06-m6", "model": "mistral-small", "cat": "sales-engagement", "variant": "negative", "raw": "Seismic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "steep onboarding curves**, **complex navigation**, and **pricing opacity**"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|mistral-small|Highspot", "prompt": "c06-m6", "model": "mistral-small", "cat": "sales-engagement", "variant": "negative", "raw": "Highspot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "users complain about **overwhelming email notifications**, **integration glitches**"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|mistral-small|Apollo.io", "prompt": "c06-m6", "model": "mistral-small", "cat": "sales-engagement", "variant": "negative", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Strong deliverability (89%), built-in data, good for bootstrapped teams"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|mistral-small|Instantly", "prompt": "c06-m6", "model": "mistral-small", "cat": "sales-engagement", "variant": "negative", "raw": "Instantly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Good for cold email only under $100/month"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|mistral-small|Smartlead", "prompt": "c06-m6", "model": "mistral-small", "cat": "sales-engagement", "variant": "negative", "raw": "Smartlead", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Better deliverability discipline than traditional platforms"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|mistral-small|HubSpot Sales Hub", "prompt": "c06-m6", "model": "mistral-small", "cat": "sales-engagement", "variant": "negative", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Simple, good for SMBs (but avoid if sending >5K emails/month)"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|moonshot-small|ZoomInfo (Engage/Data)", "prompt": "c06-m6", "model": "moonshot-small", "cat": "sales-engagement", "variant": "negative", "raw": "ZoomInfo (Engage/Data)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** Avoid unless you're a large enterprise with dedicated legal resources to negotiate contracts"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|moonshot-small|KASPR", "prompt": "c06-m6", "model": "moonshot-small", "cat": "sales-engagement", "variant": "negative", "raw": "KASPR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Verdict:** **Avoid entirely.** This is now a legally risky platform with active enforcement against it."}, {"id": "mai-20260915-0741-calibration_b|c06-m6|moonshot-small|Mailchimp", "prompt": "c06-m6", "model": "moonshot-small", "cat": "sales-engagement", "variant": "negative", "raw": "Mailchimp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Never use for cold sales outreach.**"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|moonshot-small|Outreach", "prompt": "c06-m6", "model": "moonshot-small", "cat": "sales-engagement", "variant": "negative", "raw": "Outreach", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid unless enterprise:** ZoomInfo (contract risk), Outreach (complexity/cost)"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|moonshot-small|Instantly.ai", "prompt": "c06-m6", "model": "moonshot-small", "cat": "sales-engagement", "variant": "negative", "raw": "Instantly.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Verdict:** Proceed with caution and monitor deliverability closely."}, {"id": "mai-20260915-0741-calibration_b|c06-m6|moonshot-small|Apollo.io", "prompt": "c06-m6", "model": "moonshot-small", "cat": "sales-engagement", "variant": "negative", "raw": "Apollo.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Proceed with caution:** ... Apollo.io (data quality gaps)"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|moonshot-small|Reply.io", "prompt": "c06-m6", "model": "moonshot-small", "cat": "sales-engagement", "variant": "negative", "raw": "Reply.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Conversation has moved past it** to newer platforms ... Limited recent independent validation"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|moonshot-small|Lusha browser extension", "prompt": "c06-m6", "model": "moonshot-small", "cat": "sales-engagement", "variant": "negative", "raw": "Lusha browser extension", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "As of April 2026, LinkedIn explicitly prohibits ... Using these risks permanent LinkedIn account suspension"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|moonshot-small|ContactOut", "prompt": "c06-m6", "model": "moonshot-small", "cat": "sales-engagement", "variant": "negative", "raw": "ContactOut", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "LinkedIn explicitly prohibits ... ContactOut scraping"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|moonshot-small|Wiza", "prompt": "c06-m6", "model": "moonshot-small", "cat": "sales-engagement", "variant": "negative", "raw": "Wiza", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "LinkedIn explicitly prohibits ... Wiza"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|moonshot-small|Surfe", "prompt": "c06-m6", "model": "moonshot-small", "cat": "sales-engagement", "variant": "negative", "raw": "Surfe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "LinkedIn explicitly prohibits ... Surfe"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|moonshot-small|Phantombuster", "prompt": "c06-m6", "model": "moonshot-small", "cat": "sales-engagement", "variant": "negative", "raw": "Phantombuster", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "LinkedIn explicitly prohibits ... Phantombuster"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|moonshot-small|Texau", "prompt": "c06-m6", "model": "moonshot-small", "cat": "sales-engagement", "variant": "negative", "raw": "Texau", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "LinkedIn explicitly prohibits ... Texau"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|moonshot-small|We-Connect.io", "prompt": "c06-m6", "model": "moonshot-small", "cat": "sales-engagement", "variant": "negative", "raw": "We-Connect.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "LinkedIn explicitly prohibits ... We-Connect.io"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|moonshot-small|Smartlead", "prompt": "c06-m6", "model": "moonshot-small", "cat": "sales-engagement", "variant": "negative", "raw": "Smartlead", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "**Smartlead** | High-volume senders (100K+/month) | Best-in-class deliverability infrastructure"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|moonshot-small|Salesforge", "prompt": "c06-m6", "model": "moonshot-small", "cat": "sales-engagement", "variant": "negative", "raw": "Salesforge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**Salesforge** | Multichannel (email + LinkedIn) | Unlimited mailboxes, free warmup"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|moonshot-small|Woodpecker", "prompt": "c06-m6", "model": "moonshot-small", "cat": "sales-engagement", "variant": "negative", "raw": "Woodpecker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "**Woodpecker** | Small teams, transparent pricing | Predictable costs"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|moonshot-small|Saleshandy", "prompt": "c06-m6", "model": "moonshot-small", "cat": "sales-engagement", "variant": "negative", "raw": "Saleshandy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "**Saleshandy** | Budget-conscious with database needs | 830M+ B2B leads"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|moonshot-small|HubSpot Sales Hub", "prompt": "c06-m6", "model": "moonshot-small", "cat": "sales-engagement", "variant": "negative", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "**HubSpot Sales Hub** | All-in-one CRM + engagement | Native integration"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|openai-small|Salesloft", "prompt": "c06-m6", "model": "openai-small", "cat": "sales-engagement", "variant": "negative", "raw": "Salesloft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Salesloft** if your team is sensitive to support consistency or workflow reliability."}, {"id": "mai-20260915-0741-calibration_b|c06-m6|openai-small|Gong", "prompt": "c06-m6", "model": "openai-small", "cat": "sales-engagement", "variant": "negative", "raw": "Gong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Gong** if data portability/export matters a lot to you."}, {"id": "mai-20260915-0741-calibration_b|c06-m6|openai-small|B2B Rocket", "prompt": "c06-m6", "model": "openai-small", "cat": "sales-engagement", "variant": "negative", "raw": "B2B Rocket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**B2B Rocket** if you're worried about sales promises not matching real-world performance."}, {"id": "mai-20260915-0741-calibration_b|c06-m6|xai-small|Outreach", "prompt": "c06-m6", "model": "xai-small", "cat": "sales-engagement", "variant": "negative", "raw": "Outreach", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid Unless You're Enterprise-Scale (500+ reps, heavy Salesforce users)**:\n- **Outreach**: ... \"overkill/too complex\" for <300 reps"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|xai-small|Salesloft", "prompt": "c06-m6", "model": "xai-small", "cat": "sales-engagement", "variant": "negative", "raw": "Salesloft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "CRM sync glitches (esp. HubSpot), slow support ... post-Clari merger reliability/security flags, hidden fees"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|xai-small|Apollo.io", "prompt": "c06-m6", "model": "xai-small", "cat": "sales-engagement", "variant": "negative", "raw": "Apollo.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms to **Be Cautious With** ... **Avoid if**: Deliverability-critical (weak non-tech coverage, AI spam risks at volume)"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|xai-small|Reply.io", "prompt": "c06-m6", "model": "xai-small", "cat": "sales-engagement", "variant": "negative", "raw": "Reply.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Avoid if**: Phone-heavy (limited dialer), need deep reporting/integrations. Add-ons ... double costs"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|xai-small|HubSpot", "prompt": "c06-m6", "model": "xai-small", "cat": "sales-engagement", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For most (<200 reps), start with Apollo/HubSpot (simpler, monthly billing)"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|xai-small|Klenty", "prompt": "c06-m6", "model": "xai-small", "cat": "sales-engagement", "variant": "negative", "raw": "Klenty", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "or Klenty/Lemlist (dialing/deliverability focus)"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|xai-small|Lemlist", "prompt": "c06-m6", "model": "xai-small", "cat": "sales-engagement", "variant": "negative", "raw": "Lemlist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "or Klenty/Lemlist (dialing/deliverability focus)"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|zai-small|Drift", "prompt": "c06-m6", "model": "zai-small", "cat": "sales-engagement", "variant": "negative", "raw": "Drift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If you're evaluating Drift, **do not**—the product is being deprecated and has significant security concerns."}, {"id": "mai-20260915-0741-calibration_b|c06-m6|zai-small|Salesloft", "prompt": "c06-m6", "model": "zai-small", "cat": "sales-engagement", "variant": "negative", "raw": "Salesloft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Salesloft** (Use with major caveats)"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|zai-small|Outreach", "prompt": "c06-m6", "model": "zai-small", "cat": "sales-engagement", "variant": "negative", "raw": "Outreach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Outreach** (Use with major caveats)"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|zai-small|GoHighLevel", "prompt": "c06-m6", "model": "zai-small", "cat": "sales-engagement", "variant": "negative", "raw": "GoHighLevel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**GoHighLevel** (Use cautiously)"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|zai-small|Apollo.io", "prompt": "c06-m6", "model": "zai-small", "cat": "sales-engagement", "variant": "negative", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Apollo.io for bootstrapped teams"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|zai-small|HubSpot Sales Hub", "prompt": "c06-m6", "model": "zai-small", "cat": "sales-engagement", "variant": "negative", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "HubSpot Sales Hub for simplicity (but avoid if sending >5K emails/month)"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|zai-small|Smartlead", "prompt": "c06-m6", "model": "zai-small", "cat": "sales-engagement", "variant": "negative", "raw": "Smartlead", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Dedicated cold email platforms with built-in deliverability (Smartlead, Instantly, Allegrow)"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|zai-small|Instantly", "prompt": "c06-m6", "model": "zai-small", "cat": "sales-engagement", "variant": "negative", "raw": "Instantly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Dedicated cold email platforms with built-in deliverability (Smartlead, Instantly, Allegrow)"}, {"id": "mai-20260915-0741-calibration_b|c06-m6|zai-small|Allegrow", "prompt": "c06-m6", "model": "zai-small", "cat": "sales-engagement", "variant": "negative", "raw": "Allegrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Dedicated cold email platforms with built-in deliverability (Smartlead, Instantly, Allegrow)"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|alibaba-small|Gong", "prompt": "c07-m1", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Gong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gong is the undisputed market leader... **Go with Gong** if your average deal size is large ($5k+) and you struggle with accurate forecasting"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|alibaba-small|Chorus (by ZoomInfo)", "prompt": "c07-m1", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Chorus (by ZoomInfo)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Integrated Choice: Chorus (by ZoomInfo)"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|alibaba-small|Avoma", "prompt": "c07-m1", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Avoma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The High-Value Alternative: Avoma or Coffee.ai"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|alibaba-small|Coffee.ai", "prompt": "c07-m1", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Coffee.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the newer entrant **Coffee.ai** focus on solving the biggest pain point for mid-market teams"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|anthropic-small|Avoma", "prompt": "c07-m1", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Avoma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Avoma is recommended for affordable all-in-one value"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|anthropic-small|Airspeed", "prompt": "c07-m1", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Airspeed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Airspeed (formerly Glyphic) is suggested for mid-market teams that want execution and structured CRM write-back"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|anthropic-small|HubSpot's native conversation intelligence", "prompt": "c07-m1", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "HubSpot's native conversation intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for SMB and mid-market teams already running on HubSpot"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|anthropic-small|Revenue.io", "prompt": "c07-m1", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Revenue.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the only platform combining real-time coaching, methodology scoring, and conversation analytics natively inside Salesforce"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|anthropic-small|Gong", "prompt": "c07-m1", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Gong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though it's typically overkill for mid-market teams"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|challenger-small|Avoma", "prompt": "c07-m1", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Avoma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Avoma**"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|challenger-small|Airspeed", "prompt": "c07-m1", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Airspeed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Airspeed** is a strong alternative for mid-market teams"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|challenger-small|Clari Copilot", "prompt": "c07-m1", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Clari Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you have more complex deal cycles and want real-time coaching"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|challenger-small|Gong", "prompt": "c07-m1", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Gong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often more platform than many mid-market teams need"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|challenger-small|Jiminny", "prompt": "c07-m1", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Jiminny", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A solid mid-market coaching option, especially if Gong is too expensive"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|deepseek-small|Avoma", "prompt": "c07-m1", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Avoma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the majority of mid-market B2B companies, **Avoma is the best pick**"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|deepseek-small|Gong", "prompt": "c07-m1", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Gong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The category leader; overkill/pricey for many mid-market teams"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|deepseek-small|CallRail", "prompt": "c07-m1", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "CallRail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose CallRail if** your mid-market company is *inbound marketing-led*"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|deepseek-small|Chorus (ZoomInfo)", "prompt": "c07-m1", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Chorus (ZoomInfo)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Bundled into ZoomInfo, often requires data license"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|deepseek-small|Salesloft", "prompt": "c07-m1", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Salesloft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CI gated behind higher tiers"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|deepseek-small|Jiminny", "prompt": "c07-m1", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Jiminny", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Two-party consent / coaching-first teams ... Strong regulatory/compliance focus"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|deepseek-small|Fireflies", "prompt": "c07-m1", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Fireflies", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Avoma and Fireflies publish transparent rate cards"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|google-small|Gong", "prompt": "c07-m1", "model": "google-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Gong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gong is the category creator and remains the most powerful tool on the market."}, {"id": "mai-20260915-0741-calibration_b|c07-m1|google-small|Jiminny", "prompt": "c07-m1", "model": "google-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Jiminny", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "one of the best \"coaching-first\" CI platforms for mid-market sales and customer success teams"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|google-small|Avoma", "prompt": "c07-m1", "model": "google-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Avoma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Avoma if you want a cost-effective, highly collaborative platform"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|google-small|Clari Copilot", "prompt": "c07-m1", "model": "google-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Clari Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Clari Copilot is famous for helping reps during the call."}, {"id": "mai-20260915-0741-calibration_b|c07-m1|google-small|Chorus (by ZoomInfo)", "prompt": "c07-m1", "model": "google-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Chorus (by ZoomInfo)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best if your sales team already uses ZoomInfo."}, {"id": "mai-20260915-0741-calibration_b|c07-m1|google-small|Fathom for Teams", "prompt": "c07-m1", "model": "google-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Fathom for Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Low Friction & Simple CRM Logging: **Fathom for Teams**"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|google-small|Salesloft (Conversation Intelligence)", "prompt": "c07-m1", "model": "google-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Salesloft (Conversation Intelligence)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best if you already use these platforms for sales engagement and outbound sequences."}, {"id": "mai-20260915-0741-calibration_b|c07-m1|google-small|Outreach (Kaia)", "prompt": "c07-m1", "model": "google-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Outreach (Kaia)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best if you already use these platforms for sales engagement and outbound sequences."}, {"id": "mai-20260915-0741-calibration_b|c07-m1|meta-small|Avoma", "prompt": "c07-m1", "model": "meta-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Avoma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best conversation intelligence and call recording platform for a mid-market B2B company is Avoma"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|meta-small|Gong", "prompt": "c07-m1", "model": "meta-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Gong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gong is also a popular choice among mid-market sales organizations, with 70% of its users coming from that segment."}, {"id": "mai-20260915-0741-calibration_b|c07-m1|minimax-small|Avoma", "prompt": "c07-m1", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Avoma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avoma** is the best choice for most mid-market B2B companies"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|minimax-small|Gong", "prompt": "c07-m1", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Gong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gong** — If forecasting is a board-level metric and you have 50+ reps"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|minimax-small|Chorus (ZoomInfo bundle)", "prompt": "c07-m1", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Chorus (ZoomInfo bundle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Chorus by ZoomInfo** — If you're already on ZoomInfo and want bundled CI"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|minimax-small|Jiminny", "prompt": "c07-m1", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Jiminny", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Jiminny** — If coaching scorecards are your top priority"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|minimax-small|Fathom", "prompt": "c07-m1", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Fathom** — If you need free basic recording + summaries"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|mistral-small|Avoma", "prompt": "c07-m1", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Avoma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Avoma** offers the best balance of features, pricing, and ease of use."}, {"id": "mai-20260915-0741-calibration_b|c07-m1|mistral-small|Gong", "prompt": "c07-m1", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Gong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need deeper revenue intelligence and have the budget, **Gong** remains the gold standard"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|mistral-small|Chorus by ZoomInfo", "prompt": "c07-m1", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Chorus by ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Best for ZoomInfo Users* ... Cons: Requires ZoomInfo license, less transparent pricing"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|mistral-small|Airspeed (formerly Glyphic/Airspeed)", "prompt": "c07-m1", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Airspeed (formerly Glyphic/Airspeed)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Airspeed** is excellent for teams prioritizing structured CRM data updates"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|mistral-small|Clari Copilot", "prompt": "c07-m1", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Clari Copilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cons: Complex platform, Clari+Salesloft merger creates uncertainty"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|moonshot-small|Avoma", "prompt": "c07-m1", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Avoma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Avoma 🏆 ... Best for: Mid-market B2B companies (25-100 reps) seeking the best value"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|moonshot-small|Gong", "prompt": "c07-m1", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Gong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cons: Expensive for mid-market, requires 2-3 year contracts"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|moonshot-small|Chorus by ZoomInfo", "prompt": "c07-m1", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Chorus by ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for ZoomInfo Users ... Cons: No longer sold standalone"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|moonshot-small|Clari Copilot", "prompt": "c07-m1", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Clari Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Forecasting-Focused Teams ... Cons: Expensive, complex pricing"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|moonshot-small|Jiminny", "prompt": "c07-m1", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Jiminny", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Mid-market teams prioritizing coaching workflows"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|moonshot-small|Fireflies.ai", "prompt": "c07-m1", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Fireflies.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Budget-conscious/basic recording | Fireflies.ai ($10/seat)"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|moonshot-small|Fathom", "prompt": "c07-m1", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Fireflies.ai ($10/seat) or Fathom (free)"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|openai-small|Gong", "prompt": "c07-m1", "model": "openai-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Gong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **single best default answer**, I'd pick **Gong**."}, {"id": "mai-20260915-0741-calibration_b|c07-m1|openai-small|Zoom Revenue Accelerator / Zoom Conversation Intelligence", "prompt": "c07-m1", "model": "openai-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Zoom Revenue Accelerator / Zoom Conversation Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you already live in Zoom:** **Zoom Revenue Accelerator / Zoom Conversation Intelligence**"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|openai-small|Salesloft", "prompt": "c07-m1", "model": "openai-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Salesloft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you already want a broader **sales engagement** platform"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|openai-small|Chorus by ZoomInfo", "prompt": "c07-m1", "model": "openai-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Chorus by ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better if your company is already standardized on the **ZoomInfo ecosystem**"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|openai-small|Clari Copilot", "prompt": "c07-m1", "model": "openai-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Clari Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "conversation intelligence tightly tied to sales execution workflows:** **Clari Copilot**"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|openai-small|HubSpot Sales Hub", "prompt": "c07-m1", "model": "openai-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "generally not the strongest choice if conversation intelligence is a strategic priority"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|openai-small|Fireflies.ai", "prompt": "c07-m1", "model": "openai-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Fireflies.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more lightweight than Gong/Clari, though they're usually not as strong for enterprise-grade coaching and revenue analytics"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|openai-small|Otter", "prompt": "c07-m1", "model": "openai-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Otter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more lightweight than Gong/Clari, though they're usually not as strong for enterprise-grade coaching and revenue analytics"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|openai-small|Salesloft Conversation Intelligence", "prompt": "c07-m1", "model": "openai-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Salesloft Conversation Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best if your sales org is already centered on Salesloft:** **Salesloft Conversation Intelligence** can be a natural fit"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|xai-small|Avoma", "prompt": "c07-m1", "model": "xai-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Avoma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Avoma (Strongest Overall for Mid-Market Value)"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|xai-small|Gong", "prompt": "c07-m1", "model": "xai-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Gong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gong (Best for Depth if Budget Allows)"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|xai-small|Chorus by ZoomInfo", "prompt": "c07-m1", "model": "xai-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Chorus by ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Chorus by ZoomInfo (Best if You Use ZoomInfo)"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|xai-small|Jiminny", "prompt": "c07-m1", "model": "xai-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Jiminny", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Jiminny (Best Mid-Market Coaching Alternative)"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|xai-small|Clari Copilot", "prompt": "c07-m1", "model": "xai-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Clari Copilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Others to Consider: Clari Copilot (forecasting-led, quote-based)"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|xai-small|Fathom", "prompt": "c07-m1", "model": "xai-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fathom/Fireflies (budget/free tiers for lighter needs... but less CI depth)"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|xai-small|Fireflies", "prompt": "c07-m1", "model": "xai-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Fireflies", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Fathom/Fireflies (budget/free tiers for lighter needs... but less CI depth)"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|zai-small|Avoma", "prompt": "c07-m1", "model": "zai-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Avoma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Avoma ⭐"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|zai-small|Gong", "prompt": "c07-m1", "model": "zai-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Gong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Gong** - Market Leader (but expensive)"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|zai-small|Chorus", "prompt": "c07-m1", "model": "zai-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Chorus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Chorus (ZoomInfo)** - Enterprise Alternative"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|zai-small|Fireflies.ai", "prompt": "c07-m1", "model": "zai-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "Fireflies.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fireflies.ai** - Best Budget Option"}, {"id": "mai-20260915-0741-calibration_b|c07-m1|zai-small|tl;dv", "prompt": "c07-m1", "model": "zai-small", "cat": "conversation-intelligence", "variant": "direct", "raw": "tl;dv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**tl;dv** - Budget-Friendly Alternative"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|alibaba-small|Avoma", "prompt": "c07-m2", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Avoma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avoma** is generally the most recommended solution because it sits in the \"sweet spot\" between affordability and capability"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|alibaba-small|Gong", "prompt": "c07-m2", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Gong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your mid-sized company has a larger budget and needs deep analytics... Gong remains the gold standard."}, {"id": "mai-20260915-0741-calibration_b|c07-m2|alibaba-small|Fathom", "prompt": "c07-m2", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Budget-Friendly Option: Fathom ... provides excellent value."}, {"id": "mai-20260915-0741-calibration_b|c07-m2|anthropic-small|Avoma", "prompt": "c07-m2", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Avoma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Best Choice: **Avoma**"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|anthropic-small|Fireflies.ai", "prompt": "c07-m2", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Fireflies.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "tools like Fireflies.ai and Fathom do the basic job well and are easy for teams to adopt"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|anthropic-small|Chorus", "prompt": "c07-m2", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Chorus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "though pricing has increased following the ZoomInfo acquisition"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|anthropic-small|Fathom", "prompt": "c07-m2", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "tools like Fireflies.ai and Fathom do the basic job well and are easy for teams to adopt"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|anthropic-small|Jiminny", "prompt": "c07-m2", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Jiminny", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Jiminny works best for sales teams improving performance through data-driven coaching and deeper deal insights"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|challenger-small|Gong", "prompt": "c07-m2", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Gong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one default pick, **Gong** is the strongest choice for mid-market sales teams"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|challenger-small|Aircall", "prompt": "c07-m2", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Aircall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Aircall** or **CallHippo** if your priority is a more **phone-system-first** solution"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|challenger-small|CallHippo", "prompt": "c07-m2", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "CallHippo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose CallHippo** if you want: strong **mid-market fit**, automatic recording"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|challenger-small|Nextiva", "prompt": "c07-m2", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Nextiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Nextiva** if you want: a more **all-in-one business communications** suite"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|challenger-small|HubSpot", "prompt": "c07-m2", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a native HubSpot-based option may be the simplest fit"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|deepseek-small|Avoma", "prompt": "c07-m2", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Avoma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **mid-sized B2B company**, **Avoma** is the clear recommendation."}, {"id": "mai-20260915-0741-calibration_b|c07-m2|deepseek-small|Gong", "prompt": "c07-m2", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Gong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have the budget and want the deepest analytics: **Gong**"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|deepseek-small|Chorus", "prompt": "c07-m2", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Chorus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**innovation has stagnated** since the 2021 acquisition ... Only makes sense if you're already paying for ZoomInfo"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|deepseek-small|Clari Copilot", "prompt": "c07-m2", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Clari Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If forecasting is your primary pain point: **Clari Copilot**"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|deepseek-small|Fathom", "prompt": "c07-m2", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you just want notes & recording on a budget: **Fathom**"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|deepseek-small|Fireflies.ai", "prompt": "c07-m2", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Fireflies.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it's a **meeting-note tool with CI features bolted on** \\u2014 not true conversation intelligence"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|google-small|Gong", "prompt": "c07-m2", "model": "google-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Gong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Gong is expensive (often $1,400 to $3,000+ per user/year plus platform fees) and requires significant change management and administrative setup"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|google-small|Clari Copilot (formerly Wingman)", "prompt": "c07-m2", "model": "google-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Clari Copilot (formerly Wingman)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have a moderate budget and want to drive immediate rep behavior change on calls, go with **Clari Copilot**."}, {"id": "mai-20260915-0741-calibration_b|c07-m2|google-small|Jiminny", "prompt": "c07-m2", "model": "google-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Jiminny", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Coaching-First Sales Teams: **Jiminny**"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|google-small|Fathom (Team Edition)", "prompt": "c07-m2", "model": "google-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Fathom (Team Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want a lightweight, incredibly popular tool that reps will love with zero implementation hassle, start with **Fathom**."}, {"id": "mai-20260915-0741-calibration_b|c07-m2|google-small|Chorus.ai", "prompt": "c07-m2", "model": "google-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Chorus.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The No-Brainer for ZoomInfo Users: **Chorus.ai**"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|meta-small|Gong", "prompt": "c07-m2", "model": "meta-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Gong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "highlights Gong as a popular choice among mid-market sales organizations"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|meta-small|Avoma", "prompt": "c07-m2", "model": "meta-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Avoma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "includes Avoma as a budget-conscious option for mid-market teams"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|minimax-small|Avoma", "prompt": "c07-m2", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Avoma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Avoma** — it hits the sweet spot of features, mid-market focus, and transparent pricing."}, {"id": "mai-20260915-0741-calibration_b|c07-m2|minimax-small|Chorus", "prompt": "c07-m2", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Chorus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Teams Already Using ZoomInfo: Chorus"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|minimax-small|Coffee", "prompt": "c07-m2", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Coffee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If CRM automation is your top priority, **Coffee** offers the best value"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|minimax-small|Gong", "prompt": "c07-m2", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Gong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "be aware pricing starts at $1,200-$1,600 per user annually plus platform fees, making it better suited for larger mid-market companies"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|mistral-small|Gong", "prompt": "c07-m2", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Gong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Gong** is the strongest choice"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|mistral-small|Chorus by ZoomInfo", "prompt": "c07-m2", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Chorus by ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Chorus** or **Avoma** would be excellent second choices respectively"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|mistral-small|Avoma", "prompt": "c07-m2", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Avoma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Value for Mid-Market"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|mistral-small|Cirrus Insight", "prompt": "c07-m2", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Cirrus Insight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Salesforce-first teams (meeting AI inside Salesforce)"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|mistral-small|Fireflies.ai", "prompt": "c07-m2", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Fireflies.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Budget-conscious teams needing basic recording, transcripts, and search"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|moonshot-small|Avoma", "prompt": "c07-m2", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Avoma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Avoma**"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|moonshot-small|Gong", "prompt": "c07-m2", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Gong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deep analytics at scale, enterprise-grade coaching, and budget isn't a constraint"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|moonshot-small|Chorus by ZoomInfo", "prompt": "c07-m2", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Chorus by ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You're already heavily invested in the ZoomInfo ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|moonshot-small|Clari Copilot", "prompt": "c07-m2", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Clari Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Forecasting and pipeline management integrated with conversation intelligence"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|moonshot-small|Fathom", "prompt": "c07-m2", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If budget is extremely tight, **Fathom** (free tier) ... are solid entry points, though they lack the deeper coaching and analytics features"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|moonshot-small|Fireflies.ai", "prompt": "c07-m2", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Fireflies.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Fireflies.ai** ($10-19/user) are solid entry points, though they lack the deeper coaching and analytics features"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|openai-small|Avoma", "prompt": "c07-m2", "model": "openai-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Avoma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Avoma** if you want the best balance of **call recording, conversation intelligence, coaching, and practical pricing**"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|openai-small|Gong", "prompt": "c07-m2", "model": "openai-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Gong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gong** is the strongest premium option, but it's typically better suited to teams that are ready to pay for a more enterprise-grade system"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|openai-small|Clari Copilot", "prompt": "c07-m2", "model": "openai-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Clari Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Clari Copilot** if your company already lives in the **Clari** revenue platform"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|openai-small|Aircall", "prompt": "c07-m2", "model": "openai-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Aircall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Aircall** if you need a more **affordable, easier-to-deploy phone system**"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|openai-small|Chorus by ZoomInfo", "prompt": "c07-m2", "model": "openai-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Chorus by ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Chorus by ZoomInfo is often framed as a solid alternative for call recording and team collaboration"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|openai-small|Fireflies.ai", "prompt": "c07-m2", "model": "openai-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Fireflies.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fireflies.ai** is a good lower-cost choice, but it's not usually the first pick if you need robust sales coaching"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|xai-small|Avoma", "prompt": "c07-m2", "model": "xai-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Avoma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Avoma as the top call recording and conversation intelligence tool."}, {"id": "mai-20260915-0741-calibration_b|c07-m2|xai-small|Fireflies.ai", "prompt": "c07-m2", "model": "xai-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Fireflies.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fireflies.ai** (Best budget starter)... but lighter on B2B coaching."}, {"id": "mai-20260915-0741-calibration_b|c07-m2|xai-small|Fathom", "prompt": "c07-m2", "model": "xai-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fathom** (Best free entry): Free unlimited recording + summaries"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|xai-small|Gong", "prompt": "c07-m2", "model": "xai-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Gong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "But pricey ... Overkill for most mid-sized unless budget >$50K/year."}, {"id": "mai-20260915-0741-calibration_b|c07-m2|xai-small|Chorus by ZoomInfo", "prompt": "c07-m2", "model": "xai-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Chorus by ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Avoid standalone if not bundled."}, {"id": "mai-20260915-0741-calibration_b|c07-m2|zai-small|Gong", "prompt": "c07-m2", "model": "zai-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Gong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Gong** as your primary call recording and conversation intelligence tool"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|zai-small|Aircall", "prompt": "c07-m2", "model": "zai-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Aircall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "also consider **Aircall** as a strong alternative depending on your specific needs"}, {"id": "mai-20260915-0741-calibration_b|c07-m2|zai-small|Dialpad", "prompt": "c07-m2", "model": "zai-small", "cat": "conversation-intelligence", "variant": "paraphrase", "raw": "Dialpad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dialpad** (Best for Real-Time Coaching)"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|alibaba-small|Gong", "prompt": "c07-m3", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Gong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The industry standard for deal intelligence... If you are a **large enterprise** struggling with inaccurate forecasts and sales strategy: Go with **Gong**"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|alibaba-small|Chorus (by ZoomInfo)", "prompt": "c07-m3", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Chorus (by ZoomInfo)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For:** Teams already heavily invested in the ZoomInfo ecosystem and those who want automated scorecards and deal reviews."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|alibaba-small|Clari Copilot", "prompt": "c07-m3", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Clari Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for **Real-Time In-Call Assist**... Go with **Gong** or **Clari**"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|alibaba-small|Fathom", "prompt": "c07-m3", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are an **SMB or startup** looking to help reps save time on notes: Start with **Fathom** or **Avoma**"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|alibaba-small|Avoma", "prompt": "c07-m3", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Avoma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-market teams that find Gong too expensive but need more than basic note-taking"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|alibaba-small|Fireflies.ai", "prompt": "c07-m3", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Fireflies.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "general-purpose transcription bots that join almost any meeting platform"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|alibaba-small|Otter.ai", "prompt": "c07-m3", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Otter.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "general-purpose transcription bots that join almost any meeting platform"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|alibaba-small|Observe.AI", "prompt": "c07-m3", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Observe.AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you run a **support call center**: Look at **Observe.AI**"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|alibaba-small|CallMiner", "prompt": "c07-m3", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "CallMiner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Built for high-volume inbound calls. They focus heavily on compliance"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|alibaba-small|Dialpad Ai", "prompt": "c07-m3", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Dialpad Ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Look at **Observe.AI** or integrated solutions like **Dialpad Ai**"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|anthropic-small|Gong", "prompt": "c07-m3", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Gong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gong is one of the most recognized enterprise conversation intelligence platforms, best for large sales organizations focused on coaching and forecasting."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|anthropic-small|Chorus", "prompt": "c07-m3", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Chorus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Chorus delivers conversation intelligence by analyzing sales calls and meetings to uncover coaching opportunities"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|anthropic-small|Avoma", "prompt": "c07-m3", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Avoma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Avoma is a conversation intelligence platform that supports sales meeting lifecycle"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|anthropic-small|Outreach", "prompt": "c07-m3", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Outreach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the only tool that connects conversation data to deal health, pipeline forecasting, and rep performance in a single system"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|anthropic-small|Salesloft", "prompt": "c07-m3", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Salesloft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Salesloft combines conversation intelligence with sales engagement to create an end-to-end platform"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|anthropic-small|Jiminny", "prompt": "c07-m3", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Jiminny", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Jiminny's standout feature is real-time, incognito coaching"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|anthropic-small|Observe.AI", "prompt": "c07-m3", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Observe.AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Observe.AI offers real-time assist, auto QA, and customizable \"Moments\" tracking"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|anthropic-small|Vanie.ai", "prompt": "c07-m3", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Vanie.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For Indian, APAC and global contact centers, Vanie.ai is the clear leader"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|anthropic-small|Fathom", "prompt": "c07-m3", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Fathom has the best free tier"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|anthropic-small|Cirrus Insight", "prompt": "c07-m3", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Cirrus Insight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Cirrus Insight approaches call recording as part of a revenue workflow with full video and call recording automatically attached to the correct Salesforce records"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|anthropic-small|Fireflies", "prompt": "c07-m3", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Fireflies", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Fireflies is the value pick at scale"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|challenger-small|Gong", "prompt": "c07-m3", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Gong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gong** | Enterprise revenue teams | Deep **deal intelligence**, pipeline risk, talk ratios, and leadership analytics."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|challenger-small|Chorus by ZoomInfo", "prompt": "c07-m3", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Chorus by ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong **GTM stack integration** and conversation insights inside the broader ZoomInfo ecosystem."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|challenger-small|Avoma", "prompt": "c07-m3", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Avoma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SMB and mid-market teams | Lower-cost **all-in-one meeting intelligence**"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|challenger-small|Clari Copilot", "prompt": "c07-m3", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Clari Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Focuses on **pipeline risk detection** and forecasting, not just call review."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|challenger-small|Jiminny", "prompt": "c07-m3", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Jiminny", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Coaching-oriented CI with playlists and training workflows."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|challenger-small|Fireflies.ai", "prompt": "c07-m3", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Fireflies.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for **cross-platform capture**, transcripts, and search rather than deep revenue analytics."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|challenger-small|Fathom", "prompt": "c07-m3", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Fast setup and **free-tier** meeting summaries/action items."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|challenger-small|Salesloft", "prompt": "c07-m3", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Salesloft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "CI built into **sequencing and engagement workflows**."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|challenger-small|Observe.AI", "prompt": "c07-m3", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Observe.AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Contact centers | Strong **QA, real-time assist, and agent coaching**"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|challenger-small|Dialpad", "prompt": "c07-m3", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Dialpad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "CI integrated directly into the **phone system**."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|deepseek-small|Gong", "prompt": "c07-m3", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Gong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Category leader; deepest deal-risk intelligence + forecasting... Choose **Gong** or **Chorus** (if on ZoomInfo)."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|deepseek-small|Chorus (by ZoomInfo)", "prompt": "c07-m3", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Chorus (by ZoomInfo)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Gong** or **Chorus** (if on ZoomInfo)."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|deepseek-small|Clari Copilot", "prompt": "c07-m3", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Clari Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want real-time, in-call coaching? Choose **Clari Copilot**, **Revenue.io**, or **Balto**."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|deepseek-small|Salesloft Conversations / Outreach Kaia", "prompt": "c07-m3", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Salesloft Conversations / Outreach Kaia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CI lives inside the dialing/sequencing workflow."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|deepseek-small|Jiminny", "prompt": "c07-m3", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Jiminny", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-market budget with real coaching value? Choose **Jiminny** or **Avoma**."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|deepseek-small|Avoma", "prompt": "c07-m3", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Avoma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid-market budget with real coaching value? Choose **Jiminny** or **Avoma**."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|deepseek-small|Fireflies.ai", "prompt": "c07-m3", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Fireflies.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Just need meeting notes and transcripts, fast and cheap? Choose **Fireflies** or **Fathom**."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|deepseek-small|Fathom", "prompt": "c07-m3", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **Fireflies** or **Fathom**."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|deepseek-small|tl;dv", "prompt": "c07-m3", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "tl;dv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Remote/async teams sharing customer moments"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|deepseek-small|RingCentral", "prompt": "c07-m3", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "RingCentral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Choose a call recording platform (RingCentral, Dialpad, NICE CXone, Verint, Five9, Talkdesk)."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|deepseek-small|Nextiva", "prompt": "c07-m3", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Nextiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "SMBs wanting reliability + smart analytics"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|deepseek-small|Aircall", "prompt": "c07-m3", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Aircall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Quick setup, unlimited recording, strong CRM/helpdesk sync."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|deepseek-small|Dialpad", "prompt": "c07-m3", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Dialpad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Choose a call recording platform (RingCentral, Dialpad, NICE CXone, Verint, Five9, Talkdesk)."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|deepseek-small|Five9 / Talkdesk", "prompt": "c07-m3", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Five9 / Talkdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Choose a call recording platform (RingCentral, Dialpad, NICE CXone, Verint, Five9, Talkdesk)."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|deepseek-small|NICE CXone", "prompt": "c07-m3", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "NICE CXone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Large enterprise contact centers"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|deepseek-small|Verint", "prompt": "c07-m3", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Verint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Highest-rated for governed, searchable recordings."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|deepseek-small|Zoom Phone", "prompt": "c07-m3", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Zoom Phone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Teams already on Zoom"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|deepseek-small|CloudTalk", "prompt": "c07-m3", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "CloudTalk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Add-on to a platform you already pay for ($9–$29/user): CloudTalk, Avoma, Fireflies"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|deepseek-small|HubSpot", "prompt": "c07-m3", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 19, "ev": "Locked behind a CRM/contact-center tier ($150+/seat + onboarding): HubSpot, Observe.AI — you're buying a platform upgrade, not a feature."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|deepseek-small|Observe.AI", "prompt": "c07-m3", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Observe.AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 20, "ev": "Locked behind a CRM/contact-center tier ($150+/seat + onboarding): HubSpot, Observe.AI"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|deepseek-small|Revenue.io", "prompt": "c07-m3", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Revenue.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 21, "ev": "Choose **Clari Copilot**, **Revenue.io**, or **Balto**."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|deepseek-small|Balto", "prompt": "c07-m3", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Balto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 22, "ev": "Choose **Clari Copilot**, **Revenue.io**, or **Balto**."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|google-small|Gong", "prompt": "c07-m3", "model": "google-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Gong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Drawback:** High cost, complex implementation, and usually requires multi-year enterprise contracts."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|google-small|Chorus (by ZoomInfo)", "prompt": "c07-m3", "model": "google-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Chorus (by ZoomInfo)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Chorus is deeply embedded with ZoomInfo\\u2019s massive B2B directory."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|google-small|Salesloft", "prompt": "c07-m3", "model": "google-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Salesloft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Salesloft integrates call recording and analytics directly into its sales engagement platform."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|google-small|HubSpot Conversation Intelligence", "prompt": "c07-m3", "model": "google-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "HubSpot Conversation Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "For HubSpot CRM users, this native feature eliminates the need for third-party integrations."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|google-small|Dialpad", "prompt": "c07-m3", "model": "google-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Dialpad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Dialpad uses its own proprietary AI engine to provide **Real-Time Assist (RTA)**."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|google-small|Aircall", "prompt": "c07-m3", "model": "google-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Aircall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Fast-growing SMBs and mid-market teams that want automated CRM logging"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|google-small|CloudTalk", "prompt": "c07-m3", "model": "google-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "CloudTalk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "These cloud phone systems handle your global inbound/outbound calls and natively generate AI call summaries"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|google-small|Cresta", "prompt": "c07-m3", "model": "google-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Cresta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** High-volume customer service contact centers, financial services, and highly regulated industries."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|google-small|Observe.ai", "prompt": "c07-m3", "model": "google-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Observe.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "contact center platforms focus on compliance, automated Quality Assurance (QA) scoring"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|google-small|CallMiner", "prompt": "c07-m3", "model": "google-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "CallMiner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Cresta / Observe.ai / CallMiner**"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|google-small|Fathom", "prompt": "c07-m3", "model": "google-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "They are cheap (or free), take minutes to set up, and excel at generating high-quality automated meeting summaries."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|google-small|Fireflies.ai", "prompt": "c07-m3", "model": "google-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Fireflies.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Fathom / Fireflies.ai / Otter.ai**"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|google-small|Otter.ai", "prompt": "c07-m3", "model": "google-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Otter.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Best for:** Individuals, small teams, and customer success managers who just need clean meeting notes"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|minimax-small|Gong", "prompt": "c07-m3", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Gong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gong leads in enterprise-level pattern analysis and coaching insights"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|minimax-small|Chorus (ZoomInfo)", "prompt": "c07-m3", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Chorus (ZoomInfo)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Chorus excels if you already use ZoomInfo"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|minimax-small|Fathom", "prompt": "c07-m3", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free recording + summaries | Clean summaries, action items, freemium model"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|minimax-small|Fireflies.ai", "prompt": "c07-m3", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Fireflies.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cross-department note-taking | AI search, integrations, summarization"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|minimax-small|Avoma", "prompt": "c07-m3", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Avoma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget-conscious mid-market | All-in-one notes, snippets, basic analytics"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|minimax-small|Clari Copilot", "prompt": "c07-m3", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Clari Copilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "CI integrated with forecasting; better for existing Clari customers"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|minimax-small|Otter.ai", "prompt": "c07-m3", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Otter.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong on transcription; good for general meeting notes"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|minimax-small|Salesloft", "prompt": "c07-m3", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Salesloft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for outbound cadence teams already using the platform"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|minimax-small|Jiminny", "prompt": "c07-m3", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Jiminny", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Coaching-first SMBs with fast manager review & scorecards"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|minimax-small|CloudTalk", "prompt": "c07-m3", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "CloudTalk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Phone-heavy SMB sales teams"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|minimax-small|MaxIQ (EchoIQ)", "prompt": "c07-m3", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "MaxIQ (EchoIQ)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Full-journey revenue teams; deals with risk, forecasting, renewals"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|minimax-small|CallMiner", "prompt": "c07-m3", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "CallMiner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Enterprise-grade; analyzes omnichannel interactions"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|minimax-small|Traq.ai", "prompt": "c07-m3", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Traq.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Call scoring and analytics for sales teams"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|mistral-small|Gong", "prompt": "c07-m3", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Gong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Gong** for deepest analytics and coaching"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|mistral-small|Chorus by ZoomInfo", "prompt": "c07-m3", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Chorus by ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Chorus** if already using ZoomInfo"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|mistral-small|Clari Copilot", "prompt": "c07-m3", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Clari Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Clari Copilot** if using Clari's forecasting"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|mistral-small|Avoma", "prompt": "c07-m3", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Avoma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Avoma** for best value proposition"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|mistral-small|Fireflies.ai", "prompt": "c07-m3", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Fireflies.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Fireflies.ai** for budget-friendly option"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|mistral-small|Fathom", "prompt": "c07-m3", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Fathom** for free/low-cost recording"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|mistral-small|Cirrus Insight", "prompt": "c07-m3", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Cirrus Insight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Cirrus Insight** if deeply embedded in Salesforce"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|mistral-small|HubSpot Sales Hub", "prompt": "c07-m3", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**HubSpot teams**: HubSpot Sales Hub"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|mistral-small|CallRail", "prompt": "c07-m3", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "CallRail", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Weaknesses**: Limited conversation intelligence features"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|mistral-small|Substrata", "prompt": "c07-m3", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Substrata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Weaknesses**: Niche use case, newer platform"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|mistral-small|Coffee Companion App", "prompt": "c07-m3", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Coffee Companion App", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Coffee Companion App** (new entrant)"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|moonshot-small|Gong", "prompt": "c07-m3", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Gong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Gong** — *The Category Leader* ... **Deepest analytics & enterprise scale** | Gong"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|moonshot-small|Clari Copilot", "prompt": "c07-m3", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Clari Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Real-time coaching during calls** | Clari Copilot"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|moonshot-small|Chorus by ZoomInfo", "prompt": "c07-m3", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Chorus by ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**2. Chorus by ZoomInfo** — *Best for ZoomInfo Users*"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|moonshot-small|Outreach", "prompt": "c07-m3", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Outreach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Gong, Clari Copilot, Chorus by ZoomInfo, Outreach"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|moonshot-small|Avoma", "prompt": "c07-m3", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Avoma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best value self-serve mid-market** | Avoma"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|moonshot-small|Fireflies.ai", "prompt": "c07-m3", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Fireflies.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**5. Fireflies.ai** — *Best Free/Budget Option*"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|moonshot-small|Fathom", "prompt": "c07-m3", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**6. Fathom** — *Best for Individuals/Small Teams*"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|moonshot-small|Otter.ai", "prompt": "c07-m3", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Otter.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Avoma, Fireflies.ai, Fathom, Otter.ai"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|moonshot-small|Cirrus Insight", "prompt": "c07-m3", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Cirrus Insight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Salesforce-native embedded CI** | Cirrus Insight"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|moonshot-small|Salesloft", "prompt": "c07-m3", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Salesloft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Sales Engagement with Built-in CI | CI bolted onto outbound engines | Salesloft"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|moonshot-small|Wingman (now Clari)", "prompt": "c07-m3", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Wingman (now Clari)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Wingman (now Clari)"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|moonshot-small|Jiminny", "prompt": "c07-m3", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Jiminny", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Jiminny | ~$1,000/user"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|openai-small|Gong", "prompt": "c07-m3", "model": "openai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Gong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the deepest insight layer, Gong is usually the benchmark."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|openai-small|Zoom", "prompt": "c07-m3", "model": "openai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Zoom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: teams already standardized on Zoom that want recording and lightweight intelligence."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|openai-small|Dialpad", "prompt": "c07-m3", "model": "openai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Dialpad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: teams wanting phone system + call recording + AI in one product."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|openai-small|Aircall", "prompt": "c07-m3", "model": "openai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Aircall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: SMB/mid-market teams that want easy cloud calling and recording."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|openai-small|CallRail", "prompt": "c07-m3", "model": "openai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "CallRail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: marketing and phone-call attribution use cases."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|openai-small|Avoma", "prompt": "c07-m3", "model": "openai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Avoma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Avoma is usually positioned as a more affordable meeting intelligence alternative to Gong"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|openai-small|Fireflies.ai", "prompt": "c07-m3", "model": "openai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Fireflies.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: general-purpose meeting recording, transcription, and searchable knowledge capture."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|xai-small|Gong", "prompt": "c07-m3", "model": "xai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Gong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Category leader for enterprise revenue intelligence."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|xai-small|Chorus by ZoomInfo", "prompt": "c07-m3", "model": "xai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Chorus by ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong for ZoomInfo-integrated teams."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|xai-small|Clari Copilot", "prompt": "c07-m3", "model": "xai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Clari Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excels in real-time coaching."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|xai-small|Fireflies.ai", "prompt": "c07-m3", "model": "xai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Fireflies.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-friendly AI notetaker for SMBs."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|xai-small|Fathom", "prompt": "c07-m3", "model": "xai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free tier for simple recording/summaries."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|xai-small|Avoma", "prompt": "c07-m3", "model": "xai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Avoma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid-market meeting intelligence."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|xai-small|Outreach (Kaia)", "prompt": "c07-m3", "model": "xai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Outreach (Kaia)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Bundled in sales engagement platforms."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|xai-small|Salesloft", "prompt": "c07-m3", "model": "xai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Salesloft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Bundled in sales engagement platforms."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|xai-small|Otter.ai", "prompt": "c07-m3", "model": "xai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Otter.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Otter.ai (transcription-focused)"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|xai-small|Revenue.io", "prompt": "c07-m3", "model": "xai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Revenue.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Revenue.io (Salesforce-native real-time)"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|xai-small|Jiminny", "prompt": "c07-m3", "model": "xai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Jiminny", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Jiminny (EU/mid-market)"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|zai-small|Gong", "prompt": "c07-m3", "model": "zai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Gong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Gong** if you want deepest deal analytics and forecasting"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|zai-small|Chorus by ZoomInfo", "prompt": "c07-m3", "model": "zai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Chorus by ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Chorus by ZoomInfo** if you're already using ZoomInfo"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|zai-small|Clari Copilot", "prompt": "c07-m3", "model": "zai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Clari Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Clari Copilot** if you want real-time battlecards"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|zai-small|Salesloft Conversations", "prompt": "c07-m3", "model": "zai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Salesloft Conversations", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Built into Salesloft suite, seamless CRM integration"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|zai-small|Avoma", "prompt": "c07-m3", "model": "zai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Avoma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Avoma** for transparent pricing and all-in-one coaching."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|zai-small|Jiminny", "prompt": "c07-m3", "model": "zai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Jiminny", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Jiminny or Airspeed** for sales coaching and CRM write-back"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|zai-small|Attention", "prompt": "c07-m3", "model": "zai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Attention", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose Attention** if agentic CRM automation is your priority."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|zai-small|Airspeed", "prompt": "c07-m3", "model": "zai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Airspeed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Choose Jiminny or Airspeed** for sales coaching"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|zai-small|Observe.AI", "prompt": "c07-m3", "model": "zai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Observe.AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Choose Observe.AI or Cresta** for real-time agent assist and 100% QA at enterprise scale."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|zai-small|Cresta", "prompt": "c07-m3", "model": "zai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Cresta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Choose Observe.AI or Cresta** for real-time agent assist"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|zai-small|Balto", "prompt": "c07-m3", "model": "zai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Balto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Choose Balto** if live guidance is your primary need."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|zai-small|Convin", "prompt": "c07-m3", "model": "zai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Convin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Choose Convin** for high-volume B2C and multilingual environments."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|zai-small|Aircall AI Assist Pro", "prompt": "c07-m3", "model": "zai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Aircall AI Assist Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Choose Aircall AI Assist Pro** if you want phones + CI bundled."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|zai-small|Dialpad AI", "prompt": "c07-m3", "model": "zai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Dialpad AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Choose Dialpad AI** if you're willing to switch your phone system"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|zai-small|CloudTalk", "prompt": "c07-m3", "model": "zai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "CloudTalk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**Choose CloudTalk** for straightforward cloud call recording and QA."}, {"id": "mai-20260915-0741-calibration_b|c07-m3|zai-small|CallMiner", "prompt": "c07-m3", "model": "zai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "CallMiner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**Contact center QA**: Observe.AI, CallMiner, Convin, Dialpad AI"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|zai-small|Mihup", "prompt": "c07-m3", "model": "zai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Mihup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Mihup (Indic languages, Hindi-English code-mixing)"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|zai-small|Nivision", "prompt": "c07-m3", "model": "zai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "Nivision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Nivision (multilingual call-center CI)"}, {"id": "mai-20260915-0741-calibration_b|c07-m3|zai-small|CallRail", "prompt": "c07-m3", "model": "zai-small", "cat": "conversation-intelligence", "variant": "comparative", "raw": "CallRail", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "**CallRail**: ~$50/month (marketing attribution)"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|alibaba-small|Gong", "prompt": "c07-m4", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Gong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise solutions like Gong can cost $1,000+ per user annually"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|alibaba-small|Fireflies.ai", "prompt": "c07-m4", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Fireflies.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Fireflies.ai (Best Overall Value)**"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|alibaba-small|Avoma", "prompt": "c07-m4", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Avoma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Avoma (Best Mid-Market Alternative to Gong)**"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|alibaba-small|Claap", "prompt": "c07-m4", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Claap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for its clear pricing and \"video-first\" approach."}, {"id": "mai-20260915-0741-calibration_b|c07-m4|alibaba-small|Dialpad Connect", "prompt": "c07-m4", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Dialpad Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Phone System + Transcription Included | **Dialpad** | ~$15/user/mo"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|alibaba-small|JustCall", "prompt": "c07-m4", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "JustCall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A lightweight, affordable cloud phone system designed for sales teams."}, {"id": "mai-20260915-0741-calibration_b|c07-m4|alibaba-small|tl;dv", "prompt": "c07-m4", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "tl;dv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Offers a very robust **free plan** for Google Meet and Zoom."}, {"id": "mai-20260915-0741-calibration_b|c07-m4|alibaba-small|Chorus", "prompt": "c07-m4", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Chorus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "usually reserved for pricier tools like Gong or Chorus"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|anthropic-small|Fathom", "prompt": "c07-m4", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Free for individual reps, it records, transcribes, and summarizes meetings with a clean interface and zero cost for solo use"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|anthropic-small|Fireflies", "prompt": "c07-m4", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Fireflies", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fireflies is noted as the cheapest entry point"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|anthropic-small|Convo", "prompt": "c07-m4", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Convo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For real-time help during the call with no bot in the meeting, Convo leads, starting at $22.49 per user per month"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|anthropic-small|Avoma", "prompt": "c07-m4", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Avoma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Avoma is noted as the best budget all-in-one, pairing meeting notes, scorecards, and conversation intelligence on published tiers"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|anthropic-small|Grain", "prompt": "c07-m4", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Grain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Fireflies and Grain offer lightweight call summaries and talk-pattern metrics"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|challenger-small|Avoma", "prompt": "c07-m4", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Avoma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **Avoma** if you want the most complete conversation intelligence platform at a comparatively affordable price"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|challenger-small|Fireflies", "prompt": "c07-m4", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Fireflies", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fireflies** is the cheapest practical option for many small teams ... but it is less robust for sales coaching and pipeline intelligence"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|challenger-small|tl;dv", "prompt": "c07-m4", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "tl;dv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong free or ultra-low-cost option | **tl;dv** or **Fathom** | Good for recording and summaries, but lighter on advanced CI features"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|challenger-small|Fathom", "prompt": "c07-m4", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**tl;dv** or **Fathom** | Good for recording and summaries, but lighter on advanced CI features"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|deepseek-small|Fathom", "prompt": "c07-m4", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fathom \\u2013 Best if you're a small team or individual on a tight budget (generous free tier)"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|deepseek-small|Fireflies.ai", "prompt": "c07-m4", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Fireflies.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Fireflies** or **Fathom** will deliver the most capability per dollar"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|deepseek-small|Otter.ai", "prompt": "c07-m4", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Otter.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if real-time transcription and low single-seat pricing matter most"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|deepseek-small|CloudTalk", "prompt": "c07-m4", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "CloudTalk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're recording actual phone calls and need a phone system anyway"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|deepseek-small|HubSpot CI", "prompt": "c07-m4", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "HubSpot CI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Already on HubSpot Enterprise | Use built-in HubSpot CI | Already paid for"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|deepseek-small|Gong", "prompt": "c07-m4", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Gong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "can run ~$21,000/year for the same team"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|deepseek-small|Chorus", "prompt": "c07-m4", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Chorus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Standalone enterprise platforms (Gong, Chorus, Salesloft, Clari Copilot) run $85\\u2013160/user/month"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|deepseek-small|Salesloft", "prompt": "c07-m4", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Salesloft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "run **$85\\u2013160/user/month**, often with $5,000+ platform fees and minimum seat counts"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|deepseek-small|Clari Copilot", "prompt": "c07-m4", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Clari Copilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "run **$85\\u2013160/user/month**, often with $5,000+ platform fees"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|google-small|Gong", "prompt": "c07-m4", "model": "google-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Gong", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the absolute first step is to avoid enterprise-level platforms like **Gong** or **Chorus (by ZoomInfo)**"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|google-small|Chorus (by ZoomInfo)", "prompt": "c07-m4", "model": "google-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Chorus (by ZoomInfo)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the absolute first step is to avoid enterprise-level platforms like **Gong** or **Chorus (by ZoomInfo)**"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|google-small|Fathom", "prompt": "c07-m4", "model": "google-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall for Small Teams & Free Tier: **Fathom** ... Fathom is the gold standard"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|google-small|tl;dv", "prompt": "c07-m4", "model": "google-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "tl;dv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Alternative for Unlimited Transcripts: **tl;dv**"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|google-small|Grain", "prompt": "c07-m4", "model": "google-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Grain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Growing Sales Teams: **Grain**"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|google-small|Fireflies.ai", "prompt": "c07-m4", "model": "google-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Fireflies.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fireflies.ai** is the most customizable platform on a budget"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|google-small|Dialpad", "prompt": "c07-m4", "model": "google-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Dialpad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Move your dialer over to **Dialpad** ($15/user/mo) to get built-in conversation intelligence"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|google-small|Aircall", "prompt": "c07-m4", "model": "google-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Aircall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Aircall:** Offers robust conversation intelligence ... integrated directly into its phone system."}, {"id": "mai-20260915-0741-calibration_b|c07-m4|meta-small|Fathom", "prompt": "c07-m4", "model": "meta-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fathom: A free and affordable option that provides conversation intelligence and call recording features."}, {"id": "mai-20260915-0741-calibration_b|c07-m4|meta-small|Fireflies", "prompt": "c07-m4", "model": "meta-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Fireflies", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fireflies: A budget-friendly option that records everything everywhere"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|meta-small|Otter", "prompt": "c07-m4", "model": "meta-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Otter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Otter: A platform that provides raw transcription volume and conversation intelligence features."}, {"id": "mai-20260915-0741-calibration_b|c07-m4|meta-small|Avoma", "prompt": "c07-m4", "model": "meta-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Avoma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Avoma: A mid-market priced option that provides scorecards"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|meta-small|Coldread", "prompt": "c07-m4", "model": "meta-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Coldread", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Coldread: A phone-first team solution that provides real intelligence features at $79/month for up to 10 users."}, {"id": "mai-20260915-0741-calibration_b|c07-m4|meta-small|Notta", "prompt": "c07-m4", "model": "meta-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Notta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Notta: A video meeting team solution that provides conversation intelligence features at $68/month."}, {"id": "mai-20260915-0741-calibration_b|c07-m4|meta-small|tl;dv", "prompt": "c07-m4", "model": "meta-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "tl;dv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "tl;dv: A video meeting team solution that provides conversation intelligence features at $90/month."}, {"id": "mai-20260915-0741-calibration_b|c07-m4|minimax-small|Fathom", "prompt": "c07-m4", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fathom** (if you qualify for their free tier) or **Avoma** (for more comprehensive features) would be the best starting points"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|minimax-small|Fireflies.ai", "prompt": "c07-m4", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Fireflies.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "One of the cheapest paid options (~$10/user/month)"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|minimax-small|tl;dv", "prompt": "c07-m4", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "tl;dv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Meeting intelligence at ~5-10% of Gong's cost"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|minimax-small|Avoma", "prompt": "c07-m4", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Avoma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Avoma** (for more comprehensive features) would be the best starting points"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|minimax-small|Grain", "prompt": "c07-m4", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Grain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Growing sales teams wanting Gong-like features"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|minimax-small|Gong", "prompt": "c07-m4", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Gong", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise tools like Gong ($1,600+/user/year plus $5K+ platform fees)"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|mistral-small|Fathom", "prompt": "c07-m4", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most limited-budget companies, **Fathom offers the best free entry point**"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|mistral-small|Fireflies.ai", "prompt": "c07-m4", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Fireflies.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Fireflies provides the most comprehensive features at the lowest cost**"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|mistral-small|Otter.ai", "prompt": "c07-m4", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Otter.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Otter.ai (Best for Live Collaboration)**"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|moonshot-small|Fathom", "prompt": "c07-m4", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **limited budget**, start with **Fathom's free tier** to test the waters."}, {"id": "mai-20260915-0741-calibration_b|c07-m4|moonshot-small|Fireflies.ai", "prompt": "c07-m4", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Fireflies.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "upgrade to **Fireflies Pro at $10/user/month** — it offers the best balance of features and affordability"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|moonshot-small|Otter.ai", "prompt": "c07-m4", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Otter.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Otter.ai** — only tool with live, editable transcripts during calls"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|moonshot-small|tl;dv", "prompt": "c07-m4", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "tl;dv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **tl;dv** | Unlimited (10 AI notes/mo) | $18/user/mo | Light teams, generous free plan |"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|moonshot-small|MeetGeek", "prompt": "c07-m4", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "MeetGeek", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **MeetGeek** | 3 hrs/mo | $15.99/mo | Auto-emailed notes + insights |"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|moonshot-small|Avoma", "prompt": "c07-m4", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Avoma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Avoma** at $19/user/month — mid-market alternative to expensive platforms like Gong"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|moonshot-small|Gong", "prompt": "c07-m4", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Gong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "mid-market alternative to expensive platforms like Gong"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|openai-small|Fireflies.ai", "prompt": "c07-m4", "model": "openai-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Fireflies.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best value pick is usually **Fireflies.ai**"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|openai-small|Fathom", "prompt": "c07-m4", "model": "openai-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for limited budget:** **Fathom**"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|openai-small|Avoma", "prompt": "c07-m4", "model": "openai-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Avoma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Avoma** is the other strong budget-friendly choice"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|openai-small|Fireflies", "prompt": "c07-m4", "model": "openai-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Fireflies", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "best value pick is usually Fathom or Fireflies-like tools"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|openai-small|Gong", "prompt": "c07-m4", "model": "openai-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Gong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "rather than Gong/ZoomInfo/enterprise suites... Gong is positioned as premium/custom-priced"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|openai-small|Chorus", "prompt": "c07-m4", "model": "openai-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Chorus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "generally positioned as premium, contact-sales products rather than budget tools"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|openai-small|ZoomInfo", "prompt": "c07-m4", "model": "openai-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "rather than Gong/ZoomInfo/enterprise suites"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|openai-small|HubSpot Sales Hub", "prompt": "c07-m4", "model": "openai-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you already use HubSpot:** **HubSpot Sales Hub**"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|openai-small|Aircall", "prompt": "c07-m4", "model": "openai-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Aircall", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need a **business phone system too**, consider **Aircall**"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|openai-small|CallRail", "prompt": "c07-m4", "model": "openai-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "CallRail", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "it starts around **$55/month** and advanced conversation intelligence is on higher plans"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|xai-small|Fireflies.ai", "prompt": "c07-m4", "model": "xai-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Fireflies.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fireflies.ai stands out as the best conversation intelligence and call recording platform for companies on a limited budget."}, {"id": "mai-20260915-0741-calibration_b|c07-m4|xai-small|Gong", "prompt": "c07-m4", "model": "xai-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Gong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cheaper than enterprise tools like Gong ($1,300+/user/year)."}, {"id": "mai-20260915-0741-calibration_b|c07-m4|xai-small|Fathom", "prompt": "c07-m4", "model": "xai-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong Free Alternative: Fathom"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|xai-small|Otter.ai", "prompt": "c07-m4", "model": "xai-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Otter.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Otter.ai | Free (300 min/mo); $8.33/user/mo Pro | Searchable archives, real-time notes | Weaker CRM/CI depth"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|xai-small|Dialpad", "prompt": "c07-m4", "model": "xai-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Dialpad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If phone system needed, Dialpad."}, {"id": "mai-20260915-0741-calibration_b|c07-m4|xai-small|Avoma", "prompt": "c07-m4", "model": "xai-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Avoma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Avoma | $19-29/user/mo | All-in-one CI (coaching, scoring) | Add-ons raise cost; no free tier"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|zai-small|JustCall", "prompt": "c07-m4", "model": "zai-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "JustCall", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1) JustCall (strong overall value)"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|zai-small|Fireflies.ai", "prompt": "c07-m4", "model": "zai-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Fireflies.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2) Fireflies.ai (great for startups and very small teams)"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|zai-small|Allo", "prompt": "c07-m4", "model": "zai-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "Allo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3) Allo (transparent pricing, all-in-one)"}, {"id": "mai-20260915-0741-calibration_b|c07-m4|zai-small|AssemblyAI", "prompt": "c07-m4", "model": "zai-small", "cat": "conversation-intelligence", "variant": "budget", "raw": "AssemblyAI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "use a free AI transcription tool (e.g., AssemblyAI or open-source tools) to analyze recordings later"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|alibaba-small|Gong", "prompt": "c07-m5", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Gong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "*Key Vendors:* Gong, ZoomInfo (formerly Chorus)."}, {"id": "mai-20260915-0741-calibration_b|c07-m5|alibaba-small|ZoomInfo (formerly Chorus)", "prompt": "c07-m5", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "ZoomInfo (formerly Chorus)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "*Key Vendors:* Gong, ZoomInfo (formerly Chorus)."}, {"id": "mai-20260915-0741-calibration_b|c07-m5|alibaba-small|Cresta", "prompt": "c07-m5", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Cresta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "*Key Vendors:* Cresta, Sonascent, Playvox."}, {"id": "mai-20260915-0741-calibration_b|c07-m5|alibaba-small|Sonascent", "prompt": "c07-m5", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Sonascent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "*Key Vendors:* Cresta, Sonascent, Playvox."}, {"id": "mai-20260915-0741-calibration_b|c07-m5|alibaba-small|Playvox", "prompt": "c07-m5", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Playvox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "*Key Vendors:* Cresta, Sonascent, Playvox."}, {"id": "mai-20260915-0741-calibration_b|c07-m5|deepseek-small|Gong", "prompt": "c07-m5", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Gong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Category leader; heavy, expensive ... Gong quotes routinely hide a platform fee and services fee"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|deepseek-small|Chorus (ZoomInfo)", "prompt": "c07-m5", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Chorus (ZoomInfo)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Teams already on ZoomInfo | ~$8K/yr for 3 seats ... Bundled value if you own ZoomInfo"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|deepseek-small|Clari Copilot", "prompt": "c07-m5", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Clari Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong if you're in the Clari/Salesloft stack"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|deepseek-small|Jiminny", "prompt": "c07-m5", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Jiminny", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "transparently-priced mid-market tools (Jiminny, Avoma) now deliver most of Gong's day-to-day coaching value"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|deepseek-small|Avoma", "prompt": "c07-m5", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Avoma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Best value; competitive with Gong for most mid-market needs**"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|deepseek-small|Fireflies / Fathom", "prompt": "c07-m5", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Fireflies / Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Budget / small teams | Free tiers; ~$10–19/seat/mo | Lighter analytics; good entry point"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|deepseek-small|CallRail", "prompt": "c07-m5", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "CallRail", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Not a full CI platform"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|google-small|Gong", "prompt": "c07-m5", "model": "google-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Gong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The gold standard for enterprise revenue intelligence... *Downside: Very expensive, long implementation times, and rigid multi-year contracts.*"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|google-small|Chorus (by ZoomInfo)", "prompt": "c07-m5", "model": "google-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Chorus (by ZoomInfo)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gong's closest direct competitor. It integrates heavily with ZoomInfo\tu2019s database"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|google-small|Jiminny", "prompt": "c07-m5", "model": "google-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Jiminny", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Excellent standalone CI tools ... ideal for a 500-person company looking for rapid user adoption."}, {"id": "mai-20260915-0741-calibration_b|c07-m5|google-small|Clari Copilot (formerly Wingman)", "prompt": "c07-m5", "model": "google-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Clari Copilot (formerly Wingman)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Excellent standalone CI tools that specialize in team coaching, call scoring, and CRM write-backs without the heavy enterprise overhead of Gong"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|google-small|Avoma", "prompt": "c07-m5", "model": "google-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Avoma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great for cross-functional collaboration, bridging the gap between sales coaching and product/customer success team notes."}, {"id": "mai-20260915-0741-calibration_b|c07-m5|google-small|Salesloft", "prompt": "c07-m5", "model": "google-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Salesloft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "they have highly sophisticated, built-in conversation intelligence modules"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|google-small|Outreach", "prompt": "c07-m5", "model": "google-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Outreach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your sales team already uses one of these platforms for email cadences and dialing, they have highly sophisticated, built-in conversation intelligence modules."}, {"id": "mai-20260915-0741-calibration_b|c07-m5|google-small|Dialpad", "prompt": "c07-m5", "model": "google-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Dialpad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you have a large customer support or high-volume outbound calling team, choosing a modern, AI-native cloud phone system that has CI built into the dialing infrastructure"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|google-small|Talkdesk", "prompt": "c07-m5", "model": "google-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Talkdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Support/Call Center Focus (For high-volume customer service)"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|google-small|CloudTalk", "prompt": "c07-m5", "model": "google-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "CloudTalk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Dialpad, Talkdesk, & CloudTalk: If you have a large customer support or high-volume outbound calling team"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|meta-small|Avoma", "prompt": "c07-m5", "model": "meta-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Avoma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Avoma: Offers call recording, real-time sales coaching, automated call scoring, and actionable insights."}, {"id": "mai-20260915-0741-calibration_b|c07-m5|meta-small|Otter.ai", "prompt": "c07-m5", "model": "meta-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Otter.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Captures, organizes, and puts business conversation data to work"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|meta-small|Gong", "prompt": "c07-m5", "model": "meta-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Gong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Uses AI to analyze sales conversations across calls, emails, and meetings, providing revenue intelligence."}, {"id": "mai-20260915-0741-calibration_b|c07-m5|meta-small|Fathom", "prompt": "c07-m5", "model": "meta-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "An AI notetaker that records, transcribes, and summarizes meetings"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|meta-small|Fireflies.ai", "prompt": "c07-m5", "model": "meta-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Fireflies.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "An AI notetaker that automatically records, transcribes, summarizes, and analyzes conversations"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|meta-small|Momentum's Conversation Intelligence", "prompt": "c07-m5", "model": "meta-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Momentum's Conversation Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A powerful call recording and management platform that transforms how teams capture, organize, and share customer conversations."}, {"id": "mai-20260915-0741-calibration_b|c07-m5|meta-small|Chorus by ZoomInfo", "prompt": "c07-m5", "model": "meta-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Chorus by ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Automatically records, transcribes, and analyzes sales calls to surface coaching insights"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|minimax-small|Gong", "prompt": "c07-m5", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Gong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Gong** | Revenue intelligence | Deal insights, coaching |"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|minimax-small|ZoomInfo (Chorus)", "prompt": "c07-m5", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "ZoomInfo (Chorus)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **ZoomInfo (Chorus)** | Sales & collaboration | Data enrichment, integration |"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|minimax-small|Otter.ai", "prompt": "c07-m5", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Otter.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Otter.ai** | Transcription-focused | Real-time notes, AI chat |"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|minimax-small|Dialpad", "prompt": "c07-m5", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Dialpad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Dialpad** | Unified communications | Call recording + PBX |"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|minimax-small|Salesloft", "prompt": "c07-m5", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Salesloft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Salesloft** | Sales engagement | Workflow automation |"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|mistral-small|Gong", "prompt": "c07-m5", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Gong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gong** - Best for sales pipeline intelligence ($1,200-$1,600/user/year)"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|mistral-small|Chorus", "prompt": "c07-m5", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Chorus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Chorus** - Strong post-call analytics and deal risk detection"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|mistral-small|Clari Copilot", "prompt": "c07-m5", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Clari Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Clari Copilot** - Real-time guidance during calls"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|mistral-small|Qualtrics XM Discover", "prompt": "c07-m5", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Qualtrics XM Discover", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Qualtrics XM Discover** - Unified insights across QM, coaching, automation"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|mistral-small|Avoma", "prompt": "c07-m5", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Avoma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tier 2 (Mid-market with enterprise options): **Avoma** - Good CRM integration and meeting assistant"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|mistral-small|Fireflies.ai", "prompt": "c07-m5", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Fireflies.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Fireflies.ai** - Note-taking with AI analysis"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|mistral-small|CallRail", "prompt": "c07-m5", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "CallRail", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**CallRail** - Inbound call tracking focus"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|moonshot-small|Avoma", "prompt": "c07-m5", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Avoma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary:** Avoma (value leader) or Jiminny (coaching focus)"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|moonshot-small|Jiminny", "prompt": "c07-m5", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Jiminny", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Primary:** Avoma (value leader) or Jiminny (coaching focus)"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|moonshot-small|ExecVision", "prompt": "c07-m5", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "ExecVision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**ExecVision** | Coaching-centric teams | ~$50-80/user/month | Purpose-built for rep development"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|moonshot-small|Gong", "prompt": "c07-m5", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Gong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Enterprise option:** Gong (if budget allows and you need deepest analytics)"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|moonshot-small|Chorus (ZoomInfo)", "prompt": "c07-m5", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Chorus (ZoomInfo)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If ZoomInfo customer:** Chorus for bundle economics"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|moonshot-small|Clari Copilot", "prompt": "c07-m5", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Clari Copilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Clari Copilot** | Custom | Best if already using Clari for forecasting"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|openai-small|Gong", "prompt": "c07-m5", "model": "openai-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Gong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Gong, for example, frames conversation intelligence around automatic call recording/transcription, AI topic detection, coaching, and CRM automation."}, {"id": "mai-20260915-0741-calibration_b|c07-m5|openai-small|Dialpad", "prompt": "c07-m5", "model": "openai-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Dialpad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Dialpad, for example, documents configurable recording prompts, consent-aware recording controls, role-based access, SSO/SCIM, encryption, SOC 2 Type II, and retention features."}, {"id": "mai-20260915-0741-calibration_b|c07-m5|openai-small|Chorus", "prompt": "c07-m5", "model": "openai-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Chorus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "vendor comparison matrix you can use with Gong, Chorus, Dialpad, Aircall, Salesloft, and others"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|openai-small|Aircall", "prompt": "c07-m5", "model": "openai-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Aircall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "vendor comparison matrix you can use with Gong, Chorus, Dialpad, Aircall, Salesloft, and others"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|openai-small|Salesloft", "prompt": "c07-m5", "model": "openai-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Salesloft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "vendor comparison matrix you can use with Gong, Chorus, Dialpad, Aircall, Salesloft, and others"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|xai-small|Avoma", "prompt": "c07-m5", "model": "xai-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Avoma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "e.g., Avoma ~$29, Gong ~$100+"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|xai-small|Gong", "prompt": "c07-m5", "model": "xai-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Gong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gong (enterprise deal intel)"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|xai-small|Chorus/ZoomInfo", "prompt": "c07-m5", "model": "xai-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Chorus/ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Chorus by ZoomInfo (scorecards)"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|xai-small|Cresta", "prompt": "c07-m5", "model": "xai-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Cresta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cresta (real-time/compliance)"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|xai-small|Dialpad", "prompt": "c07-m5", "model": "xai-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Dialpad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fireflies/Dialpad (budget-friendly)"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|xai-small|CloudTalk", "prompt": "c07-m5", "model": "xai-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "CloudTalk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "CloudTalk if telephony-integrated"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|xai-small|Jiminny", "prompt": "c07-m5", "model": "xai-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Jiminny", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Avoma/Jiminny (mid-market coaching)"}, {"id": "mai-20260915-0741-calibration_b|c07-m5|xai-small|Fireflies", "prompt": "c07-m5", "model": "xai-small", "cat": "conversation-intelligence", "variant": "scale", "raw": "Fireflies", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Fireflies/Dialpad (budget-friendly)"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|alibaba-small|Otter.ai", "prompt": "c07-m6", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Otter.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "many CI platforms (like generic **Otter.ai** or free-tier tools) are strictly prohibited. Never use a consumer-grade tool for regulated industries."}, {"id": "mai-20260915-0741-calibration_b|c07-m6|alibaba-small|Google Meet", "prompt": "c07-m6", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Google Meet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "companies that have taken standard speech-to-text technology (like Otter.ai or Google Meet’s native recorder) and slapped \"Conversation Intelligence\" on their website"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|alibaba-small|Gong", "prompt": "c07-m6", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Gong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "You should generally avoid the massive \"heavyweights\" like **Gong** or **Chorus.ai** if you are a smaller business"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|alibaba-small|Chorus.ai", "prompt": "c07-m6", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Chorus.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "avoid the massive \"heavyweights\" like **Gong** or **Chorus.ai** if you are a smaller business (under 20–30 reps)"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|alibaba-small|Lessonly", "prompt": "c07-m6", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Lessonly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a lighter tool like **Lessonly** or **BirdEye** might be a better ROI fit"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|alibaba-small|BirdEye", "prompt": "c07-m6", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "BirdEye", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a lighter tool like **Lessonly** or **BirdEye** might be a better ROI fit"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|alibaba-small|RingCentral", "prompt": "c07-m6", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "RingCentral", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "traditional PBX systems like older versions of **RingCentral**... Do not confuse \"Call Recording\" with \"Conversation Intelligence.\""}, {"id": "mai-20260915-0741-calibration_b|c07-m6|alibaba-small|Zoom Phone", "prompt": "c07-m6", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Zoom Phone", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "often have built-in recording capabilities... these tools require too much manual labor."}, {"id": "mai-20260915-0741-calibration_b|c07-m6|alibaba-small|Cisco Webex", "prompt": "c07-m6", "model": "alibaba-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Cisco Webex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "older versions of **RingCentral**, **Zoom Phone**, or **Cisco Webex**... They lack real-time coaching nudges and natural language processing"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|anthropic-small|Neon", "prompt": "c07-m6", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Neon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "One notable cautionary tale involves the **Neon call recording app**... has abruptly gone offline after a serious security breach."}, {"id": "mai-20260915-0741-calibration_b|c07-m6|anthropic-small|ACR Call Recorder", "prompt": "c07-m6", "model": "anthropic-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "ACR Call Recorder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Another security incident involved the **ACR Call Recorder** app for iPhone: ... used an insecurely designed web API"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|challenger-small|Observe.AI", "prompt": "c07-m6", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Observe.AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the strongest caution flag in the results... pivoted toward contact-center AI agents rather than sales CI, and its pricing page was reportedly a 404"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|challenger-small|Mindtickle", "prompt": "c07-m6", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Mindtickle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "be cautious if you want a pure conversation-intelligence platform"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|challenger-small|Allego", "prompt": "c07-m6", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Allego", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "It appears in the \"avoid\" list as a sales enablement platform with CI bolted on"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|challenger-small|Otter for Sales/meeting-note tools", "prompt": "c07-m6", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Otter for Sales/meeting-note tools", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they are mainly **meeting-note products**, not deep sales CI with CRM write-back and coaching workflows"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|challenger-small|CallRail for B2B sales CI", "prompt": "c07-m6", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "CallRail for B2B sales CI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Good for **inbound call tracking**, but one source says it is the **wrong category for B2B sales pipelines**"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|challenger-small|Fathom", "prompt": "c07-m6", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Fathom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "great free note-taker but not a Gong replacement"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|challenger-small|CallRail", "prompt": "c07-m6", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "CallRail", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the source warns it is the wrong category for B2B sales pipelines"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|challenger-small|Otter", "prompt": "c07-m6", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Otter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "the source groups them as meeting-note tools rather than true CI platforms"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|challenger-small|MeetGeek", "prompt": "c07-m6", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "MeetGeek", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "the source groups them as meeting-note tools rather than true CI platforms"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|challenger-small|Tidio", "prompt": "c07-m6", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Tidio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "the source groups them as meeting-note tools rather than true CI platforms"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|challenger-small|Grain", "prompt": "c07-m6", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Grain", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "the source groups them as meeting-note tools rather than true CI platforms"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|challenger-small|Gong", "prompt": "c07-m6", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Gong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "not a Gong replacement"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|challenger-small|Salesforce HVS / Einstein Conversation Insights", "prompt": "c07-m6", "model": "challenger-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Salesforce HVS / Einstein Conversation Insights", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "A sales-operations discussion says to avoid Salesforce HVS"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|deepseek-small|Neon", "prompt": "c07-m6", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Neon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Neon (call-recording app) — **AVOID**"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|deepseek-small|Otter.ai", "prompt": "c07-m6", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Otter.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Otter.ai — **Use with caution** (active litigation)"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|deepseek-small|Fireflies.ai", "prompt": "c07-m6", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Fireflies.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Fireflies.ai — **Use with caution** (active litigation)"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|deepseek-small|Granola", "prompt": "c07-m6", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Granola", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Granola — **Use with caution** (active litigation)"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|deepseek-small|tl;dv", "prompt": "c07-m6", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "tl;dv", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "tl;dv — **Security red flag** (unfixed vulnerability)"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|deepseek-small|Gong", "prompt": "c07-m6", "model": "deepseek-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Gong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Gong — **Cautious adoption** (privacy-heavy design)"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|google-small|Otter.ai", "prompt": "c07-m6", "model": "google-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Otter.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you should be **highly cautious** about using third-party automated AI note-taking assistants... have faced class-action lawsuits over recording participants without explicit consent"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|google-small|Fireflies.ai", "prompt": "c07-m6", "model": "google-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Fireflies.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Fireflies.ai** (e.g., *Cruz v. Fireflies.ai*) have faced class-action lawsuits over recording participants without explicit consent"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|google-small|OtterPilot", "prompt": "c07-m6", "model": "google-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "OtterPilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "organizations ... have actively blocked bots like **OtterPilot, Fireflies.ai, Sembly, Grain, Avoma, and Fathom**"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|google-small|Sembly", "prompt": "c07-m6", "model": "google-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Sembly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "have actively blocked bots like **OtterPilot, Fireflies.ai, Sembly, Grain, Avoma, and Fathom** from joining their networks"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|google-small|Grain", "prompt": "c07-m6", "model": "google-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Grain", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "have actively blocked bots like **OtterPilot, Fireflies.ai, Sembly, Grain, Avoma, and Fathom** from joining their networks"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|google-small|Avoma", "prompt": "c07-m6", "model": "google-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Avoma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "have actively blocked bots like **OtterPilot, Fireflies.ai, Sembly, Grain, Avoma, and Fathom** from joining their networks"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|google-small|Fathom", "prompt": "c07-m6", "model": "google-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Fathom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "have actively blocked bots like **OtterPilot, Fireflies.ai, Sembly, Grain, Avoma, and Fathom** from joining their networks"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|google-small|Gong.io", "prompt": "c07-m6", "model": "google-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Gong.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Gong.io (Caution: Unpredictable Pricing & Data Lock-In)"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|google-small|Chorus by ZoomInfo", "prompt": "c07-m6", "model": "google-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Chorus by ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Chorus by ZoomInfo (Caution: Aggressive Bundling & Support Issues)"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|google-small|Salesloft", "prompt": "c07-m6", "model": "google-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Salesloft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "you should be cautious about relying on the basic built-in recording features of all-in-one sales engagement platforms (like **Salesloft** or **Outreach**)"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|google-small|Outreach", "prompt": "c07-m6", "model": "google-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Outreach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "cautious about relying on the basic built-in recording features of all-in-one sales engagement platforms (like **Salesloft** or **Outreach**)"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|google-small|Jiminny", "prompt": "c07-m6", "model": "google-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Jiminny", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "deep AI-driven CRM auto-sync features of dedicated CI tools like Gong or Jiminny"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|minimax-small|Fireflies", "prompt": "c07-m6", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Fireflies", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Facing a **class action (December 2025)** alleging biometric voiceprint collection without consent under Illinois BIPA"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|minimax-small|Otter", "prompt": "c07-m6", "model": "minimax-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Otter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Named defendant in a **federal class action over silent recording**"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|mistral-small|Otter.ai", "prompt": "c07-m6", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Otter.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Otter.ai** - Multiple ongoing class actions, clear pattern of alleged violations"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|mistral-small|Dialpad", "prompt": "c07-m6", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Dialpad", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Dialpad** - Active class action for CIPA violations"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|mistral-small|Invoca", "prompt": "c07-m6", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Invoca", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Invoca** - CIPA lawsuit survived motion to dismiss"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|mistral-small|ConverseNow Technologies", "prompt": "c07-m6", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "ConverseNow Technologies", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**ConverseNow** - CIPA lawsuit allowed to proceed"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|mistral-small|Google Cloud Contact Center AI", "prompt": "c07-m6", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Google Cloud Contact Center AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Google Contact Center AI** - Active litigation"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|mistral-small|RingCentral", "prompt": "c07-m6", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "RingCentral", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**RingCentral** - Regulatory scrutiny"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|mistral-small|Microsoft (Clarity)", "prompt": "c07-m6", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Microsoft (Clarity)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Microsoft Clarity** - Wiretap allegations"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|mistral-small|Zoom", "prompt": "c07-m6", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Zoom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Platform-native solutions** (Zoom, Teams, Google Meet built-in recording)"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|mistral-small|Teams", "prompt": "c07-m6", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Platform-native solutions** (Zoom, Teams, Google Meet built-in recording)"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|mistral-small|Google Meet", "prompt": "c07-m6", "model": "mistral-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Google Meet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Platform-native solutions** (Zoom, Teams, Google Meet built-in recording)"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|moonshot-small|Otter.ai", "prompt": "c07-m6", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Otter.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Highest Risk: Platforms with Active Litigation & Bans | **Otter.ai** | **Multiple class-action lawsuits**"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|moonshot-small|Fireflies.ai", "prompt": "c07-m6", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Fireflies.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Fireflies.ai** | **Biometric privacy lawsuit**"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|moonshot-small|Read AI", "prompt": "c07-m6", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Read AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Read AI** | **Security/privacy bans**"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|moonshot-small|Fathom", "prompt": "c07-m6", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Fathom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Fathom** | **Institutional bans**"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|moonshot-small|ZoomInfo / Chorus", "prompt": "c07-m6", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "ZoomInfo / Chorus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Major data breach + GDPR concerns** ... 185 million contact records ... structural data sovereignty problems"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|moonshot-small|Grain", "prompt": "c07-m6", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Grain", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Lower risk but verify ... **Still verify**: Data residency, AI training policies, and enterprise contract terms"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|moonshot-small|Gong", "prompt": "c07-m6", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Gong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Even \"enterprise-grade\" platforms like Gong have limitations (US-only storage, supply chain risks)"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|moonshot-small|OtterPilot", "prompt": "c07-m6", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "OtterPilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Affected platforms**: OtterPilot, Fireflies, Read AI, Fathom, Sembly, MeetGeek, Colibri, Dubber"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|moonshot-small|Sembly", "prompt": "c07-m6", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Sembly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Affected platforms**: OtterPilot, Fireflies, Read AI, Fathom, Sembly, MeetGeek, Colibri, Dubber"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|moonshot-small|MeetGeek", "prompt": "c07-m6", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "MeetGeek", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Affected platforms**: OtterPilot, Fireflies, Read AI, Fathom, Sembly, MeetGeek, Colibri, Dubber"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|moonshot-small|Colibri", "prompt": "c07-m6", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Colibri", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "**Affected platforms**: OtterPilot, Fireflies, Read AI, Fathom, Sembly, MeetGeek, Colibri, Dubber"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|moonshot-small|Dubber", "prompt": "c07-m6", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Dubber", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "**Affected platforms**: OtterPilot, Fireflies, Read AI, Fathom, Sembly, MeetGeek, Colibri, Dubber"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|moonshot-small|meetrecord.com", "prompt": "c07-m6", "model": "moonshot-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "meetrecord.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Block bot domains in Zoom/Teams: `otter.ai`, `read.ai`, `fireflies.ai`, `meetrecord.com`, `sembly.ai`"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|openai-small|Otter.ai", "prompt": "c07-m6", "model": "openai-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Otter.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "be careful if you use it in confidential meetings or regulated environments"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|openai-small|JustCall", "prompt": "c07-m6", "model": "openai-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "JustCall", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "I'd review privacy/opt-out behavior closely; recent user reviews mention difficulties unsubscribing"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|openai-small|Sendblue", "prompt": "c07-m6", "model": "openai-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Sendblue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "at least one recent review describes the inability to enable call recording due to notification/consent concerns"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|openai-small|Gong", "prompt": "c07-m6", "model": "openai-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Gong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare specific platforms like **Gong, Chorus, Otter, Fathom, Fireflies, ZoomInfo, JustCall, or Dialpad**"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|openai-small|Chorus", "prompt": "c07-m6", "model": "openai-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Chorus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compare specific platforms like **Gong, Chorus, Otter, Fathom, Fireflies, ZoomInfo, JustCall, or Dialpad**"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|openai-small|Fathom", "prompt": "c07-m6", "model": "openai-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "compare specific platforms like **Gong, Chorus, Otter, Fathom, Fireflies, ZoomInfo, JustCall, or Dialpad**"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|openai-small|Fireflies", "prompt": "c07-m6", "model": "openai-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Fireflies", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "compare specific platforms like **Gong, Chorus, Otter, Fathom, Fireflies, ZoomInfo, JustCall, or Dialpad**"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|openai-small|ZoomInfo", "prompt": "c07-m6", "model": "openai-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "compare specific platforms like **Gong, Chorus, Otter, Fathom, Fireflies, ZoomInfo, JustCall, or Dialpad**"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|openai-small|Dialpad", "prompt": "c07-m6", "model": "openai-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Dialpad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "compare specific platforms like **Gong, Chorus, Otter, Fathom, Fireflies, ZoomInfo, JustCall, or Dialpad**"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|xai-small|Neon (call-recording app)", "prompt": "c07-m6", "model": "xai-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Neon (call-recording app)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid entirely. Major 2025 breach exposed users' phone numbers, full call recordings, and transcripts"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|xai-small|ExecVision (now part of Mediafly)", "prompt": "c07-m6", "model": "xai-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "ExecVision (now part of Mediafly)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Frequent complaints on Reddit/G2 about unreliable Zoom integration, \"horrid\" transcription... Seen as outdated compared to leaders."}, {"id": "mai-20260915-0741-calibration_b|c07-m6|xai-small|Gong", "prompt": "c07-m6", "model": "xai-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Gong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cons: Very expensive (~$250/user/mo + $5k-$50k platform fees... Partial GDPR compliance gaps"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|xai-small|Chorus.ai", "prompt": "c07-m6", "model": "xai-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Chorus.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cons: Inconsistent transcription (80-90% accuracy...). Declining support post-ZoomInfo acquisition; pushy upselling."}, {"id": "mai-20260915-0741-calibration_b|c07-m6|xai-small|Invoca", "prompt": "c07-m6", "model": "xai-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Invoca", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "lawsuits against AI call tools (e.g., Invoca, RingCentral, Google Cloud Contact Center AI) for \"eavesdropping\" without consent"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|xai-small|RingCentral", "prompt": "c07-m6", "model": "xai-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "RingCentral", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "lawsuits against AI call tools (e.g., Invoca, RingCentral, Google Cloud Contact Center AI) for \"eavesdropping\""}, {"id": "mai-20260915-0741-calibration_b|c07-m6|xai-small|Google Cloud Contact Center AI", "prompt": "c07-m6", "model": "xai-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Google Cloud Contact Center AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "lawsuits against AI call tools (e.g., Invoca, RingCentral, Google Cloud Contact Center AI) for \"eavesdropping\""}, {"id": "mai-20260915-0741-calibration_b|c07-m6|xai-small|Fireflies.ai", "prompt": "c07-m6", "model": "xai-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Fireflies.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Smaller teams prefer affordable add-ons (e.g., Fireflies.ai, Avoma: better consent/access per reviews)"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|xai-small|Avoma", "prompt": "c07-m6", "model": "xai-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Avoma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Smaller teams prefer affordable add-ons (e.g., Fireflies.ai, Avoma: better consent/access per reviews)"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|zai-small|Otter.ai", "prompt": "c07-m6", "model": "zai-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Otter.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Otter.ai and Fireflies.ai should be avoided entirely due to active lawsuits and documented consent/biometric data violations."}, {"id": "mai-20260915-0741-calibration_b|c07-m6|zai-small|Fireflies.ai", "prompt": "c07-m6", "model": "zai-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Fireflies.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Otter.ai and Fireflies.ai should be avoided entirely due to active lawsuits"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|zai-small|Granola", "prompt": "c07-m6", "model": "zai-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Granola", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why avoid:** New but following the same problematic pattern as the more established players."}, {"id": "mai-20260915-0741-calibration_b|c07-m6|zai-small|Read AI", "prompt": "c07-m6", "model": "zai-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Read AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why avoid:** While not currently facing major litigation, institutional bans and security notices indicate serious concerns"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|zai-small|Zoom AI Companion", "prompt": "c07-m6", "model": "zai-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Zoom AI Companion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Only use for non-sensitive meetings; be aware that IT/compliance teams may have visibility into all meeting summaries."}, {"id": "mai-20260915-0741-calibration_b|c07-m6|zai-small|Microsoft Teams Intelligent Recap", "prompt": "c07-m6", "model": "zai-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Microsoft Teams Intelligent Recap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "avoid for sensitive discussions until legal clarity is established"}, {"id": "mai-20260915-0741-calibration_b|c07-m6|zai-small|Google Meet Gemini (Take Notes for Me)", "prompt": "c07-m6", "model": "zai-small", "cat": "conversation-intelligence", "variant": "negative", "raw": "Google Meet Gemini (Take Notes for Me)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Use with caution for sensitive calls; verify your organization's consent requirements."}, {"id": "mai-20260915-0741-calibration_b|c08-m1|alibaba-small|AttributeIQ", "prompt": "c08-m1", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "direct", "raw": "AttributeIQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most frequently cited as the top B2B attribution solution, especially for mid-market SaaS and services teams."}, {"id": "mai-20260915-0741-calibration_b|c08-m1|alibaba-small|Attribution.io", "prompt": "c08-m1", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Attribution.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative:** **Attribution.io** — Strong cross-channel reporting with slightly more flexibility in data source integration"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|alibaba-small|BlueAlpha", "prompt": "c08-m1", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "direct", "raw": "BlueAlpha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BlueAlpha** | Companies wanting turnkey MMM | Handles model building, provides dashboards, ongoing refits"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|alibaba-small|Measured", "prompt": "c08-m1", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Measured", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Measured** | Growth-stage B2B companies | Combines MMM with incrementality testing"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|alibaba-small|Digital Applied", "prompt": "c08-m1", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Digital Applied", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Digital Applied** | Established B2B brands | Longer track record; strong on media mix analysis"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|alibaba-small|Google Meridian", "prompt": "c08-m1", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Google Meridian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Free, cutting-edge Bayesian approach | Requires data science talent; still maturing"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|alibaba-small|Meta Robyn", "prompt": "c08-m1", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Meta Robyn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Primarily ad-spend focused; less B2B-specific"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|alibaba-small|Custom Python/R stack", "prompt": "c08-m1", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Custom Python/R stack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "High engineering overhead; maintenance burden"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|anthropic-small|HubSpot Attribution", "prompt": "c08-m1", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "direct", "raw": "HubSpot Attribution", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**HubSpot** is a good integrated option if you want attribution built into your broader marketing and CRM platform."}, {"id": "mai-20260915-0741-calibration_b|c08-m1|anthropic-small|Dreamdata", "prompt": "c08-m1", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Dreamdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Dreamdata** is particularly strong for account-based B2B teams."}, {"id": "mai-20260915-0741-calibration_b|c08-m1|anthropic-small|Factors.ai", "prompt": "c08-m1", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Factors.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top choices include Factors.ai (AI-powered ABM and multi-touch attribution)"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|anthropic-small|Northbeam", "prompt": "c08-m1", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Northbeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Northbeam uses machine learning models that analyze performance patterns across your entire marketing mix"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|anthropic-small|HockeyStack", "prompt": "c08-m1", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "direct", "raw": "HockeyStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "HockeyStack (revenue attribution with account-level tracking)"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|anthropic-small|Ruler Analytics", "prompt": "c08-m1", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Ruler Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For B2B companies that need attribution tied directly to CRM revenue"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|anthropic-small|CaliberMind", "prompt": "c08-m1", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "direct", "raw": "CaliberMind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for mid-market and enterprise B2B teams with existing data engineering resources"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|challenger-small|Dreamdata", "prompt": "c08-m1", "model": "challenger-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Dreamdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around **marketing attribution** choice is usually **Dreamdata**"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|challenger-small|HockeyStack", "prompt": "c08-m1", "model": "challenger-small", "cat": "attribution-mmm", "variant": "direct", "raw": "HockeyStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HockeyStack** is the closest alternative"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|challenger-small|CaliberMind", "prompt": "c08-m1", "model": "challenger-small", "cat": "attribution-mmm", "variant": "direct", "raw": "CaliberMind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CaliberMind** is also a strong fit"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|challenger-small|Factors.ai", "prompt": "c08-m1", "model": "challenger-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Factors.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Attribution tied to account intelligence, intent, and activation."}, {"id": "mai-20260915-0741-calibration_b|c08-m1|challenger-small|HubSpot Marketing Hub", "prompt": "c08-m1", "model": "challenger-small", "cat": "attribution-mmm", "variant": "direct", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Native, simpler attribution when the stack is mostly inside HubSpot."}, {"id": "mai-20260915-0741-calibration_b|c08-m1|deepseek-small|Recast", "prompt": "c08-m1", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Recast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Marketing Mix Modeling (MMM):** **Recast** (best overall, hands-down favorite for mid-market B2B)"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|deepseek-small|Dreamdata", "prompt": "c08-m1", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Dreamdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**B2B Attribution (MTA):** **Dreamdata** (best dedicated B2B attribution platform)"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|deepseek-small|HockeyStack", "prompt": "c08-m1", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "direct", "raw": "HockeyStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want broader GTM intelligence... Attribution is a supporting feature, not the core focus."}, {"id": "mai-20260915-0741-calibration_b|c08-m1|deepseek-small|MixModeler", "prompt": "c08-m1", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "direct", "raw": "MixModeler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Budget-friendly MMM:** **MixModeler** (fraction of the cost)"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|deepseek-small|SegmentStream", "prompt": "c08-m1", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "direct", "raw": "SegmentStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it enforces a **~$50K/mo ad-spend floor**, so it's only right for the larger end of mid-market"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|deepseek-small|Google Meridian", "prompt": "c08-m1", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Google Meridian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "production-grade and free, but require in-house data science (Python/R)"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|deepseek-small|Meta Robyn", "prompt": "c08-m1", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Meta Robyn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "production-grade and free, but require in-house data science (Python/R)"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|deepseek-small|PyMC-Marketing", "prompt": "c08-m1", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "direct", "raw": "PyMC-Marketing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "production-grade and free, but require in-house data science (Python/R)"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|deepseek-small|Factors.ai", "prompt": "c08-m1", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Factors.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Good for LinkedIn-heavy ABM with account intelligence, from ~$199/mo"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|google-small|Nielsen", "prompt": "c08-m1", "model": "google-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Nielsen", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "A mid-market company lacks the budget and data science resources for highly customized enterprise MMM (like Nielsen or Analytic Partners)"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|google-small|Analytic Partners", "prompt": "c08-m1", "model": "google-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Analytic Partners", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "lacks the budget and data science resources for highly customized enterprise MMM (like Nielsen or Analytic Partners)"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|google-small|CaliberMind", "prompt": "c08-m1", "model": "google-small", "cat": "attribution-mmm", "variant": "direct", "raw": "CaliberMind", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall for Unified MTA + MMM: **CaliberMind**"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|google-small|Integrate", "prompt": "c08-m1", "model": "google-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Integrate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Its recent acquisition by **Integrate** merges top-of-funnel demand generation and data governance"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|google-small|HockeyStack", "prompt": "c08-m1", "model": "google-small", "cat": "attribution-mmm", "variant": "direct", "raw": "HockeyStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Modern GTM Analytics & Forecasting: **HockeyStack**"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|google-small|Recast", "prompt": "c08-m1", "model": "google-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Recast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Pure-Play MMM (If Attribution is Already Solved): **Recast**"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|google-small|Dreamdata", "prompt": "c08-m1", "model": "google-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Dreamdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Dreamdata is the industry gold standard... but does not offer native top-down MMM"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|google-small|Rockerbox", "prompt": "c08-m1", "model": "google-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Rockerbox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "structurally optimized for omnichannel DTC and retail brands, making it a heavier, less B2B-friendly lift"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|meta-small|Recast", "prompt": "c08-m1", "model": "meta-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Recast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best marketing attribution and marketing mix modeling platform for a mid-market B2B company is Recast"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|meta-small|Lifesight", "prompt": "c08-m1", "model": "meta-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Lifesight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Lifesight, a privacy-first unified marketing measurement platform"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|meta-small|Rockerbox", "prompt": "c08-m1", "model": "meta-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Rockerbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rockerbox, a strong fit for marketing operations teams at mid-market and enterprise B2B companies"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|minimax-small|Dreamdata", "prompt": "c08-m1", "model": "minimax-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Dreamdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Dreamdata** if your primary focus is revenue attribution"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|minimax-small|Rockerbox", "prompt": "c08-m1", "model": "minimax-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Rockerbox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Rockerbox** if you need both tactical attribution and strategic marketing mix modeling"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|minimax-small|LeadsRx", "prompt": "c08-m1", "model": "minimax-small", "cat": "attribution-mmm", "variant": "direct", "raw": "LeadsRx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for mid-market companies with broadcast + digital mix"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|minimax-small|Lifesight", "prompt": "c08-m1", "model": "minimax-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Lifesight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Accessible MMM for mid-market brands without requiring extensive data science resources"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|mistral-small|Dreamdata", "prompt": "c08-m1", "model": "mistral-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Dreamdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Dreamdata** (for attribution) and **Recast** (for MMM) represent the strongest combination"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|mistral-small|SegmentStream", "prompt": "c08-m1", "model": "mistral-small", "cat": "attribution-mmm", "variant": "direct", "raw": "SegmentStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Platform:** Dreamdata or SegmentStream"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|mistral-small|HockeyStack", "prompt": "c08-m1", "model": "mistral-small", "cat": "attribution-mmm", "variant": "direct", "raw": "HockeyStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** B2B SaaS companies needing deep revenue attribution"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|mistral-small|Cometly", "prompt": "c08-m1", "model": "mistral-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Cometly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Mid-sized B2B SaaS companies running paid ads"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|mistral-small|Recast", "prompt": "c08-m1", "model": "mistral-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Recast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Recast** (for MMM) represent the strongest combination worth evaluating"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|mistral-small|MixModeler", "prompt": "c08-m1", "model": "mistral-small", "cat": "attribution-mmm", "variant": "direct", "raw": "MixModeler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Platform:** Recast ($2K-$5K/month) or MixModeler"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|mistral-small|Robyn by Meta", "prompt": "c08-m1", "model": "mistral-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Robyn by Meta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Data scientists who want open-source R customization"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|mistral-small|Sellforte", "prompt": "c08-m1", "model": "mistral-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Sellforte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Mid-sized companies wanting advanced real-time MMM"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|moonshot-small|Ruler Analytics", "prompt": "c08-m1", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Ruler Analytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Combined Attribution + MMM Platform: **Ruler Analytics** ... is the standout choice for mid-market B2B."}, {"id": "mai-20260915-0741-calibration_b|c08-m1|moonshot-small|Dreamdata", "prompt": "c08-m1", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Dreamdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Pure B2B Attribution (MTA-only): **Dreamdata** ... is the category leader."}, {"id": "mai-20260915-0741-calibration_b|c08-m1|moonshot-small|HockeyStack", "prompt": "c08-m1", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "direct", "raw": "HockeyStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Predictive GTM Intelligence: **HockeyStack** ... is worth considering."}, {"id": "mai-20260915-0741-calibration_b|c08-m1|moonshot-small|Northbeam", "prompt": "c08-m1", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Northbeam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "| **Northbeam** | ✅ Yes (MMM Plus) | ❌ DTC/Ecom focused | ❌ No | Limited | $1,500/mo |"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|openai-small|Dreamdata", "prompt": "c08-m1", "model": "openai-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Dreamdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Dreamdata** is often the strongest fit for B2B revenue attribution and journey analysis"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|openai-small|Keen Decision Systems", "prompt": "c08-m1", "model": "openai-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Keen Decision Systems", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Keen for MMM and budget optimization."}, {"id": "mai-20260915-0741-calibration_b|c08-m1|openai-small|Measured", "prompt": "c08-m1", "model": "openai-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Measured", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Measured \\u2014 best for combined measurement and optimization**"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|xai-small|Rockerbox", "prompt": "c08-m1", "model": "xai-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Rockerbox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rockerbox (Strongest Combined MTA + MMM Pick)"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|xai-small|Recast", "prompt": "c08-m1", "model": "xai-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Recast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Rockerbox or Recast edge out for true MTA+MMM balance in mid-market B2B"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|xai-small|Dreamdata", "prompt": "c08-m1", "model": "xai-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Dreamdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dreamdata (Best Pure B2B Attribution with MMM Elements)"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|xai-small|Factors.ai", "prompt": "c08-m1", "model": "xai-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Factors.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Attribution + account ID/intent (G2 4.5/5); $199–$799/mo. Great starter for ABM-heavy B2B."}, {"id": "mai-20260915-0741-calibration_b|c08-m1|xai-small|RevSure", "prompt": "c08-m1", "model": "xai-small", "cat": "attribution-mmm", "variant": "direct", "raw": "RevSure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Revenue-system attribution (upper mid-market); ~$4K+/mo. If forecasting pipeline is key."}, {"id": "mai-20260915-0741-calibration_b|c08-m1|xai-small|HubSpot Attribution", "prompt": "c08-m1", "model": "xai-small", "cat": "attribution-mmm", "variant": "direct", "raw": "HubSpot Attribution", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free with Pro ($890/mo hub); basic MTA, easy for small teams."}, {"id": "mai-20260915-0741-calibration_b|c08-m1|xai-small|Measured", "prompt": "c08-m1", "model": "xai-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Measured", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise-heavy (Measured, Analytic Partners: $50K+ engagements)"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|xai-small|Analytic Partners", "prompt": "c08-m1", "model": "xai-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Analytic Partners", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise-heavy (Measured, Analytic Partners: $50K+ engagements)"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|xai-small|Triple Whale", "prompt": "c08-m1", "model": "xai-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Triple Whale", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "or DTC-focused (Triple Whale, Northbeam)"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|xai-small|Northbeam", "prompt": "c08-m1", "model": "xai-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Northbeam", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "or DTC-focused (Triple Whale, Northbeam)"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|xai-small|GA4", "prompt": "c08-m1", "model": "xai-small", "cat": "attribution-mmm", "variant": "direct", "raw": "GA4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Use GA4 (free MTA baseline) + Recast for MMM if under $1M spend."}, {"id": "mai-20260915-0741-calibration_b|c08-m1|zai-small|Dreamdata", "prompt": "c08-m1", "model": "zai-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Dreamdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "consider **Dreamdata** if you have dedicated marketing operations capacity"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|zai-small|Factors.ai", "prompt": "c08-m1", "model": "zai-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Factors.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Factors.ai** for attribution (~$399/month) and **Recast** for MMM"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|zai-small|HockeyStack", "prompt": "c08-m1", "model": "zai-small", "cat": "attribution-mmm", "variant": "direct", "raw": "HockeyStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HockeyStack** for GTM analytics"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|zai-small|Ruler Analytics", "prompt": "c08-m1", "model": "zai-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Ruler Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ruler Analytics** (call tracking, form attribution)"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|zai-small|HubSpot Marketing Hub", "prompt": "c08-m1", "model": "zai-small", "cat": "attribution-mmm", "variant": "direct", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**HubSpot Marketing Hub** if already using HubSpot"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|zai-small|Improvado", "prompt": "c08-m1", "model": "zai-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Improvado", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider **Improvado** for managed implementation"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|zai-small|Recast", "prompt": "c08-m1", "model": "zai-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Recast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Recast** for MMM ($2K-$5K/month)"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|zai-small|Google Meridian", "prompt": "c08-m1", "model": "zai-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Google Meridian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Start with **Google Meridian** (free, open-source)"}, {"id": "mai-20260915-0741-calibration_b|c08-m1|zai-small|Cometly", "prompt": "c08-m1", "model": "zai-small", "cat": "attribution-mmm", "variant": "direct", "raw": "Cometly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Best for:** Digital-first marketers, fast-paced campaigns"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|alibaba-small|Rockerbox", "prompt": "c08-m2", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Rockerbox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rockerbox has rapidly become the default recommendation for B2B companies growing from Series B to C stages"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|alibaba-small|Northbeam", "prompt": "c08-m2", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Northbeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Visualizing the Customer Journey: **Northbeam**"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|alibaba-small|Terminus", "prompt": "c08-m2", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Terminus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Account-Based Marketing (ABM): **Terminus**"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|alibaba-small|Snowflake", "prompt": "c08-m2", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The \"Build Your Own\" Solution: **Snowflake + dbt**"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|alibaba-small|dbt", "prompt": "c08-m2", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "paired with a transformation tool (dbt)"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|alibaba-small|BigQuery", "prompt": "c08-m2", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Data Warehouse (Snowflake, BigQuery, or Redshift)"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|alibaba-small|Redshift", "prompt": "c08-m2", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Data Warehouse (Snowflake, BigQuery, or Redshift)"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|anthropic-small|Factors.ai", "prompt": "c08-m2", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Factors.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "the top choices are Factors.ai (AI-powered ABM and multi-touch attribution)"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|anthropic-small|HubSpot Attribution", "prompt": "c08-m2", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "HubSpot Attribution", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**If you use HubSpot/Salesforce**: HubSpot Attribution is strong for CRM-connected multi-touch tracking"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|anthropic-small|HockeyStack", "prompt": "c08-m2", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "HockeyStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Salesforce teams with long, complex cycles should evaluate HockeyStack or Dreamdata first."}, {"id": "mai-20260915-0741-calibration_b|c08-m2|anthropic-small|Dreamdata", "prompt": "c08-m2", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Dreamdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Salesforce teams with long, complex cycles should evaluate HockeyStack or Dreamdata first."}, {"id": "mai-20260915-0741-calibration_b|c08-m2|anthropic-small|SegmentStream", "prompt": "c08-m2", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "SegmentStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Purpose-built alternative**: SegmentStream is a strong option for B2B attribution"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|anthropic-small|Funnel", "prompt": "c08-m2", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Funnel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Funnel stands out for mid-market teams, combining MTA, MMM and incrementality testing"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|anthropic-small|Rockerbox", "prompt": "c08-m2", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Rockerbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rockerbox is particularly strong for mid-market companies that need to understand the impact of both digital and traditional media"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|anthropic-small|CaliberMind", "prompt": "c08-m2", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "CaliberMind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CaliberMind's MMM gives B2B marketers a clear view of go-to-market investment, was built for B2B data realities"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|anthropic-small|Bizible", "prompt": "c08-m2", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Bizible", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "using platforms like Bizible, Dreamdata, or HockeyStack"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|anthropic-small|Ruler Analytics", "prompt": "c08-m2", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Ruler Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "B2B companies where phone calls close deals need Ruler Analytics."}, {"id": "mai-20260915-0741-calibration_b|c08-m2|challenger-small|Dreamdata", "prompt": "c08-m2", "model": "challenger-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Dreamdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Dreamdata** for attribution"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|challenger-small|Improvado", "prompt": "c08-m2", "model": "challenger-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Improvado", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Improvado** only if you truly need a broader **MMM + data aggregation** stack"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|challenger-small|HockeyStack", "prompt": "c08-m2", "model": "challenger-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "HockeyStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HockeyStack** if you want stronger **GTM reporting** and deeper analysis"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|challenger-small|Factors.ai", "prompt": "c08-m2", "model": "challenger-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Factors.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Factors.ai** if you care most about **account intelligence, LinkedIn measurement, intent, and activation**"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|challenger-small|Ruler Analytics", "prompt": "c08-m2", "model": "challenger-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Ruler Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ruler Analytics** if offline conversions, calls, and sales-assisted closes are a major part of the motion"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|deepseek-small|Dreamdata", "prompt": "c08-m2", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Dreamdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 **Top Pick: Dreamdata**"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|deepseek-small|HockeyStack", "prompt": "c08-m2", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "HockeyStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 **Strong Alternative: HockeyStack**"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|deepseek-small|Factors.ai", "prompt": "c08-m2", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Factors.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "🥉 **Budget-Friendly Option: Factors.ai**"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|deepseek-small|Adobe Marketo Measure (Bizible)", "prompt": "c08-m2", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Adobe Marketo Measure (Bizible)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Only if you're already deep in the Salesforce/Marketo ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|deepseek-small|HubSpot Attribution", "prompt": "c08-m2", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "HubSpot Attribution", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sufficient if your needs are relatively straightforward and you're already a HubSpot user"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|deepseek-small|Ruler Analytics", "prompt": "c08-m2", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Ruler Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Great if offline conversions (calls, demos) matter significantly"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|deepseek-small|Recast", "prompt": "c08-m2", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Recast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "🏆 **Top Pick: Recast** ... **Dreamdata** (attribution) + **Recast** (MMM)"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|deepseek-small|MixModeler", "prompt": "c08-m2", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "MixModeler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "🥈 **Best Value: MixModeler**"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|deepseek-small|Keen Decision Systems", "prompt": "c08-m2", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Keen Decision Systems", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for Scenario Planning: Keen Decision Systems"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|deepseek-small|Google Meridian", "prompt": "c08-m2", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Google Meridian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Free, Bayesian, open-source — but requires Python/data science expertise"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|deepseek-small|Meta Robyn", "prompt": "c08-m2", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Meta Robyn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Free, R-based — best if you have an in-house analyst"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|deepseek-small|Salesforce native attribution", "prompt": "c08-m2", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Salesforce native attribution", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Start with HubSpot or Salesforce native attribution if your sales cycles are under 120 days"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|google-small|Rockerbox", "prompt": "c08-m2", "model": "google-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Rockerbox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Our Recommendation:** ... **Rockerbox** provides the most well-rounded and actionable unified measurement stack."}, {"id": "mai-20260915-0741-calibration_b|c08-m2|google-small|Dreamdata", "prompt": "c08-m2", "model": "google-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Dreamdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are a standard mid-sized B2B company looking to start, **Dreamdata** is the safest and most immediately actionable investment for sales-cycle attribution."}, {"id": "mai-20260915-0741-calibration_b|c08-m2|google-small|HockeyStack", "prompt": "c08-m2", "model": "google-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "HockeyStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A rapid-growth GTM analytics and attribution platform... incredible speed to value."}, {"id": "mai-20260915-0741-calibration_b|c08-m2|google-small|Analytic Partners", "prompt": "c08-m2", "model": "google-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Analytic Partners", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the massive implementation cost of enterprise-level MMM consulting firms (like Analytic Partners)"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|google-small|Recast", "prompt": "c08-m2", "model": "google-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Recast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "pair it with **Recast** for privacy-safe budget forecasting"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|google-small|Measured", "prompt": "c08-m2", "model": "google-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Measured", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Measured or LeadsRx**<br>These tools natively bridge digital and offline touchpoints"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|google-small|Lifesight", "prompt": "c08-m2", "model": "google-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Lifesight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Next-Gen / AI-Driven MMM: **Lifesight**"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|google-small|Funnel.io", "prompt": "c08-m2", "model": "google-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Funnel.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A marketing data hub that automates data collection, cleaning, and sharing."}, {"id": "mai-20260915-0741-calibration_b|c08-m2|google-small|Meridian", "prompt": "c08-m2", "model": "google-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Meridian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "even an open-source MMM framework (like Google’s *Meridian* or Meta's *Robyn*)"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|google-small|Robyn", "prompt": "c08-m2", "model": "google-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Robyn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "open-source MMM framework (like Google’s *Meridian* or Meta's *Robyn*)"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|google-small|LeadsRx", "prompt": "c08-m2", "model": "google-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "LeadsRx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Measured or LeadsRx**<br>These tools natively bridge digital and offline touchpoints and support macro-level marketing mix modeling."}, {"id": "mai-20260915-0741-calibration_b|c08-m2|google-small|GA4", "prompt": "c08-m2", "model": "google-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "GA4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "best paired with a basic free tool (like GA4) for day-to-day creative and keyword adjustments"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|meta-small|CaliberMind", "prompt": "c08-m2", "model": "meta-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "CaliberMind", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the recommended attribution and MMM tool is CaliberMind"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|meta-small|Dreamdata", "prompt": "c08-m2", "model": "meta-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Dreamdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Dreamdata, Factors.ai, and Hey Sid"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|meta-small|Factors.ai", "prompt": "c08-m2", "model": "meta-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Factors.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Dreamdata, Factors.ai, and Hey Sid"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|meta-small|Hey Sid", "prompt": "c08-m2", "model": "meta-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Hey Sid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Dreamdata, Factors.ai, and Hey Sid"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|minimax-small|Northbeam", "prompt": "c08-m2", "model": "minimax-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Northbeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Northbeam**"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|minimax-small|Dreamdata", "prompt": "c08-m2", "model": "minimax-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Dreamdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pure B2B focus with journey analytics | Dreamdata"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|minimax-small|Factors.ai", "prompt": "c08-m2", "model": "minimax-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Factors.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-friendly B2B attribution | Factors.ai or HockeyStack"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|minimax-small|HockeyStack", "prompt": "c08-m2", "model": "minimax-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "HockeyStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-friendly B2B attribution | Factors.ai or HockeyStack"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|minimax-small|SourceLoop", "prompt": "c08-m2", "model": "minimax-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "SourceLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lower cost entry point | SourceLoop | $49/mo"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|minimax-small|Rockerbox", "prompt": "c08-m2", "model": "minimax-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Rockerbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Enterprise-scale with offline media | Rockerbox | ~$3,300+/mo"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|minimax-small|ThoughtMetric", "prompt": "c08-m2", "model": "minimax-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "ThoughtMetric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If under $1K/mo, look at SourceLoop or ThoughtMetric"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|mistral-small|Dreamdata", "prompt": "c08-m2", "model": "mistral-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Dreamdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Dreamdata** - *Best overall for mid-market B2B SaaS*"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|mistral-small|HockeyStack", "prompt": "c08-m2", "model": "mistral-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "HockeyStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HockeyStack** - *Best for predictive modeling and GTM intelligence*"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|mistral-small|Ruler Analytics", "prompt": "c08-m2", "model": "mistral-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Ruler Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ruler Analytics** - *Best for closed-loop attribution*"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|mistral-small|Bizible (Marketo Measure)", "prompt": "c08-m2", "model": "mistral-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Bizible (Marketo Measure)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "For Salesforce-native companies with long sales cycles"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|mistral-small|Improvado", "prompt": "c08-m2", "model": "mistral-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Improvado", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "For complex tech stacks with 20+ data sources and SQL-skilled teams"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|mistral-small|Northbeam", "prompt": "c08-m2", "model": "mistral-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Northbeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**MMM Layer**: Northbeam or Lifesight"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|mistral-small|Lifesight", "prompt": "c08-m2", "model": "mistral-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Lifesight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Combines MMM + incrementality testing + causal attribution in one platform"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|mistral-small|Triple Whale", "prompt": "c08-m2", "model": "mistral-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Triple Whale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong for teams with heavy paid spend needing measurement beyond pixel tracking"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|moonshot-small|Dreamdata", "prompt": "c08-m2", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Dreamdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Dreamdata** hits the sweet spot for mid-market B2B"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|moonshot-small|Recast", "prompt": "c08-m2", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Recast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "add **Recast** for MMM"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|moonshot-small|Ruler Analytics", "prompt": "c08-m2", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Ruler Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For Budget-Conscious Teams: Ruler Analytics"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|moonshot-small|Adobe Marketo Measure (Bizible)", "prompt": "c08-m2", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Adobe Marketo Measure (Bizible)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Caution:** Expensive, complex implementation (8\\u201312 weeks), and requires ongoing RevOps support."}, {"id": "mai-20260915-0741-calibration_b|c08-m2|moonshot-small|Rockerbox", "prompt": "c08-m2", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Rockerbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider **Rockerbox** as a unified MTA + MMM solution"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|moonshot-small|HockeyStack", "prompt": "c08-m2", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "HockeyStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Need predictive/AI attribution** + GTM intelligence | **HockeyStack**"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|openai-small|Dreamdata", "prompt": "c08-m2", "model": "openai-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Dreamdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Dreamdata** if your main goal is **B2B attribution tied to revenue and pipeline**"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|openai-small|HockeyStack", "prompt": "c08-m2", "model": "openai-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "HockeyStack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "and **HockeyStack** if you want a broader **GTM analytics platform with strong attribution"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|xai-small|Dreamdata", "prompt": "c08-m2", "model": "xai-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Dreamdata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dreamdata (Top Pick for MTA)"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|xai-small|HockeyStack", "prompt": "c08-m2", "model": "xai-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "HockeyStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HockeyStack (Strong Alternative)"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|xai-small|Recast", "prompt": "c08-m2", "model": "xai-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Recast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recast (Top Pick for MMM)"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|xai-small|Triple Whale", "prompt": "c08-m2", "model": "xai-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Triple Whale", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Pure B2C/ecomm tools (e.g., Triple Whale, Northbeam) underperform here"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|xai-small|Northbeam", "prompt": "c08-m2", "model": "xai-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Northbeam", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Pure B2C/ecomm tools (e.g., Triple Whale, Northbeam) underperform here"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|xai-small|Keen", "prompt": "c08-m2", "model": "xai-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Keen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Alternatives: Keen (multi-channel B2C/B2B hybrid, ~$2-3wk setup)"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|xai-small|Google Meridian", "prompt": "c08-m2", "model": "xai-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Google Meridian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "open-source Google Meridian (free, but Python-heavy)"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|xai-small|Improvado", "prompt": "c08-m2", "model": "xai-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Improvado", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Integrated Option: Improvado: If 10+ data sources (ads, CRM, events), it's a data pipeline + MTA"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|zai-small|MixModeler", "prompt": "c08-m2", "model": "zai-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "MixModeler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: MixModeler ... Best value for mid-market B2B companies"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|zai-small|Recast", "prompt": "c08-m2", "model": "zai-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Recast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative: Recast** (if budget allows)"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|zai-small|HubSpot Attribution", "prompt": "c08-m2", "model": "zai-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "HubSpot Attribution", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Top Pick: HubSpot Attribution ... Native CRM integration, no additional tool needed"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|zai-small|Dreamdata", "prompt": "c08-m2", "model": "zai-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Dreamdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Alternative: Dreamdata** (if you need account-level B2B attribution)"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|zai-small|Measured", "prompt": "c08-m2", "model": "zai-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Measured", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Add incrementality testing (consider Measured or SegmentStream)"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|zai-small|SegmentStream", "prompt": "c08-m2", "model": "zai-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "SegmentStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Add incrementality testing (consider Measured or SegmentStream)"}, {"id": "mai-20260915-0741-calibration_b|c08-m2|zai-small|Northbeam", "prompt": "c08-m2", "model": "zai-small", "cat": "attribution-mmm", "variant": "paraphrase", "raw": "Northbeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Northbeam if: Your primary focus is paid media optimization"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|alibaba-small|Measured", "prompt": "c08-m3", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Measured", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Measured** or **Adobe** if you have the budget and personnel to demand strict causal proof and financial-grade reporting."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|alibaba-small|Improvado", "prompt": "c08-m3", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Improvado", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Improvado functions as both a **Data Infrastructure** layer and a measurement platform."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|alibaba-small|Google Meridian", "prompt": "c08-m3", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Google Meridian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Google Meridian** if you have an in-house engineering team and want to build a privacy-compliant stack from scratch."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|alibaba-small|Adobe Marketing Campaign Analytics", "prompt": "c08-m3", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Adobe Marketing Campaign Analytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose **Measured** or **Adobe** if you have the budget and personnel to demand strict causal proof"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|alibaba-small|Recast", "prompt": "c08-m3", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Recast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Recast** or **Factors.ai** if you want a fast-deploying, cost-effective tool"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|alibaba-small|Factors.ai", "prompt": "c08-m3", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Factors.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Recast** or **Factors.ai** if you want a fast-deploying, cost-effective tool"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|alibaba-small|Prescient AI", "prompt": "c08-m3", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Prescient AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "These tools bridge the gap by offering **Campaign-level attribution** within an MMM framework."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|alibaba-small|Neuralift", "prompt": "c08-m3", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Neuralift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Managed Services** (e.g., Neuralift, Keen)"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|alibaba-small|Keen", "prompt": "c08-m3", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Keen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Managed Services** (e.g., Neuralift, Keen)"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|alibaba-small|Simpli.fi", "prompt": "c08-m3", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Simpli.fi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Self-Serve SaaS** (e.g., Recast, Simpli.fi)"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|anthropic-small|Northbeam", "prompt": "c08-m3", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Northbeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "A marketing intelligence platform specializing in attribution for direct-to-consumer brands, using your own first-party data"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|anthropic-small|Factors.ai", "prompt": "c08-m3", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Factors.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Factors.ai (AI-powered ABM and multi-touch attribution) ... are top choices for B2B SaaS"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|anthropic-small|Cometly", "prompt": "c08-m3", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Cometly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Used for real-time attribution and daily tactical optimization as part of sophisticated marketing stacks."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|anthropic-small|HockeyStack", "prompt": "c08-m3", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "HockeyStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "HockeyStack (revenue attribution with account-level tracking)"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|anthropic-small|Triple Whale", "prompt": "c08-m3", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Triple Whale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong choice for ecommerce and performance marketing teams."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|anthropic-small|Dreamdata", "prompt": "c08-m3", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Dreamdata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Dreamdata (B2B pipeline attribution) are top choices for B2B SaaS"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|anthropic-small|Google Analytics 4", "prompt": "c08-m3", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Google Analytics 4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "offering built-in attribution modeling tools with data-driven attribution as the default model"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|anthropic-small|Meridian", "prompt": "c08-m3", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Meridian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Used for strategic annual planning in hybrid marketing stacks."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|anthropic-small|SegmentStream", "prompt": "c08-m3", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "SegmentStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SegmentStream is a marketing measurement platform that includes cross-channel attribution, incrementality testing and automated budget allocation"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|anthropic-small|Adobe Mix Modeler", "prompt": "c08-m3", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Adobe Mix Modeler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "An enterprise SaaS platform unifying multi-touch attribution ... with marketing mix modeling"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|anthropic-small|Rockerbox", "prompt": "c08-m3", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Rockerbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "particularly strong for mid-market companies needing to understand digital and traditional media impact"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|anthropic-small|Improvado", "prompt": "c08-m3", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Improvado", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Improvado for data infrastructure"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|anthropic-small|Google Meridian", "prompt": "c08-m3", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Google Meridian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Google Meridian is an open-source MMM framework released by Google Research built on Bayesian modeling methods"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|anthropic-small|Salesforce", "prompt": "c08-m3", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Salesforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Adobe, Salesforce, and Google Analytics 4 suit large organizations with complex data ecosystems"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|anthropic-small|Oktopost", "prompt": "c08-m3", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Oktopost", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Oktopost is a social media management and analytics platform designed specifically for B2B organizations"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|anthropic-small|Adjust", "prompt": "c08-m3", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Adjust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Adjust is a mobile attribution and analytics platform"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|challenger-small|SegmentStream", "prompt": "c08-m3", "model": "challenger-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "SegmentStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Teams wanting attribution plus budget optimization | Multi-model attribution suite and automated budget rebalancing"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|challenger-small|Google Analytics 4", "prompt": "c08-m3", "model": "challenger-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Google Analytics 4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Free, widely used, good starting point"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|challenger-small|HubSpot Attribution", "prompt": "c08-m3", "model": "challenger-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "HubSpot Attribution", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Native CRM integration and multi-touch models"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|challenger-small|GA4", "prompt": "c08-m3", "model": "challenger-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "GA4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Baseline web analytics | Free, built-in data-driven attribution in Google's ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|challenger-small|Triple Whale", "prompt": "c08-m3", "model": "challenger-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Triple Whale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shopify / DTC brands | Blended \"total impact\" view for ecommerce teams"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|challenger-small|Northbeam", "prompt": "c08-m3", "model": "challenger-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Northbeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Northbeam and SegmentStream combining attribution with broader measurement"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|challenger-small|Rockerbox", "prompt": "c08-m3", "model": "challenger-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Rockerbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Measured and Rockerbox standing out for MMM plus incrementality"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|challenger-small|Dreamdata", "prompt": "c08-m3", "model": "challenger-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Dreamdata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "B2B revenue teams | Account-level attribution tied to pipeline"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|challenger-small|Ruler Analytics", "prompt": "c08-m3", "model": "challenger-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Ruler Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "B2B inbound and call tracking | Closed-loop attribution"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|challenger-small|Measured", "prompt": "c08-m3", "model": "challenger-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Measured", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise teams focused on incrementality | Geo holdouts and MMM"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|challenger-small|Adobe Analytics", "prompt": "c08-m3", "model": "challenger-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Adobe Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Adobe Analytics, and HockeyStack depending on whether you need ecommerce, B2B, enterprise"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|challenger-small|HockeyStack", "prompt": "c08-m3", "model": "challenger-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "HockeyStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "B2B GTM teams | Deep revenue visibility and journey analysis"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|challenger-small|Funnel", "prompt": "c08-m3", "model": "challenger-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Funnel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Teams wanting unified measurement | MTA, MMM, and incrementality in one stack"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|challenger-small|Admetrics", "prompt": "c08-m3", "model": "challenger-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Admetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Ecommerce / DTC | S2S tracking plus MTA and MMM"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|challenger-small|Adobe Marketo Measure", "prompt": "c08-m3", "model": "challenger-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Adobe Marketo Measure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Deep ecosystem integration"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|deepseek-small|Northbeam", "prompt": "c08-m3", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Northbeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Northbeam\n- **Best for:** DTC/omnichannel brands with heavy paid social & search spend"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|deepseek-small|Rockerbox (now part of DoubleVerify)", "prompt": "c08-m3", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Rockerbox (now part of DoubleVerify)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Enterprise brands with diversified media (TV, OOH, podcasts, direct mail)"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|deepseek-small|Triple Whale", "prompt": "c08-m3", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Triple Whale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Shopify/DTC merchants wanting simple, profit-focused attribution"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|deepseek-small|Dreamdata", "prompt": "c08-m3", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Dreamdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** B2B revenue attribution"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|deepseek-small|Ruler Analytics", "prompt": "c08-m3", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Ruler Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Call/offline conversion tracking (Ruler)"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|deepseek-small|Cometly", "prompt": "c08-m3", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Cometly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "paid-campaign-to-revenue questions (Cometly)"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|deepseek-small|HubSpot", "prompt": "c08-m3", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**HubSpot / Adobe Marketo Measure:** Good if you already live in those ecosystems"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|deepseek-small|Adobe Marketo Measure", "prompt": "c08-m3", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Adobe Marketo Measure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**HubSpot / Adobe Marketo Measure:** Good if you already live in those ecosystems"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|deepseek-small|SegmentStream", "prompt": "c08-m3", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "SegmentStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**SegmentStream, Factors.ai, HockeyStack, Fospha, Measured**"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|deepseek-small|Factors.ai", "prompt": "c08-m3", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Factors.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**SegmentStream, Factors.ai, HockeyStack, Fospha, Measured**"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|deepseek-small|HockeyStack", "prompt": "c08-m3", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "HockeyStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**SegmentStream, Factors.ai, HockeyStack, Fospha, Measured**"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|deepseek-small|Fospha", "prompt": "c08-m3", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Fospha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**SegmentStream, Factors.ai, HockeyStack, Fospha, Measured**"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|deepseek-small|Measured", "prompt": "c08-m3", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Measured", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "| **Measured** | Brands moving beyond MTA | Hybrid: geo-holdout incrementality + Causal MMM |"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|deepseek-small|Google Analytics 4", "prompt": "c08-m3", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Google Analytics 4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Google Analytics 4:** Free baseline web analytics with data-driven attribution"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|deepseek-small|Google Meridian", "prompt": "c08-m3", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Google Meridian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Bayesian causal MMM in Python... **Best for** Python teams on the Google stack."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|deepseek-small|Meta Robyn", "prompt": "c08-m3", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Meta Robyn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**Best for** R-native teams and Meta-heavy advertisers."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|deepseek-small|PyMC-Marketing", "prompt": "c08-m3", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "PyMC-Marketing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Most flexible and feature-rich open-source Bayesian MMM"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|deepseek-small|LiftLab", "prompt": "c08-m3", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "LiftLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "| **LiftLab** | Enterprise full-funnel leaders / CMOs & CFOs | MMM as a \"capital allocation system\" |"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|deepseek-small|Recast", "prompt": "c08-m3", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Recast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "| **Recast** | Growth teams; always-on modeling | Fast weekly refresh; probabilistic forecasts |"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|deepseek-small|Haus", "prompt": "c08-m3", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Haus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 20, "ev": "| **Haus** | DTC/growth-stage brands | Fast, rigorous geo-experiments |"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|deepseek-small|Analytic Partners", "prompt": "c08-m3", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Analytic Partners", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 21, "ev": "High-touch consultancy; cross-market scenario depth; $500K\\u2013$2M+/yr"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|deepseek-small|Nielsen", "prompt": "c08-m3", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Nielsen", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 22, "ev": "High-touch consultancy; cross-market scenario depth; $500K\\u2013$2M+/yr"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|deepseek-small|Neustar", "prompt": "c08-m3", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Neustar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 23, "ev": "High-touch consultancy; cross-market scenario depth; $500K\\u2013$2M+/yr"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|deepseek-small|Ipsos MMA", "prompt": "c08-m3", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Ipsos MMA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 24, "ev": "High-touch consultancy; cross-market scenario depth; $500K\\u2013$2M+/yr"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|deepseek-small|Keen", "prompt": "c08-m3", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Keen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 25, "ev": "| **Keen, Fospha, Cometly, Ruler** | Tech-enabled mid-market | AI-powered MMM + planning"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|deepseek-small|Improvado", "prompt": "c08-m3", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Improvado", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 26, "ev": "| **Improvado** | Bayesian MMM on governed first-party data | Full SQL access, huge connector library |"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|google-small|Measured", "prompt": "c08-m3", "model": "google-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Measured", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "paired with **Recast** or **Measured** to guide your strategic channel scaling... Leverage ... next-gen unified platforms like **Measured**"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|google-small|Recast", "prompt": "c08-m3", "model": "google-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Recast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "paired with **Recast** or **Measured** to guide your strategic channel scaling"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|google-small|Prescient AI", "prompt": "c08-m3", "model": "google-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Prescient AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prescient excels at tracking both direct-to-consumer and retail revenue pathways natively."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|google-small|Keen Decision Systems", "prompt": "c08-m3", "model": "google-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Keen Decision Systems", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Keen is optimized to look forward. It features robust predictive engines"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|google-small|Rockerbox", "prompt": "c08-m3", "model": "google-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Rockerbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rockerbox acts as a centralized data engine that tracks every digital and offline customer touchpoint."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|google-small|Triple Whale", "prompt": "c08-m3", "model": "google-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Triple Whale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Use **Triple Whale/Northbeam** for day-to-day tactical changes"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|google-small|Northbeam", "prompt": "c08-m3", "model": "google-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Northbeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use **Triple Whale/Northbeam** for day-to-day tactical changes"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|google-small|Hyros", "prompt": "c08-m3", "model": "google-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Hyros", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best For: High-ticket info products, digital funnels, and direct-response agencies."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|google-small|HockeyStack", "prompt": "c08-m3", "model": "google-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "HockeyStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose an account-based MTA platform like **HockeyStack** or **Dreamdata**."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|google-small|Dreamdata", "prompt": "c08-m3", "model": "google-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Dreamdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Dreamdata shines at **account resolution**."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|google-small|Adobe Marketo Measure (formerly Bizible)", "prompt": "c08-m3", "model": "google-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Adobe Marketo Measure (formerly Bizible)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Extremely robust and highly customizable, but heavy to implement."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|google-small|Analytic Partners", "prompt": "c08-m3", "model": "google-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Analytic Partners", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Leverage enterprise platforms like **Analytic Partners**"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|google-small|Nielsen", "prompt": "c08-m3", "model": "google-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Nielsen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Enterprise Consultancies (Analytic Partners, Nielsen, Ipsos MMA, Gain Theory)"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|google-small|Ipsos MMA", "prompt": "c08-m3", "model": "google-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Ipsos MMA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Enterprise Consultancies (Analytic Partners, Nielsen, Ipsos MMA, Gain Theory)"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|google-small|Gain Theory", "prompt": "c08-m3", "model": "google-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Gain Theory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Enterprise Consultancies (Analytic Partners, Nielsen, Ipsos MMA, Gain Theory)"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|google-small|Meta Robyn", "prompt": "c08-m3", "model": "google-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Meta Robyn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Open-Source MMM (Meta Robyn & Google Meridian): If you have an in-house data science team"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|google-small|Google Meridian", "prompt": "c08-m3", "model": "google-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Google Meridian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Google's newer Bayesian-focused **Meridian** are powerful, transparent code libraries"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|meta-small|Improvado", "prompt": "c08-m3", "model": "meta-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Improvado", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top platforms mentioned include Improvado, Recast, Neuralift, Mutinex, Measured, Google Meridian, Adobe Marketing Campaign Analytics, and Cometly."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|meta-small|Recast", "prompt": "c08-m3", "model": "meta-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Recast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top platforms mentioned include Improvado, Recast, Neuralift, Mutinex, Measured, Google Meridian, Adobe Marketing Campaign Analytics, and Cometly."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|meta-small|Neuralift", "prompt": "c08-m3", "model": "meta-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Neuralift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top platforms mentioned include Improvado, Recast, Neuralift, Mutinex, Measured, Google Meridian..."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|meta-small|Mutinex", "prompt": "c08-m3", "model": "meta-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Mutinex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top platforms mentioned include Improvado, Recast, Neuralift, Mutinex, Measured, Google Meridian..."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|meta-small|Measured", "prompt": "c08-m3", "model": "meta-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Measured", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top platforms mentioned include ... Mutinex, Measured, Google Meridian, Adobe Marketing Campaign Analytics, and Cometly."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|meta-small|Google Meridian", "prompt": "c08-m3", "model": "meta-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Google Meridian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The top platforms mentioned include ... Google Meridian, Adobe Marketing Campaign Analytics, and Cometly."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|meta-small|Adobe Marketing Campaign Analytics", "prompt": "c08-m3", "model": "meta-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Adobe Marketing Campaign Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Adobe Marketing Campaign Analytics, and Cometly"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|meta-small|Cometly", "prompt": "c08-m3", "model": "meta-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Cometly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Adobe Marketing Campaign Analytics, and Cometly"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|meta-small|Prescient AI", "prompt": "c08-m3", "model": "meta-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Prescient AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "The results include information from various sources, such as Improvado, Prescient AI, Gartner, and Digital Applied."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|minimax-small|HubSpot Attribution", "prompt": "c08-m3", "model": "minimax-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "HubSpot Attribution", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**HubSpot Attribution** | Comprehensive multi-channel tracking"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|minimax-small|Dreamdata", "prompt": "c08-m3", "model": "minimax-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Dreamdata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Dreamdata** | B2B revenue attribution"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|minimax-small|Triple Whale", "prompt": "c08-m3", "model": "minimax-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Triple Whale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Triple Whale** | Shopify D2C brands"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|minimax-small|Rockerbox", "prompt": "c08-m3", "model": "minimax-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Rockerbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Rockerbox** | Enterprise (digital + offline)"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|minimax-small|Northbeam", "prompt": "c08-m3", "model": "minimax-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Northbeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Northbeam** | Paid social optimization"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|minimax-small|Hyros", "prompt": "c08-m3", "model": "minimax-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Hyros", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Hyros** | High-spend advertisers"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|minimax-small|Google Analytics 4", "prompt": "c08-m3", "model": "minimax-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Google Analytics 4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Google Analytics 4** | Small businesses/free option"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|minimax-small|Wicked Reports", "prompt": "c08-m3", "model": "minimax-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Wicked Reports", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Wicked Reports** – Best for CRM users"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|minimax-small|Voluum", "prompt": "c08-m3", "model": "minimax-small", "cat": "attribution-mmm", 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"comparative", "raw": "Meta Marketing Mix Modeling / incrementality tooling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Meta positions MMM alongside lift tests for measurement."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|openai-small|Google Meridian", "prompt": "c08-m3", "model": "openai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Google Meridian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Google's open MMM framework for building Bayesian MMMs"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|openai-small|Analytic Partners", "prompt": "c08-m3", "model": "openai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Analytic Partners", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "enterprise measurement and optimization"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|openai-small|Ekimetrics", "prompt": "c08-m3", "model": "openai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Ekimetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "well-known MMM/marketing effectiveness consultancy and platform"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|openai-small|Mutinex", "prompt": "c08-m3", "model": "openai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Mutinex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "vendors like **Ekimetrics**, **Mutinex**, **Meister**, **Recast**, and **Circana**"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|openai-small|Meta's Robyn", "prompt": "c08-m3", "model": "openai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Meta's Robyn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "open-source MMM framework for practitioners"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|openai-small|Meister", "prompt": "c08-m3", "model": "openai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Meister", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "vendors like **Ekimetrics**, **Mutinex**, **Meister**, **Recast**, and **Circana**"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|openai-small|Recast", "prompt": "c08-m3", "model": "openai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Recast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "vendors like **Ekimetrics**, **Mutinex**, **Meister**, **Recast**, and **Circana**"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|openai-small|Circana", "prompt": "c08-m3", "model": "openai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Circana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "vendors like 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Dreamdata/HubSpot."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|xai-small|Dreamdata", "prompt": "c08-m3", "model": "xai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Dreamdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise B2B? 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Free MMM like Meridian/Robyn."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|xai-small|Meta Robyn", "prompt": "c08-m3", "model": "xai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Meta Robyn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Budget-tight? Free MMM like Meridian/Robyn."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|xai-small|PyMC-Marketing", "prompt": "c08-m3", "model": "xai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "PyMC-Marketing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "PyMC-Marketing (free)"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|xai-small|Sellforte", "prompt": "c08-m3", "model": "xai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Sellforte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Sellforte (continuous active MMM)"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|xai-small|Adobe Mix Modeler", "prompt": "c08-m3", "model": "xai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Adobe Mix Modeler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Adobe Mix Modeler (enterprise suite)"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|xai-small|Haus", "prompt": "c08-m3", "model": "xai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Haus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "Haus (DTC geo-experiments)"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|zai-small|Triple Whale", "prompt": "c08-m3", "model": "zai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Triple Whale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Triple Whale: Best for Shopify-native DTC brands; 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affordable entry point, conversion tracking across multiple marketing channels."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|zai-small|Attribution App", "prompt": "c08-m3", "model": "zai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Attribution App", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Attribution App: Multi-channel digital; multi-touch attribution models with Google Ads and Meta integration."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|zai-small|Cometly", "prompt": "c08-m3", "model": "zai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Cometly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "a real-time attribution tool (e.g., SegmentStream, Cometly) for daily optimization"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|zai-small|HubSpot Marketing Hub", "prompt": "c08-m3", "model": "zai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "HubSpot Marketing Hub: Best for comprehensive attribution across all channels"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|zai-small|ActiveCampaign", "prompt": "c08-m3", "model": "zai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "ActiveCampaign", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "ActiveCampaign: Best for email marketing attribution and automation tracking"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|zai-small|CallRail", "prompt": "c08-m3", "model": "zai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "CallRail", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "CallRail: Best for connecting offline phone conversions to online marketing"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|zai-small|WhatConverts", "prompt": "c08-m3", "model": "zai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "WhatConverts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "WhatConverts: Best for multi-channel attribution; monitors leads and conversions from various marketing sources."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|zai-small|Invoca", "prompt": "c08-m3", "model": "zai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Invoca", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Invoca: Best for AI-driven call tracking and attribution"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|zai-small|impact.com", "prompt": "c08-m3", "model": "zai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "impact.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "impact.com: Best for affiliate, influencer, and partner marketing attribution."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|zai-small|Dreamdata", "prompt": "c08-m3", "model": "zai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Dreamdata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Dreamdata: Best for B2B marketing attribution; rule-based positional attribution."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|zai-small|Flowcode", "prompt": "c08-m3", "model": "zai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Flowcode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Flowcode: Best for QR code engagement tracking."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|zai-small|Demandbase One", "prompt": "c08-m3", "model": "zai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Demandbase One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Demandbase One: Best for ABM attribution."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|zai-small|SegmentStream", "prompt": "c08-m3", "model": "zai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "SegmentStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "a real-time attribution tool (e.g., SegmentStream, Cometly) for daily optimization"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|zai-small|Google Analytics 4", "prompt": "c08-m3", "model": "zai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Google Analytics 4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 20, "ev": "Baseline web analytics; data-driven (Google-only); no incrementality or budget automation; free."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|zai-small|Adobe Analytics", "prompt": "c08-m3", "model": "zai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Adobe Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 21, "ev": "Enterprise digital analytics; rule-based (Attribution IQ); no incrementality or budget automation; custom (enterprise)."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|zai-small|Improvado", "prompt": "c08-m3", "model": "zai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Improvado", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 22, "ev": "combined with an MMM platform (e.g., Improvado, Measured, Recast) for strategic planning"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|zai-small|Recast", "prompt": "c08-m3", "model": "zai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Recast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 23, "ev": "combined with an MMM platform (e.g., Improvado, Measured, Recast) for strategic planning"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|zai-small|Neuralift", "prompt": "c08-m3", "model": "zai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Neuralift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 24, "ev": "Neuralift: Managed service; $50K+ per engagement; ... best for teams without stats expertise, first MMM test."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|zai-small|Mutinex", "prompt": "c08-m3", "model": "zai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Mutinex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 25, "ev": "Mutinex: Hybrid (SaaS + experiments); $75K\\u2013150K/yr; ... best for brands needing causal validation"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|zai-small|Measured", "prompt": "c08-m3", "model": "zai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Measured", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 26, "ev": "combined with an MMM platform (e.g., Improvado, Measured, Recast) for strategic planning"}, {"id": "mai-20260915-0741-calibration_b|c08-m3|zai-small|Google Meridian", "prompt": "c08-m3", "model": "zai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Google Meridian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 27, "ev": "Google Meridian: Open-source; free; ... best for data science teams, maximum control."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|zai-small|Adobe Marketing Campaign Analytics", "prompt": "c08-m3", "model": "zai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Adobe Marketing Campaign Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 28, "ev": "Enterprise SaaS; custom (Adobe suite); ... best for Adobe Analytics customers, integrated dashboards."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|zai-small|Keen Decision Systems", "prompt": "c08-m3", "model": "zai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Keen Decision Systems", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 29, "ev": "Keen Decision Systems: Hybrid; custom; ... best for revenue forecasting, new channel ROI simulation."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|zai-small|Arima", "prompt": "c08-m3", "model": "zai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Arima", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 30, "ev": "Arima: Self-service SaaS; custom; ... best for user-friendly, agencies without stats PhDs."}, {"id": "mai-20260915-0741-calibration_b|c08-m3|zai-small|Lifesight", "prompt": "c08-m3", "model": "zai-small", "cat": "attribution-mmm", "variant": "comparative", "raw": "Lifesight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 31, "ev": "Lifesight: Self-service SaaS; $1.5K\\u20134K/mo; ... best for DTC e-commerce, daily CAC optimization."}, {"id": "mai-20260915-0741-calibration_b|c08-m4|alibaba-small|Rockerbox", "prompt": "c08-m4", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Rockerbox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you generally cannot afford enterprise-grade tools (like Rockerbox, Northbeam, or Measured) which often run $10k–$20k/year minimum"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|alibaba-small|Northbeam", "prompt": "c08-m4", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Northbeam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you generally cannot afford enterprise-grade tools (like Rockerbox, Northbeam, or Measured)"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|alibaba-small|Measured", "prompt": "c08-m4", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Measured", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "you generally cannot afford enterprise-grade tools (like Rockerbox, Northbeam, or Measured)"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|alibaba-small|Triple Whale", "prompt": "c08-m4", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Triple Whale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Summary Pick for \"Best Overall\" Limited Budget Stack: Start with **Triple Whale** (for attribution accuracy)"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|alibaba-small|Cometly", "prompt": "c08-m4", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Cometly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stick to **Triple Whale** or **Cometly**. They are faster and easier to set up."}, {"id": "mai-20260915-0741-calibration_b|c08-m4|alibaba-small|Google Analytics 4 (GA4)", "prompt": "c08-m4", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Google Analytics 4 (GA4)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "+ **GA4** (for website traffic baselines)"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|alibaba-small|Cassandra", "prompt": "c08-m4", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your business grows and you need deeper macro-planning, introduce **Cassandra**"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|alibaba-small|Google Meridian", "prompt": "c08-m4", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Google Meridian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Yes: Use **Google Meridian**. It gives you enterprise-grade MMM for free."}, {"id": "mai-20260915-0741-calibration_b|c08-m4|alibaba-small|MCP Analytics", "prompt": "c08-m4", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "budget", "raw": "MCP Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "try **MCP Analytics** for a single report"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|alibaba-small|Dreamdata", "prompt": "c08-m4", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Dreamdata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "B2B Service/Lead Gen: Look at **Dreamdata** (Free Tier)"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|anthropic-small|Google Analytics 4 (GA4)", "prompt": "c08-m4", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Google Analytics 4 (GA4)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Limited Budgets: Google Analytics 4 (GA4)"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|anthropic-small|Windsor.ai", "prompt": "c08-m4", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Windsor.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Affordable Paid Option: Windsor.ai"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|anthropic-small|Northbeam", "prompt": "c08-m4", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Northbeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for E-commerce SMBs: Northbeam (Starter Tier)"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|challenger-small|Google Analytics 4 (GA4)", "prompt": "c08-m4", "model": "challenger-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Google Analytics 4 (GA4)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best starting point is usually **Google Analytics 4 (GA4)** because it is free and provides built-in attribution modeling"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|challenger-small|Cometly", "prompt": "c08-m4", "model": "challenger-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Cometly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cometly** is the strongest low-cost all-around option in the results, with pricing described as starting around **$50/month**"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|challenger-small|Triple Whale", "prompt": "c08-m4", "model": "challenger-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Triple Whale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Triple Whale** is repeatedly listed as a strong low-budget option, including a free tier in some summaries"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|challenger-small|AdRoll attribution", "prompt": "c08-m4", "model": "challenger-small", "cat": "attribution-mmm", "variant": "budget", "raw": "AdRoll attribution", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**AdRoll attribution** is mentioned as a free-tier-friendly SMB option"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|challenger-small|SegmentStream", "prompt": "c08-m4", "model": "challenger-small", "cat": "attribution-mmm", "variant": "budget", "raw": "SegmentStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "SegmentStream\\u2019s optimization capabilities are most valuable at **$100K+/month** and that brands below **$50K/month** typically won\\u2019t qualify"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|deepseek-small|Google Meridian", "prompt": "c08-m4", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Google Meridian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall value: Google Meridian** (free, open-source) ... go with **GA4 + Google Meridian**"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|deepseek-small|Robyn", "prompt": "c08-m4", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Robyn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-up: Meta's Robyn** (free, open-source)"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|deepseek-small|Google Analytics 4", "prompt": "c08-m4", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Google Analytics 4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best free option everywhere: Google Analytics 4 (GA4)** - Completely free with data-driven attribution"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|deepseek-small|MixModeler", "prompt": "c08-m4", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "budget", "raw": "MixModeler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best low-cost managed alternative: MixModeler"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|deepseek-small|Usermaven", "prompt": "c08-m4", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Usermaven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for SaaS/B2B with transparent pricing: Usermaven"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|deepseek-small|Triple Whale", "prompt": "c08-m4", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Triple Whale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for ecommerce/Shopify: Triple Whale** - Has a **free plan**"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|deepseek-small|Recast", "prompt": "c08-m4", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Recast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid** for a small budget: Recast (~$2K\\u20135K/mo)"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|deepseek-small|Measured", "prompt": "c08-m4", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Measured", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid** for a small budget: ... Measured"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|deepseek-small|Haus", "prompt": "c08-m4", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Haus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid** for a small budget: ... Haus"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|deepseek-small|Analytic Partners", "prompt": "c08-m4", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Analytic Partners", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Analytic Partners \\u2014 enterprise pricing that starts in six figures"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|deepseek-small|Attribution App", "prompt": "c08-m4", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Attribution App", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Cheapest entry:** Attribution App for Shopify at **$19/month**"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|deepseek-small|WhatConverts", "prompt": "c08-m4", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "budget", "raw": "WhatConverts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "WhatConverts/CallRail for call/lead tracking"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|deepseek-small|CallRail", "prompt": "c08-m4", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "budget", "raw": "CallRail", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "WhatConverts/CallRail for call/lead tracking"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|google-small|Meta's Robyn (R-based)", "prompt": "c08-m4", "model": "google-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Meta's Robyn (R-based)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Robyn is a highly respected, open-source, semi-automated MMM package developed by Meta... It is incredibly robust, completely free"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|google-small|Google's Meridian (Python-based)", "prompt": "c08-m4", "model": "google-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Google's Meridian (Python-based)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Google's open-source, Bayesian-based MMM platform is designed to help brands build their own models in-house."}, {"id": "mai-20260915-0741-calibration_b|c08-m4|google-small|PyMC-Marketing (Python)", "prompt": "c08-m4", "model": "google-small", "cat": "attribution-mmm", "variant": "budget", "raw": "PyMC-Marketing (Python)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "An open-source Bayesian marketing platform."}, {"id": "mai-20260915-0741-calibration_b|c08-m4|google-small|Admetrics Data Studio", "prompt": "c08-m4", "model": "google-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Admetrics Data Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Admetrics is built specifically to bridge the gap between tracking and modeling... pipes that data directly into its PRISM4 machine-learning-driven MMM"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|google-small|Windsor.ai", "prompt": "c08-m4", "model": "google-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Windsor.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "making it the most cost-effective way to build a custom, automated attribution dashboard"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|google-small|Triple Whale", "prompt": "c08-m4", "model": "google-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Triple Whale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For Shopify brands, Triple Whale is a dominant budget option."}, {"id": "mai-20260915-0741-calibration_b|c08-m4|google-small|Cometly", "prompt": "c08-m4", "model": "google-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Cometly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cometly bypasses iOS tracking restrictions via server-side tracking... stick to a low-cost first-party attribution tool (like Windsor.ai or Cometly)"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|meta-small|Forecastr", "prompt": "c08-m4", "model": "meta-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Forecastr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best marketing attribution and marketing mix modeling platform for a company with a limited budget is Forecastr"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|meta-small|Triple Whale", "prompt": "c08-m4", "model": "meta-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Triple Whale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Triple Whale, Dreamdata, AppsFlyer, and MCP Analytics, which offer free or low-cost tiers."}, {"id": "mai-20260915-0741-calibration_b|c08-m4|meta-small|Dreamdata", "prompt": "c08-m4", "model": "meta-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Dreamdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Triple Whale, Dreamdata, AppsFlyer, and MCP Analytics, which offer free or low-cost tiers."}, {"id": "mai-20260915-0741-calibration_b|c08-m4|meta-small|AppsFlyer", "prompt": "c08-m4", "model": "meta-small", "cat": "attribution-mmm", "variant": "budget", "raw": "AppsFlyer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Triple Whale, Dreamdata, AppsFlyer, and MCP Analytics, which offer free or low-cost tiers."}, {"id": "mai-20260915-0741-calibration_b|c08-m4|meta-small|MCP Analytics", "prompt": "c08-m4", "model": "meta-small", "cat": "attribution-mmm", "variant": "budget", "raw": "MCP Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options include Triple Whale, Dreamdata, AppsFlyer, and MCP Analytics, which offer free or low-cost tiers."}, {"id": "mai-20260915-0741-calibration_b|c08-m4|minimax-small|Google Analytics 4 (GA4)", "prompt": "c08-m4", "model": "minimax-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Google Analytics 4 (GA4)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My recommendation:** Start with GA4 (free) + Dreamdata (free for B2B) or Windsor.ai (from $23/month)"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|minimax-small|Dreamdata", "prompt": "c08-m4", "model": "minimax-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Dreamdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with GA4 (free) + Dreamdata (free for B2B)"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|minimax-small|Attribution by Adroll", "prompt": "c08-m4", "model": "minimax-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Attribution by Adroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good for SMBs needing basic attribution"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|minimax-small|Windsor.ai", "prompt": "c08-m4", "model": "minimax-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Windsor.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or Windsor.ai (from $23/month) to understand your attribution needs"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|minimax-small|CallRail", "prompt": "c08-m4", "model": "minimax-small", "cat": "attribution-mmm", "variant": "budget", "raw": "CallRail", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Excellent for call tracking and lead attribution"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|minimax-small|Cometly", "prompt": "c08-m4", "model": "minimax-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Cometly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong cross-channel attribution - Good mid-range option"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|minimax-small|Factors.ai", "prompt": "c08-m4", "model": "minimax-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Factors.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Lite plan $199/month - Offers decent features at accessible price point"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|mistral-small|Google Analytics 4 (GA4)", "prompt": "c08-m4", "model": "mistral-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Google Analytics 4 (GA4)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **GA4 (free) + Pretty Insights ($9/month)** for attribution"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|mistral-small|Windsor.ai", "prompt": "c08-m4", "model": "mistral-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Windsor.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Best ultra-low-cost ML attribution* - Cost: From **$19/month**"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|mistral-small|Pretty Insights", "prompt": "c08-m4", "model": "mistral-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Pretty Insights", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with **GA4 (free) + Pretty Insights ($9/month)** for attribution"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|mistral-small|Cometly", "prompt": "c08-m4", "model": "mistral-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Cometly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Best for paid media attribution* - From **$99/month**"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|mistral-small|Ruler Analytics", "prompt": "c08-m4", "model": "mistral-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Ruler Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Best for revenue-attribution* - From **$239/month**"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|mistral-small|Triple Whale", "prompt": "c08-m4", "model": "mistral-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Triple Whale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "*Best for e-commerce* - From **$129/month**"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|mistral-small|Google Meridian", "prompt": "c08-m4", "model": "mistral-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Google Meridian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Google Meridian (free)** for MMM if you have data science resources"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|mistral-small|Meta Robyn", "prompt": "c08-m4", "model": "mistral-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Meta Robyn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "*Best free R-based MMM* - Free (open-source)"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|mistral-small|Recast", "prompt": "c08-m4", "model": "mistral-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Recast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Recast ($2K-$5K/month)** for MMM as you scale"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|mistral-small|HubSpot Marketing Hub", "prompt": "c08-m4", "model": "mistral-small", "cat": "attribution-mmm", "variant": "budget", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Attribution:** HubSpot Marketing Hub ($890/month) or Dreamdata ($999/month)"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|mistral-small|Dreamdata", "prompt": "c08-m4", "model": "mistral-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Dreamdata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "HubSpot Marketing Hub ($890/month) or Dreamdata ($999/month)"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|mistral-small|WhatConverts", "prompt": "c08-m4", "model": "mistral-small", "cat": "attribution-mmm", "variant": "budget", "raw": "WhatConverts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Ruler Analytics ($239/month) or WhatConverts ($30/month)"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|moonshot-small|Google Meridian", "prompt": "c08-m4", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Google Meridian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick for Free ... If you have technical talent, **Google Meridian** is unbeatable."}, {"id": "mai-20260915-0741-calibration_b|c08-m4|moonshot-small|Meta Robyn", "prompt": "c08-m4", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Meta Robyn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free, open-source ... Best for: Teams comfortable with R programming"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|moonshot-small|Google Analytics 4 (GA4)", "prompt": "c08-m4", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Google Analytics 4 (GA4)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Getting started with attribution at zero cost"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|moonshot-small|Cassandra", "prompt": "c08-m4", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Cassandra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you don't, **Cassandra** or **Keen** offer the best value for limited budgets."}, {"id": "mai-20260915-0741-calibration_b|c08-m4|moonshot-small|MCP Analytics", "prompt": "c08-m4", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "budget", "raw": "MCP Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "No technical team, <$1K/mo | **Cassandra** or **MCP Analytics**"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|moonshot-small|Keen Decision Systems", "prompt": "c08-m4", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Keen Decision Systems", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Brands without data scientists | 14-day free trial, Bayesian adaptive models"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|moonshot-small|Triple Whale", "prompt": "c08-m4", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Triple Whale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "E-commerce/Shopify | **Triple Whale** | Affordable, Shopify-native"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|openai-small|Google Analytics 4", "prompt": "c08-m4", "model": "openai-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Google Analytics 4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Attribution:** **Google Analytics 4’s data-driven attribution**"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|openai-small|Meridian", "prompt": "c08-m4", "model": "openai-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Meridian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**GA4 data-driven attribution + Meridian MMM** is the best budget-conscious answer."}, {"id": "mai-20260915-0741-calibration_b|c08-m4|xai-small|Google Analytics 4 (GA4)", "prompt": "c08-m4", "model": "xai-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Google Analytics 4 (GA4)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Google Analytics 4 (GA4) for Attribution + Open-Source MMM (Meta Robyn or Google Meridian)**"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|xai-small|Meta Robyn", "prompt": "c08-m4", "model": "xai-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Meta Robyn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Use **Meta Robyn** (R-based, easiest for beginners with demo scripts and simulated data)"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|xai-small|Google Meridian", "prompt": "c08-m4", "model": "xai-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Google Meridian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Google Meridian** (Python-based Bayesian model) for strategic channel ROI"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|xai-small|Triple Whale", "prompt": "c08-m4", "model": "xai-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Triple Whale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free tier; $129-149+/mo | Shopify pixel + \"Total Impact\" model"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|xai-small|Cometly", "prompt": "c08-m4", "model": "xai-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Cometly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "~$99-500/mo | Server-side tracking, AI MTA, real-time; some MMM hybrid."}, {"id": "mai-20260915-0741-calibration_b|c08-m4|xai-small|Windsor.ai", "prompt": "c08-m4", "model": "xai-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Windsor.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "$19-249/mo | 300+ connectors, Markov/ML MTA."}, {"id": "mai-20260915-0741-calibration_b|c08-m4|xai-small|Dreamdata", "prompt": "c08-m4", "model": "xai-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Dreamdata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "$750+/mo (avoid if tight budget)"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|xai-small|Northbeam", "prompt": "c08-m4", "model": "xai-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Northbeam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "combine both well but exceed \"limited\" budgets unless scaling"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|xai-small|Rockerbox", "prompt": "c08-m4", "model": "xai-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Rockerbox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "combine both well but exceed \"limited\" budgets unless scaling"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|zai-small|Google Analytics 4 (GA4)", "prompt": "c08-m4", "model": "zai-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Google Analytics 4 (GA4)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For Most Small Businesses:** - Start with **Google Analytics 4** (free)"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|zai-small|PIMMS", "prompt": "c08-m4", "model": "zai-small", "cat": "attribution-mmm", "variant": "budget", "raw": "PIMMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Progress to **PIMMS** ($9/month) for better attribution insights"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|zai-small|Cometly", "prompt": "c08-m4", "model": "zai-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Cometly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For Digital-First Companies:** - Begin with **Cometly** ($50-$300/month)"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|zai-small|Google Meridian", "prompt": "c08-m4", "model": "zai-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Google Meridian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use **Google Meridian** or **Meta Robyn** (free, but requires expertise)"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|zai-small|Meta Robyn", "prompt": "c08-m4", "model": "zai-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Meta Robyn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for:** Teams with R expertise ... Zero licensing fees"}, {"id": "mai-20260915-0741-calibration_b|c08-m4|zai-small|Recast", "prompt": "c08-m4", "model": "zai-small", "cat": "attribution-mmm", "variant": "budget", "raw": "Recast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Consider **Recast** ($2K-$5K/month) if you need full MMM capabilities"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|alibaba-small|Northbeam", "prompt": "c08-m5", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Northbeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**B2B Lead Gen:** Start with **Northbeam** or a CRM-integrated attribution layer."}, {"id": "mai-20260915-0741-calibration_b|c08-m5|alibaba-small|Triple Whale", "prompt": "c08-m5", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Triple Whale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**E-commerce:** Start with **Triple Whale** or **Hyros**."}, {"id": "mai-20260915-0741-calibration_b|c08-m5|alibaba-small|Hyros", "prompt": "c08-m5", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Hyros", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strongest for E-commerce/DTC brands focusing on ROI per dollar spent."}, {"id": "mai-20260915-0741-calibration_b|c08-m5|alibaba-small|Business Catalyst", "prompt": "c08-m5", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Business Catalyst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Very strong in B2B SaaS; allows you to map the \"full lifecycle\" from ad click to LTV"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|alibaba-small|AppsFlyer", "prompt": "c08-m5", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "scale", "raw": "AppsFlyer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Originally mobile-first, now doing heavy lifting for enterprise measurement."}, {"id": "mai-20260915-0741-calibration_b|c08-m5|alibaba-small|Adjust", "prompt": "c08-m5", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Adjust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Originally mobile-first, now doing heavy lifting for enterprise measurement."}, {"id": "mai-20260915-0741-calibration_b|c08-m5|alibaba-small|Goodness.ai", "prompt": "c08-m5", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Goodness.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**General/Mixed Media:** Look into automated MMM providers like **Wavetec** or **Goodness.ai**."}, {"id": "mai-20260915-0741-calibration_b|c08-m5|alibaba-small|Wavetec", "prompt": "c08-m5", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Wavetec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Automates the MMM process using machine learning; good if you lack deep statistical expertise internally."}, {"id": "mai-20260915-0741-calibration_b|c08-m5|alibaba-small|Nielsen", "prompt": "c08-m5", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Nielsen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "The traditional standard for TV/Brand reach."}, {"id": "mai-20260915-0741-calibration_b|c08-m5|alibaba-small|Kantar", "prompt": "c08-m5", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Kantar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "The traditional standard for TV/Brand reach."}, {"id": "mai-20260915-0741-calibration_b|c08-m5|alibaba-small|Oracle", "prompt": "c08-m5", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Usually bundled with other heavy enterprise stacks."}, {"id": "mai-20260915-0741-calibration_b|c08-m5|alibaba-small|Adobe", "prompt": "c08-m5", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Adobe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Usually bundled with other heavy enterprise stacks."}, {"id": "mai-20260915-0741-calibration_b|c08-m5|deepseek-small|Triple Whale", "prompt": "c08-m5", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Triple Whale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Under ~$1M annual media spend: self-service attribution platforms (Triple Whale, Northbeam, Cometly, Windsor.ai)"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|deepseek-small|Northbeam", "prompt": "c08-m5", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Northbeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "$1M–$10M (likely your zone): mid-market MTA + MMM bundled (Northbeam, Rockerbox, Triple Whale Compass, Recast)"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|deepseek-small|Cometly", "prompt": "c08-m5", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Cometly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "self-service attribution platforms (Triple Whale, Northbeam, Cometly, Windsor.ai) — typically $2K–$30K/yr"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|deepseek-small|Windsor.ai", "prompt": "c08-m5", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Windsor.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "self-service attribution platforms (Triple Whale, Northbeam, Cometly, Windsor.ai)"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|deepseek-small|Rockerbox", "prompt": "c08-m5", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Rockerbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "mid-market MTA + MMM bundled (Northbeam, Rockerbox, Triple Whale Compass, Recast) — roughly $30K–$100K+/yr"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|deepseek-small|Triple Whale Compass", "prompt": "c08-m5", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Triple Whale Compass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "mid-market MTA + MMM bundled (Northbeam, Rockerbox, Triple Whale Compass, Recast)"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|deepseek-small|Recast", "prompt": "c08-m5", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Recast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Self-serve Bayesian MMM | Recast"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|deepseek-small|Measured", "prompt": "c08-m5", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Measured", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise/unified with incrementality validation: Measured, Analytic Partners, Nielsen — often $50K/yr+"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|deepseek-small|Analytic Partners", "prompt": "c08-m5", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Analytic Partners", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Enterprise consultancy | Analytic Partners (500-person + likely fits here if high-spend)"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|deepseek-small|Nielsen", "prompt": "c08-m5", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Nielsen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Heavy offline channels | Rockerbox, Analytic Partners, Nielsen"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|deepseek-small|Haus", "prompt": "c08-m5", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Haus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Incrementality-calibrated MMM (finance-defensible, offline/CTV) | Measured, Haus, INCRMNTAL"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|deepseek-small|INCRMNTAL", "prompt": "c08-m5", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "scale", "raw": "INCRMNTAL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Incrementality-calibrated MMM (finance-defensible, offline/CTV) | Measured, Haus, INCRMNTAL"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|deepseek-small|Dreamdata", "prompt": "c08-m5", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Dreamdata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "B2B revenue attribution (CRM-focused) | Dreamdata, HockeyStack, Ruler, Bizible/Marketo Measure"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|deepseek-small|HockeyStack", "prompt": "c08-m5", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "scale", "raw": "HockeyStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "B2B revenue attribution (CRM-focused) | Dreamdata, HockeyStack, Ruler, Bizible/Marketo Measure"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|deepseek-small|Ruler", "prompt": "c08-m5", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Ruler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "B2B revenue attribution (CRM-focused) | Dreamdata, HockeyStack, Ruler, Bizible/Marketo Measure"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|deepseek-small|Bizible/Marketo Measure", "prompt": "c08-m5", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Bizible/Marketo Measure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "B2B revenue attribution (CRM-focused) | Dreamdata, HockeyStack, Ruler, Bizible/Marketo Measure"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|deepseek-small|Google Meridian", "prompt": "c08-m5", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Google Meridian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Open-source (data-sci team exists) | Google Meridian, Meta Robyn, PyMC-Marketing"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|deepseek-small|Meta Robyn", "prompt": "c08-m5", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Meta Robyn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Open-source (data-sci team exists) | Google Meridian, Meta Robyn, PyMC-Marketing"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|deepseek-small|PyMC-Marketing", "prompt": "c08-m5", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "scale", "raw": "PyMC-Marketing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "open-source (Meridian/Robyn/PyMC — viable if you have a strong data science team)"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|google-small|HockeyStack", "prompt": "c08-m5", "model": "google-small", "cat": "attribution-mmm", "variant": "scale", "raw": "HockeyStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Look at solutions like **HockeyStack** (designed specifically for complex B2B buyer journeys)"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|google-small|HubSpot", "prompt": "c08-m5", "model": "google-small", "cat": "attribution-mmm", "variant": "scale", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "or **HubSpot\\u2019s** advanced attribution features"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|google-small|Measured", "prompt": "c08-m5", "model": "google-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Measured", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Widely considered a gold standard for mid-market to enterprise D2C/omnichannel brands"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|google-small|Recast", "prompt": "c08-m5", "model": "google-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Recast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A highly modern, Bayesian MMM platform. It is incredibly transparent and updates weekly."}, {"id": "mai-20260915-0741-calibration_b|c08-m5|google-small|Rockerbox", "prompt": "c08-m5", "model": "google-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Rockerbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal for omnichannel retail or brands that combine heavy digital spend with offline channels"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|google-small|Prescient AI", "prompt": "c08-m5", "model": "google-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Prescient AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for digital-first/e-commerce brands that need campaign-level attribution."}, {"id": "mai-20260915-0741-calibration_b|c08-m5|google-small|Haus", "prompt": "c08-m5", "model": "google-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Haus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Platforms like **Measured**, **Haus**, and **LiftLab** excel at this."}, {"id": "mai-20260915-0741-calibration_b|c08-m5|google-small|LiftLab", "prompt": "c08-m5", "model": "google-small", "cat": "attribution-mmm", "variant": "scale", "raw": "LiftLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Platforms like **Measured**, **Haus**, and **LiftLab** excel at this."}, {"id": "mai-20260915-0741-calibration_b|c08-m5|meta-small|Improvado", "prompt": "c08-m5", "model": "meta-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Improvado", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular marketing mix modeling tools include Improvado, Recast, Neuralift, Mutinex, Measured, Google Meridian"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|meta-small|Recast", "prompt": "c08-m5", "model": "meta-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Recast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular marketing mix modeling tools include Improvado, Recast, Neuralift"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|meta-small|Neuralift", "prompt": "c08-m5", "model": "meta-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Neuralift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "popular marketing mix modeling tools include Improvado, Recast, Neuralift, Mutinex"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|meta-small|Mutinex", "prompt": "c08-m5", "model": "meta-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Mutinex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Recast, Neuralift, Mutinex, Measured, Google Meridian"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|meta-small|Measured", "prompt": "c08-m5", "model": "meta-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Measured", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mutinex, Measured, Google Meridian, Adobe Mix Modeler"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|meta-small|Google Meridian", "prompt": "c08-m5", "model": "meta-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Google Meridian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Measured, Google Meridian, Adobe Mix Modeler, Cometly"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|meta-small|Adobe Mix Modeler", "prompt": "c08-m5", "model": "meta-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Adobe Mix Modeler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Google Meridian, Adobe Mix Modeler, Cometly, Keen Decision Systems"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|meta-small|Cometly", "prompt": "c08-m5", "model": "meta-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Cometly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Adobe Mix Modeler, Cometly, Keen Decision Systems, Arima"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|meta-small|Keen Decision Systems", "prompt": "c08-m5", "model": "meta-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Keen Decision Systems", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Cometly, Keen Decision Systems, Arima, Lifesight, and Forecastr"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|meta-small|Arima", "prompt": "c08-m5", "model": "meta-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Arima", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Keen Decision Systems, Arima, Lifesight, and Forecastr"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|meta-small|Lifesight", "prompt": "c08-m5", "model": "meta-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Lifesight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Arima, Lifesight, and Forecastr"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|meta-small|Forecastr", "prompt": "c08-m5", "model": "meta-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Forecastr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Arima, Lifesight, and Forecastr"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|meta-small|SegmentStream", "prompt": "c08-m5", "model": "meta-small", "cat": "attribution-mmm", "variant": "scale", "raw": "SegmentStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "top enterprise marketing analytics and attribution companies include SegmentStream, Adobe Analytics"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|meta-small|Adobe Analytics", "prompt": "c08-m5", "model": "meta-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Adobe Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "include SegmentStream, Adobe Analytics, Google Analytics 360"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|meta-small|Google Analytics 360", "prompt": "c08-m5", "model": "meta-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Google Analytics 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Adobe Analytics, Google Analytics 360, Salesforce Marketing Cloud Intelligence"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|meta-small|Salesforce Marketing Cloud Intelligence", "prompt": "c08-m5", "model": "meta-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Salesforce Marketing Cloud Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Google Analytics 360, Salesforce Marketing Cloud Intelligence, Measured, Rockerbox"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|meta-small|Rockerbox", "prompt": "c08-m5", "model": "meta-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Rockerbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Measured, Rockerbox, Adverity, Funnel"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|meta-small|Adverity", "prompt": "c08-m5", "model": "meta-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Adverity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Rockerbox, Adverity, Funnel, Improvado, and Lifesight"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|meta-small|Funnel", "prompt": "c08-m5", "model": "meta-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Funnel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Adverity, Funnel, Improvado, and Lifesight"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|minimax-small|Analytic Partners", "prompt": "c08-m5", "model": "minimax-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Analytic Partners", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Need managed service (consider Analytic Partners, Neuralift)"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|minimax-small|Neuralift", "prompt": "c08-m5", "model": "minimax-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Neuralift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Need managed service (consider Analytic Partners, Neuralift)"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|minimax-small|Mutinex", "prompt": "c08-m5", "model": "minimax-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Mutinex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Hybrid platform candidate (consider Mutinex, Measured, Recast)"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|minimax-small|Measured", "prompt": "c08-m5", "model": "minimax-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Measured", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Measured** – Strong finance integration, diverse media mix"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|minimax-small|Recast", "prompt": "c08-m5", "model": "minimax-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Recast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Recast** – Digital-first, weekly refresh, self-service"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|minimax-small|Google Meridian", "prompt": "c08-m5", "model": "minimax-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Google Meridian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Google Meridian** – Free, Bayesian MMM, requires Python expertise"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|minimax-small|Meta Robyn", "prompt": "c08-m5", "model": "minimax-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Meta Robyn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Meta Robyn** – R-based ridge regression"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|minimax-small|LiftLab", "prompt": "c08-m5", "model": "minimax-small", "cat": "attribution-mmm", "variant": "scale", "raw": "LiftLab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**LiftLab** – Capital allocation focus, boardroom-ready outputs"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|minimax-small|SegmentStream", "prompt": "c08-m5", "model": "minimax-small", "cat": "attribution-mmm", "variant": "scale", "raw": "SegmentStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**SegmentStream** – Full-stack attribution + automated budget optimization"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|minimax-small|Northbeam", "prompt": "c08-m5", "model": "minimax-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Northbeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Northbeam** – Campaign-level granularity, e-commerce focus"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|minimax-small|Prescient AI", "prompt": "c08-m5", "model": "minimax-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Prescient AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Prescient AI** – E-commerce specific, daily updates"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|moonshot-small|Mutinex", "prompt": "c08-m5", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Mutinex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Given your company size, focus on **hybrid platforms** ... **Hybrid: MMM + Experiments** | Mutinex, Measured, Haus"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|moonshot-small|Measured", "prompt": "c08-m5", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Measured", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hybrid: MMM + Experiments** | Mutinex, Measured, Haus | Teams needing causal validation, can run geo-tests"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|moonshot-small|Haus", "prompt": "c08-m5", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Haus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hybrid: MMM + Experiments** | Mutinex, Measured, Haus | Teams needing causal validation, can run geo-tests"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|moonshot-small|Recast", "prompt": "c08-m5", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Recast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hybrid: Digital-first** | Recast | Digital-heavy teams, weekly optimization needs | $24K–$60K/year"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|moonshot-small|Improvado", "prompt": "c08-m5", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Improvado", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Unified Analytics + MMM** | Improvado | Teams needing data infrastructure + modeling together"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|moonshot-small|Google Meridian", "prompt": "c08-m5", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Google Meridian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Open-source (if you have data science)** | Google Meridian, Meta Robyn | Maximum control, lowest software cost"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|moonshot-small|Meta Robyn", "prompt": "c08-m5", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Meta Robyn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Open-source (if you have data science)** | Google Meridian, Meta Robyn | Maximum control, lowest software cost"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|xai-small|Neuralift", "prompt": "c08-m5", "model": "xai-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Neuralift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Start with managed services (e.g., Neuralift, Analytic Partners)."}, {"id": "mai-20260915-0741-calibration_b|c08-m5|xai-small|Analytic Partners", "prompt": "c08-m5", "model": "xai-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Analytic Partners", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Start with managed services (e.g., Neuralift, Analytic Partners)."}, {"id": "mai-20260915-0741-calibration_b|c08-m5|xai-small|Measured", "prompt": "c08-m5", "model": "xai-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Measured", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Platforms like Measured or Improvado often win for scale/privacy"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|xai-small|Mutinex", "prompt": "c08-m5", "model": "xai-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Mutinex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**4-6 Yes**: Hybrid (e.g., Measured, Mutinex, Recast)."}, {"id": "mai-20260915-0741-calibration_b|c08-m5|xai-small|Recast", "prompt": "c08-m5", "model": "xai-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Recast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "self-serve like Recast for speed"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|xai-small|Google Meridian", "prompt": "c08-m5", "model": "xai-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Google Meridian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Google Meridian** | DIY MMM | Free (open-source) | Full control, Bayesian. | Python needed."}, {"id": "mai-20260915-0741-calibration_b|c08-m5|xai-small|Meta Robyn", "prompt": "c08-m5", "model": "xai-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Meta Robyn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Self-service/open-source (e.g., Google Meridian free Bayesian MMM, Meta Robyn)."}, {"id": "mai-20260915-0741-calibration_b|c08-m5|xai-small|Cometly", "prompt": "c08-m5", "model": "xai-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Cometly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Cometly** | Fast digital MTA/MMM | $12K-36K/yr | Real-time, easy setup (2-4 wks). | Digital-first."}, {"id": "mai-20260915-0741-calibration_b|c08-m5|xai-small|Triple Whale", "prompt": "c08-m5", "model": "xai-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Triple Whale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Example Tools | ... Cometly, Triple Whale"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|xai-small|Dreamdata", "prompt": "c08-m5", "model": "xai-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Dreamdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If B2B-heavy, lean Dreamdata."}, {"id": "mai-20260915-0741-calibration_b|c08-m5|xai-small|Ruler Analytics", "prompt": "c08-m5", "model": "xai-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Ruler Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Clean CRM (<10% duplicates) | Dreamdata, Ruler Analytics"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|xai-small|Improvado", "prompt": "c08-m5", "model": "xai-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Improvado", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Platforms like Measured or Improvado often win for scale/privacy"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|xai-small|Northbeam", "prompt": "c08-m5", "model": "xai-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Northbeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Northbeam** | Paid media MMM | Custom | AI MMM, real-time, LTV modeling. | DTC tilt."}, {"id": "mai-20260915-0741-calibration_b|c08-m5|xai-small|SegmentStream", "prompt": "c08-m5", "model": "xai-small", "cat": "attribution-mmm", "variant": "scale", "raw": "SegmentStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Data warehouse, 2+ analysts | Improvado, Northbeam, SegmentStream"}, {"id": "mai-20260915-0741-calibration_b|c08-m5|xai-small|Rockerbox", "prompt": "c08-m5", "model": "xai-small", "cat": "attribution-mmm", "variant": "scale", "raw": "Rockerbox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**Rockerbox** | Cross-channel MTA+MMM | Custom | Offline + digital, incrementality. | Pricing opaque."}, {"id": "mai-20260915-0741-calibration_b|c08-m6|alibaba-small|Google Meridian", "prompt": "c08-m6", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Google Meridian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For Enterprise/Data Science Teams: Consider open-source libraries like **Google Meridian**, **Meta Robyn**, or **PyMC-Marketing**. These offer maximum transparency and zero license fees"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|alibaba-small|Meta Robyn", "prompt": "c08-m6", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Meta Robyn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Consider open-source libraries like **Google Meridian**, **Meta Robyn**, or **PyMC-Marketing**"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|alibaba-small|PyMC-Marketing", "prompt": "c08-m6", "model": "alibaba-small", "cat": "attribution-mmm", "variant": "negative", "raw": "PyMC-Marketing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Consider open-source libraries like **Google Meridian**, **Meta Robyn**, or **PyMC-Marketing**. These offer maximum transparency and zero license fees, though they require Python/R expertise."}, {"id": "mai-20260915-0741-calibration_b|c08-m6|anthropic-small|Recast", "prompt": "c08-m6", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Recast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Mid-tier SaaS platforms (Recast, Cometly, Measured) allow you to export summary data and coefficients but not underlying model code. If avoiding vendor lock-in is important, be cautious with these platforms."}, {"id": "mai-20260915-0741-calibration_b|c08-m6|anthropic-small|Cometly", "prompt": "c08-m6", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Cometly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Mid-tier SaaS platforms (Recast, Cometly, Measured) ... be cautious with these platforms."}, {"id": "mai-20260915-0741-calibration_b|c08-m6|anthropic-small|Measured", "prompt": "c08-m6", "model": "anthropic-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Measured", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Mid-tier SaaS platforms (Recast, Cometly, Measured) ... be cautious with these platforms."}, {"id": "mai-20260915-0741-calibration_b|c08-m6|challenger-small|Adobe Analytics/Adobe Marketo Measure (Bizible)", "prompt": "c08-m6", "model": "challenger-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Adobe Analytics/Adobe Marketo Measure (Bizible)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Can be strong tools, but one source notes their implementation complexity can overwhelm smaller teams."}, {"id": "mai-20260915-0741-calibration_b|c08-m6|deepseek-small|Triple Whale", "prompt": "c08-m6", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Triple Whale", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "\"Avoid Triple Whale. Their integration is broken, their attribution is misleading, and their support delivers zero solutions.\""}, {"id": "mai-20260915-0741-calibration_b|c08-m6|deepseek-small|Hyros", "prompt": "c08-m6", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Hyros", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Hyros** \\u2014 Be Careful ... carries serious concerns"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|deepseek-small|Wicked Reports", "prompt": "c08-m6", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Wicked Reports", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Wicked Reports** \\u2014 Be Cautious ... Severe data delays"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|deepseek-small|Northbeam", "prompt": "c08-m6", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Northbeam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Northbeam has strong defenders ... but significant concerns"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|deepseek-small|Rockerbox", "prompt": "c08-m6", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Rockerbox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Rockerbox is powerful but comes with serious caveats: Pricing is prohibitive"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|deepseek-small|Cometly", "prompt": "c08-m6", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Cometly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Caution on Support and Pricing"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|deepseek-small|Mutinex", "prompt": "c08-m6", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Mutinex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Exercise Extreme Caution ... the worst independent review profile I found"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|deepseek-small|Analytic Partners", "prompt": "c08-m6", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Analytic Partners", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Caution for Smaller Teams ... Limited transparency"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|deepseek-small|Nielsen (NielsenIQ MMM)", "prompt": "c08-m6", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Nielsen (NielsenIQ MMM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Caution on Cost and Complexity"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|deepseek-small|Recast", "prompt": "c08-m6", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Recast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Caution Due to Thin Validation"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|deepseek-small|Haus", "prompt": "c08-m6", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Haus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Caution on Cost Fit ... \"Black box\" opacity for some buyers"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|deepseek-small|GA4", "prompt": "c08-m6", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "negative", "raw": "GA4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "For attribution: **GA4** (free baseline)"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|deepseek-small|Dreamdata", "prompt": "c08-m6", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Dreamdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Dreamdata** or **HockeyStack** (B2B)"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|deepseek-small|HockeyStack", "prompt": "c08-m6", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "negative", "raw": "HockeyStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Dreamdata** or **HockeyStack** (B2B)"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|deepseek-small|SegmentStream", "prompt": "c08-m6", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "negative", "raw": "SegmentStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**SegmentStream** (enterprise, $50K+/month spend)"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|deepseek-small|Polar Analytics", "prompt": "c08-m6", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Polar Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**Polar Analytics** (mid-market DTC)"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|deepseek-small|Funnel", "prompt": "c08-m6", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Funnel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "**Funnel** (warehouse-native/ETL)"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|deepseek-small|Google Meridian", "prompt": "c08-m6", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Google Meridian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 18, "ev": "The safest approach in 2026: Use free open-source MMM tools (Meridian, Robyn) paired with geo-lift incrementality testing"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|deepseek-small|Meta's Robyn", "prompt": "c08-m6", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Meta's Robyn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 19, "ev": "Use free open-source MMM tools (Meridian, Robyn) paired with geo-lift incrementality testing"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|deepseek-small|PyMC-Marketing", "prompt": "c08-m6", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "negative", "raw": "PyMC-Marketing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 20, "ev": "or **PyMC-Marketing** (free, fully transparent methodology)"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|deepseek-small|Measured", "prompt": "c08-m6", "model": "deepseek-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Measured", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 21, "ev": "**Measured** (highest-rated MMM platform with 4.9/5 across 538 reviews)"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|google-small|Google's Meridian", "prompt": "c08-m6", "model": "google-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Google's Meridian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "the industry has largely shifted toward transparent, open-source MMM frameworks like **Google\\u2019s Meridian**, **Meta\\u2019s Robyn**, or **PyMC-Marketing**"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|google-small|Meta's Robyn", "prompt": "c08-m6", "model": "google-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Meta's Robyn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "transparent, open-source MMM frameworks like **Google\\u2019s Meridian**, **Meta\\u2019s Robyn**, or **PyMC-Marketing**"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|google-small|PyMC-Marketing", "prompt": "c08-m6", "model": "google-small", "cat": "attribution-mmm", "variant": "negative", "raw": "PyMC-Marketing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "transparent, open-source MMM frameworks like ... **PyMC-Marketing**"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|google-small|Nielsen", "prompt": "c08-m6", "model": "google-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Nielsen", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Legacy, Agency-Led MMM Engagements (e.g., Nielsen, traditional CPG consultants) ... High cost, slow turnaround, and zero agility."}, {"id": "mai-20260915-0741-calibration_b|c08-m6|google-small|Prescient AI", "prompt": "c08-m6", "model": "google-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Prescient AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "you need modern, platform-based, or semi-automated MMM solutions (like Prescient AI, Pecan, or Pecan's integrations) that update weekly or monthly"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|google-small|Pecan", "prompt": "c08-m6", "model": "google-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Pecan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "semi-automated MMM solutions (like Prescient AI, Pecan, or Pecan's integrations)"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|google-small|Meta Ads", "prompt": "c08-m6", "model": "google-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Meta Ads", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to avoid treating as \"truth\": The conversion dashboards inside Meta Ads, Google Ads, Amazon, or TikTok."}, {"id": "mai-20260915-0741-calibration_b|c08-m6|google-small|Google Ads", "prompt": "c08-m6", "model": "google-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Google Ads", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to avoid treating as \"truth\": The conversion dashboards inside Meta Ads, Google Ads, Amazon, or TikTok."}, {"id": "mai-20260915-0741-calibration_b|c08-m6|google-small|Amazon", "prompt": "c08-m6", "model": "google-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Amazon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "What to avoid treating as \"truth\": The conversion dashboards inside Meta Ads, Google Ads, Amazon, or TikTok."}, {"id": "mai-20260915-0741-calibration_b|c08-m6|google-small|TikTok", "prompt": "c08-m6", "model": "google-small", "cat": "attribution-mmm", "variant": "negative", "raw": "TikTok", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "What to avoid treating as \"truth\": The conversion dashboards inside Meta Ads, Google Ads, Amazon, or TikTok."}, {"id": "mai-20260915-0741-calibration_b|c08-m6|google-small|Google Analytics 4 (GA4)", "prompt": "c08-m6", "model": "google-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Google Analytics 4 (GA4)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "A great free tool, but functionally limited for true business decision-making ... Blindly relying on GA4\\u2019s default Data-Driven Attribution (DDA)"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|google-small|Triple Whale", "prompt": "c08-m6", "model": "google-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Triple Whale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Avoid if: You are a B2B enterprise ... their GMV-based pricing can scale up your costs quickly"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|google-small|Hyros", "prompt": "c08-m6", "model": "google-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Hyros", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "For simple e-commerce, it is usually over-engineered and too expensive."}, {"id": "mai-20260915-0741-calibration_b|c08-m6|google-small|Elevar", "prompt": "c08-m6", "model": "google-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Elevar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Use clean, server-side first-party tracking (e.g., Elevar, wetracked.io) to monitor daily ad creative"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|google-small|wetracked.io", "prompt": "c08-m6", "model": "google-small", "cat": "attribution-mmm", "variant": "negative", "raw": "wetracked.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Use clean, server-side first-party tracking (e.g., Elevar, wetracked.io)"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|minimax-small|Wicked Reports", "prompt": "c08-m6", "model": "minimax-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Wicked Reports", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Steep learning curve, clunky UI, 1-day data lag, some API limitations; primarily ecommerce-focused"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|minimax-small|HubSpot Attribution", "prompt": "c08-m6", "model": "minimax-small", "cat": "attribution-mmm", "variant": "negative", "raw": "HubSpot Attribution", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Limited customization for deeper attribution needs, gets restrictive for complex B2B accounts, expensive as you scale"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|minimax-small|Adobe Marketo Measure", "prompt": "c08-m6", "model": "minimax-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Adobe Marketo Measure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Requires strong CRM hygiene and consistent campaign governance; less effective without disciplined tracking"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|minimax-small|Dreamdata", "prompt": "c08-m6", "model": "minimax-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Dreamdata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Pricing concerns for smaller teams; mature implementations create switching costs"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|minimax-small|HockeyStack", "prompt": "c08-m6", "model": "minimax-small", "cat": "attribution-mmm", "variant": "negative", "raw": "HockeyStack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More capability = heavier implementation and maintenance burden; requires dedicated marketing ops support"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|minimax-small|Factors.ai", "prompt": "c08-m6", "model": "minimax-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Factors.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Less suited for deep attribution modeling experimentation; stronger for account intelligence than pure attribution"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|mistral-small|Meta Ads Manager attribution", "prompt": "c08-m6", "model": "mistral-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Meta Ads Manager attribution", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid or Be Very Cautious About ... Platform-Owned Attribution Tools (Meta, Google, TikTok)"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|mistral-small|Google Analytics 4 attribution", "prompt": "c08-m6", "model": "mistral-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Google Analytics 4 attribution", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Google Analytics 4 attribution** (last-click bias, privacy limitations)"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|mistral-small|TikTok Ads Manager attribution", "prompt": "c08-m6", "model": "mistral-small", "cat": "attribution-mmm", "variant": "negative", "raw": "TikTok Ads Manager attribution", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**TikTok Ads Manager attribution** (similar tracking limitations)"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|mistral-small|The Trade Desk (UID2/Unified ID 2.0)", "prompt": "c08-m6", "model": "mistral-small", "cat": "attribution-mmm", "variant": "negative", "raw": "The Trade Desk (UID2/Unified ID 2.0)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Facing class-action lawsuits** (2025) for allegedly collecting PII without proper consent"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|mistral-small|Honey", "prompt": "c08-m6", "model": "mistral-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Honey", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Honey** (PayPal) - Browser extension litigation"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|mistral-small|RetailMeNot", "prompt": "c08-m6", "model": "mistral-small", "cat": "attribution-mmm", "variant": "negative", "raw": "RetailMeNot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**RetailMeNot** - Last-click attribution litigation"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|mistral-small|Klarna", "prompt": "c08-m6", "model": "mistral-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Klarna", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Klarna** - Attribution practices lawsuit"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|mistral-small|Google's Meridian", "prompt": "c08-m6", "model": "mistral-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Google's Meridian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Platforms with Significant Methodological Flaws ... Built by Google - inherent bias toward Google channels"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|mistral-small|Meta's MMM tools", "prompt": "c08-m6", "model": "mistral-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Meta's MMM tools", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Meta-authored bias risk** - favors Meta channels"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|mistral-small|Adobe Experience Platform", "prompt": "c08-m6", "model": "mistral-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Adobe Experience Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Requires full platform ecosystem investment** (e.g., Adobe Experience Platform)"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|moonshot-small|Meta Ads", "prompt": "c08-m6", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Meta Ads", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Only offers last-touch attribution; uses \"conversion modeling\" for iOS traffic with significant data loss; systematically over-reports"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|moonshot-small|Google Ads", "prompt": "c08-m6", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Google Ads", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Black-box data-driven attribution; deprecated 4 models in 2023; cross-device requires Google sign-in"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|moonshot-small|LinkedIn Ads", "prompt": "c08-m6", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "negative", "raw": "LinkedIn Ads", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Last-touch only; tracks individuals not accounts; 90-day max window insufficient for B2B"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|moonshot-small|TikTok", "prompt": "c08-m6", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "negative", "raw": "TikTok", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Walled garden with self-interested reporting"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|moonshot-small|Nielsen", "prompt": "c08-m6", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Nielsen", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Slow monthly/quarterly cycles; weak creator-level granularity; expensive managed services ($50K-$200K+)"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|moonshot-small|Robyn (Meta)", "prompt": "c08-m6", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Robyn (Meta)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Meta-authored bias risk — Robyn may have inherent bias toward Meta channels"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|moonshot-small|Meridian (Google)", "prompt": "c08-m6", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Meridian (Google)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Require data science teams and months of setup"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|moonshot-small|PyMC-Marketing", "prompt": "c08-m6", "model": "moonshot-small", "cat": "attribution-mmm", "variant": "negative", "raw": "PyMC-Marketing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "No vendor support when models break"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|xai-small|Triple Whale", "prompt": "c08-m6", "model": "xai-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Triple Whale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Buggy/unreliable attribution, data inaccuracies (15–25% discrepancies vs. Shopify/ads), poor CS"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|xai-small|Northbeam", "prompt": "c08-m6", "model": "xai-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Northbeam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Steep learning curve/overwhelming UI, hard onboarding (29+ days), expensive for small biz"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|xai-small|Rockerbox", "prompt": "c08-m6", "model": "xai-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Rockerbox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "MTA unreliability (excluded from reviews by some), low match rates"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|xai-small|Wicked Reports", "prompt": "c08-m6", "model": "xai-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Wicked Reports", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Dated UI, delayed data, rigid contracts (12mo, hard cancel)"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|xai-small|Ruler Analytics", "prompt": "c08-m6", "model": "xai-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Ruler Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Dated UI, delayed data, rigid contracts (12mo, hard cancel)"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|xai-small|HockeyStack", "prompt": "c08-m6", "model": "xai-small", "cat": "attribution-mmm", "variant": "negative", "raw": "HockeyStack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Huge setup curve (weeks), buggy CS, data sync delays, expensive tiers"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|xai-small|Dreamdata", "prompt": "c08-m6", "model": "xai-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Dreamdata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Huge setup curve (weeks), buggy CS, data sync delays, expensive tiers"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|xai-small|LeadsRx", "prompt": "c08-m6", "model": "xai-small", "cat": "attribution-mmm", "variant": "negative", "raw": "LeadsRx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Huge setup curve (weeks), buggy CS, data sync delays, expensive tiers"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|xai-small|Adobe Marketo Measure", "prompt": "c08-m6", "model": "xai-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Adobe Marketo Measure", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "High negative rate (57%), complexity, storage limits."}, {"id": "mai-20260915-0741-calibration_b|c08-m6|xai-small|Nielsen", "prompt": "c08-m6", "model": "xai-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Nielsen", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "High cost ($50K–$300K), long delays, services dependency, infrequent refreshes."}, {"id": "mai-20260915-0741-calibration_b|c08-m6|xai-small|Analytic Partners", "prompt": "c08-m6", "model": "xai-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Analytic Partners", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "High cost ($50K–$300K), long delays, services dependency, infrequent refreshes."}, {"id": "mai-20260915-0741-calibration_b|c08-m6|xai-small|Sellforte", "prompt": "c08-m6", "model": "xai-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Sellforte", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Thin reviews, data quality sensitivity (multicollinearity, poor history), hands-on tuning"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|xai-small|Recast", "prompt": "c08-m6", "model": "xai-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Recast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "No major \"avoid\" standouts like Measured/Recast (praised)."}, {"id": "mai-20260915-0741-calibration_b|c08-m6|xai-small|Measured", "prompt": "c08-m6", "model": "xai-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Measured", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "MMM—Measured (incrementality focus)"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|xai-small|Google Meridian", "prompt": "c08-m6", "model": "xai-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Google Meridian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "transparent models (Bayesian/open-source like Google Meridian/Meta Robyn—free)"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|xai-small|Meta Robyn", "prompt": "c08-m6", "model": "xai-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Meta Robyn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "transparent models (Bayesian/open-source like Google Meridian/Meta Robyn—free)"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|xai-small|Cometly", "prompt": "c08-m6", "model": "xai-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Cometly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "For attribution—Cometly (praised tracking)"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|zai-small|Google Platform Attribution (GA4 + Google Ads)", "prompt": "c08-m6", "model": "zai-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Google Platform Attribution (GA4 + Google Ads)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Biased toward Google channels** - designed to maximize reported value for Google's own products"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|zai-small|Meta/Platform Attribution", "prompt": "c08-m6", "model": "zai-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Meta/Platform Attribution", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Similar issues with self-interest bias and limited visibility outside their ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c08-m6|zai-small|Google Analytics 4 (GA4)", "prompt": "c08-m6", "model": "zai-small", "cat": "attribution-mmm", "variant": "negative", "raw": "Google Analytics 4 (GA4)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Data sampling above 10 million events/month** distorts accuracy"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|alibaba-small|Freshdesk", "prompt": "c09-m1", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Freshdesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Default pick:** **Freshdesk** gives you the best blend of depth, usability, and price for most mid-market B2B companies."}, {"id": "mai-20260915-0741-calibration_b|c09-m1|alibaba-small|Intercom", "prompt": "c09-m1", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Intercom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Intercom** if your business is SaaS-driven, you support users *in-app*, and AI deflection is a top priority."}, {"id": "mai-20260915-0741-calibration_b|c09-m1|alibaba-small|Zendesk", "prompt": "c09-m1", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may be overkill for smaller mid-market teams"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|anthropic-small|Freshdesk", "prompt": "c09-m1", "model": "anthropic-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Freshdesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Freshdesk offers strong ticketing, automation, AI, and reporting without the ownership burden of a large enterprise platform"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|anthropic-small|Zendesk", "prompt": "c09-m1", "model": "anthropic-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zendesk remains one of the most frequently cited \"best help desk\" ... options for 2026, especially for mid-market and enterprise CX teams"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|anthropic-small|Intercom", "prompt": "c09-m1", "model": "anthropic-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Intercom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Salesforce signed to acquire Intercom in June 2026 ... so teams should weigh potential roadmap and pricing changes"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|anthropic-small|Plain", "prompt": "c09-m1", "model": "anthropic-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Plain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It's particularly strong for B2B SaaS companies."}, {"id": "mai-20260915-0741-calibration_b|c09-m1|anthropic-small|HubSpot Service Hub", "prompt": "c09-m1", "model": "anthropic-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "makes the most sense when you already live in HubSpot"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|anthropic-small|TeamSupport", "prompt": "c09-m1", "model": "anthropic-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "TeamSupport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for B2B companies managing complex customer accounts and internal escalations"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|challenger-small|Freshdesk", "prompt": "c09-m1", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Freshdesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default recommendation is **Freshdesk** if you want the best balance of capability, value, and ease of adoption"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|challenger-small|Zendesk", "prompt": "c09-m1", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for deeper custom workflows and larger ops maturity:** **Zendesk**"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|challenger-small|Pylon", "prompt": "c09-m1", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Pylon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for modern B2B/account-based support:** **Pylon** or **Supportbench**"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|challenger-small|Supportbench", "prompt": "c09-m1", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Supportbench", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "both are described as strong for B2B support with account context, escalations, and structured workflows"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|challenger-small|HubSpot Service Hub", "prompt": "c09-m1", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if your team is already in the HubSpot ecosystem:** **HubSpot Service Hub**"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|challenger-small|Intercom", "prompt": "c09-m1", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Intercom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for chat-led, product-led support:** **Intercom**"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|deepseek-small|Zendesk", "prompt": "c09-m1", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your support is ticket-heavy, multi-channel, and requires structured SLAs and engineering handoffs → Zendesk"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|deepseek-small|Intercom", "prompt": "c09-m1", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Intercom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your support is primarily chat-based within your product and you want the best AI deflection → Intercom"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|deepseek-small|Freshdesk", "prompt": "c09-m1", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(or **Freshdesk** if budget is a hard constraint)"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|deepseek-small|HubSpot Service Hub", "prompt": "c09-m1", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already on HubSpot for sales/marketing, HubSpot Service Hub is the pragmatic default"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|deepseek-small|TeamSupport", "prompt": "c09-m1", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "TeamSupport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Purpose-Built for B2B Support"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|deepseek-small|Plain", "prompt": "c09-m1", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Plain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Plain** (newer, API-first option)"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|deepseek-small|Help Scout", "prompt": "c09-m1", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Help Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Under 15 agents? Freshdesk or Help Scout."}, {"id": "mai-20260915-0741-calibration_b|c09-m1|google-small|Pylon", "prompt": "c09-m1", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Pylon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pylon is arguably the strongest choice"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|google-small|HubSpot Service Hub", "prompt": "c09-m1", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your sales and marketing teams already run on HubSpot, **Service Hub** is almost always the best choice."}, {"id": "mai-20260915-0741-calibration_b|c09-m1|google-small|DevRev", "prompt": "c09-m1", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "DevRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "DevRev is a powerful alternative"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|google-small|Front", "prompt": "c09-m1", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Front", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Front is the gold standard"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|google-small|Hubspot Service Hub", "prompt": "c09-m1", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Hubspot Service Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "utilizing HubSpot Service Hub is often a highly efficient move"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|google-small|Thena", "prompt": "c09-m1", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Thena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Pylon** and **Thena** are built from the ground up for Slack and Teams."}, {"id": "mai-20260915-0741-calibration_b|c09-m1|google-small|Zendesk Suite", "prompt": "c09-m1", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Zendesk Suite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It can be very expensive, the admin interface is complex to configure"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|google-small|Freshdesk", "prompt": "c09-m1", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "want something easier to set up and more budget-friendly, Freshdesk is the ideal alternative"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|google-small|Salesforce Service Cloud", "prompt": "c09-m1", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Salesforce Service Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise platforms like Salesforce Service Cloud"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|meta-small|Freshdesk", "prompt": "c09-m1", "model": "meta-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Freshdesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best customer support and helpdesk platform for a mid-market B2B company is Freshdesk."}, {"id": "mai-20260915-0741-calibration_b|c09-m1|minimax-small|Freshdesk", "prompt": "c09-m1", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Freshdesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Freshdesk** emerges as the strongest general recommendation for most mid-market B2B companies"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|minimax-small|Intercom", "prompt": "c09-m1", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Intercom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your priority is customer messaging and real-time support, **Intercom** might be the better choice"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|minimax-small|Kayako", "prompt": "c09-m1", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Kayako", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kayako** — Best for Simplicity"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|minimax-small|Xurrent", "prompt": "c09-m1", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Xurrent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Xurrent** — Best for IT/Technical Support"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|mistral-small|Freshdesk", "prompt": "c09-m1", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Freshdesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **mid-market B2B companies**, **Freshdesk** offers the best combination of features, price, and scalability."}, {"id": "mai-20260915-0741-calibration_b|c09-m1|mistral-small|Plain", "prompt": "c09-m1", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Plain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Plain** provides superior modern B2B capabilities with better integration and AI features."}, {"id": "mai-20260915-0741-calibration_b|c09-m1|mistral-small|TeamSupport", "prompt": "c09-m1", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "TeamSupport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. TeamSupport** - *Best for Account-Centric B2B*"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|mistral-small|Intercom", "prompt": "c09-m1", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Intercom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Intercom** - *Best for Product-Led Growth*"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|mistral-small|HubSpot Service Hub", "prompt": "c09-m1", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. HubSpot Service Hub** - *Best for CRM-Integrated Support*"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|moonshot-small|Supportbench", "prompt": "c09-m1", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Supportbench", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Supportbench** — Best Overall for B2B Mid-Market"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|moonshot-small|Freshdesk", "prompt": "c09-m1", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Freshdesk** if budget is tight and you can configure around its limitations"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|moonshot-small|Zendesk", "prompt": "c09-m1", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caution:** Costs escalate quickly with AI add-ons and advanced features; can reach $115+/agent/month fully loaded"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|moonshot-small|HubSpot Service Hub", "prompt": "c09-m1", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Teams already invested in the HubSpot ecosystem; weaker as a standalone support tool"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|openai-small|Zendesk", "prompt": "c09-m1", "model": "openai-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default recommendation is **Zendesk**"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|openai-small|Freshdesk", "prompt": "c09-m1", "model": "openai-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often the most practical alternative when you don't want enterprise-heavy complexity"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|openai-small|Intercom", "prompt": "c09-m1", "model": "openai-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Intercom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you're **AI-first** and want chat/messaging-centric support"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|openai-small|HubSpot Service Hub", "prompt": "c09-m1", "model": "openai-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your company is already deeply standardized on **HubSpot CRM**"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|openai-small|Salesforce Service Cloud", "prompt": "c09-m1", "model": "openai-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Salesforce Service Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "willing to accept more implementation/admin overhead"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|xai-small|Freshdesk (Freshworks)", "prompt": "c09-m1", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Freshdesk (Freshworks)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Freshdesk edges out as the top pick for most mid-market B2B due to repeated \"best value\" wins in benchmarks"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|xai-small|Zendesk", "prompt": "c09-m1", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Scalable, Omnichannel B2B Operations"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|xai-small|TeamSupport", "prompt": "c09-m1", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "TeamSupport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Pure B2B-Focused for Account Management"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|xai-small|HubSpot Service Hub", "prompt": "c09-m1", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if Already Using HubSpot CRM"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|xai-small|Intercom", "prompt": "c09-m1", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Intercom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notables: Intercom (4.5/5, $85+/seat + AI fees; chat-first B2B SaaS)"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|xai-small|Zoho Desk", "prompt": "c09-m1", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Zoho Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Zoho Desk (budget at $14-23/user, 4.4/5)"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|xai-small|Help Scout", "prompt": "c09-m1", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Help Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Help Scout (email-first, $25-45/user)"}, {"id": "mai-20260915-0741-calibration_b|c09-m1|zai-small|Freshdesk", "prompt": "c09-m1", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Freshdesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Freshdesk** offers the best balance of features, pricing, and ease of use."}, {"id": "mai-20260915-0741-calibration_b|c09-m1|zai-small|Zendesk", "prompt": "c09-m1", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zendesk** remains the industry standard despite the higher price point."}, {"id": "mai-20260915-0741-calibration_b|c09-m1|zai-small|Intercom", "prompt": "c09-m1", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "direct", "raw": "Intercom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Intercom - Best for Product-Led SaaS"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|alibaba-small|Zendesk", "prompt": "c09-m2", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Zendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zendesk is the default choice for most growing mid-sized companies because it balances power with usability."}, {"id": "mai-20260915-0741-calibration_b|c09-m2|alibaba-small|Intercom", "prompt": "c09-m2", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Intercom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Modern Favorite: Intercom ... Best for: SaaS companies that blend Marketing, Sales, and Support into one platform."}, {"id": "mai-20260915-0741-calibration_b|c09-m2|alibaba-small|HubSpot Service Hub", "prompt": "c09-m2", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose HubSpot if you want all your customer data (Marketing, Sales, Support) in one place."}, {"id": "mai-20260915-0741-calibration_b|c09-m2|alibaba-small|Freshdesk (by Freshworks)", "prompt": "c09-m2", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Freshdesk (by Freshworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Freshdesk if you need the \"best bang for your buck\" without sacrificing essential features."}, {"id": "mai-20260915-0741-calibration_b|c09-m2|alibaba-small|Jira Service Management", "prompt": "c09-m2", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Technical/Dev Teams: Jira Service Management"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|anthropic-small|Freshdesk", "prompt": "c09-m2", "model": "anthropic-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Freshdesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Freshdesk offers strong ticketing, automation, AI, and reporting without the ownership burden of a large enterprise platform"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|anthropic-small|TeamSupport", "prompt": "c09-m2", "model": "anthropic-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "TeamSupport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TeamSupport focuses on B2B customer support... best for B2B companies managing complex customer accounts"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|anthropic-small|Zendesk", "prompt": "c09-m2", "model": "anthropic-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "one of the most established help desk and service desk platforms used by organizations of all sizes"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|anthropic-small|Plain", "prompt": "c09-m2", "model": "anthropic-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Plain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Plain is recommended for B2B companies prioritizing genuine customer relationships across business messaging channels"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|anthropic-small|ProProfs Desk", "prompt": "c09-m2", "model": "anthropic-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "ProProfs Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "combines ticketing with automation and knowledge management in a package that's easy for small and mid-sized teams to adopt"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|challenger-small|Freshdesk", "prompt": "c09-m2", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Freshdesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the safest default, **Freshdesk** is the best all-around fit for many SMB and mid-market teams"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|challenger-small|Zendesk", "prompt": "c09-m2", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for advanced omnichannel support:** **Zendesk**"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|challenger-small|Intercom", "prompt": "c09-m2", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Intercom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for chat-first B2B SaaS:** **Intercom**"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|challenger-small|Help Scout", "prompt": "c09-m2", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for simple, email-centric support:** **Help Scout**"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|challenger-small|HubSpot Service Hub", "prompt": "c09-m2", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best if you already live in HubSpot:** **HubSpot Service Hub**"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|challenger-small|Pylon", "prompt": "c09-m2", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Pylon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Designed for CRM-integrated, collaborative support with Slack/Teams/email workflows"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|challenger-small|Plain", "prompt": "c09-m2", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Plain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong fit if you need API-first architecture and unified Slack, Teams, Discord, and email support"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|deepseek-small|Front", "prompt": "c09-m2", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Front", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Front — Best overall for mid-sized B2B (email/relationship-centric)"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|deepseek-small|Freshdesk", "prompt": "c09-m2", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Freshdesk — Best value / mid-market balance"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|deepseek-small|Zendesk", "prompt": "c09-m2", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zendesk — Most mature / enterprise-scale ticketing"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|deepseek-small|TeamSupport", "prompt": "c09-m2", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "TeamSupport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TeamSupport — Purpose-built for B2B support"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|deepseek-small|Help Scout", "prompt": "c09-m2", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Help Scout — Best for simplicity & human-centered support"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|deepseek-small|Supportbench", "prompt": "c09-m2", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Supportbench", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "the deepest B2B SLA governance available, rated ~4.9/5 on G2"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|deepseek-small|Pylon", "prompt": "c09-m2", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Pylon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "worth a look if your customers live in Slack/Teams"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|deepseek-small|Kayako", "prompt": "c09-m2", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Kayako", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "(or Kayako for simpler SLA)"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|deepseek-small|Salesforce Service Cloud", "prompt": "c09-m2", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Salesforce Service Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Already deep in Salesforce/HubSpot CRM | **Salesforce Service Cloud / HubSpot Service Hub**"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|deepseek-small|HubSpot Service Hub", "prompt": "c09-m2", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Already deep in Salesforce/HubSpot CRM | **Salesforce Service Cloud / HubSpot Service Hub**"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|google-small|Zendesk Support Suite", "prompt": "c09-m2", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Zendesk Support Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zendesk is the market leader for a reason... The Gold Standard for Scalability and Customization"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|google-small|HubSpot Service Hub", "prompt": "c09-m2", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your sales and marketing teams already use HubSpot CRM, Service Hub is almost always the best choice."}, {"id": "mai-20260915-0741-calibration_b|c09-m2|google-small|Freshdesk (by Freshworks)", "prompt": "c09-m2", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Freshdesk (by Freshworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Value and Ease of Use"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|google-small|Jira Service Management (JSM)", "prompt": "c09-m2", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Technical, SaaS, and Product-Led B2B Companies"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|google-small|Service Cloud", "prompt": "c09-m2", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Service Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though Service Cloud is often too heavy and expensive for mid-sized companies unless highly customized"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|meta-small|HelpDesk.com", "prompt": "c09-m2", "model": "meta-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "HelpDesk.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. HelpDesk.com - streamlined, browser-based multichannel ticketing"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|meta-small|Freshdesk", "prompt": "c09-m2", "model": "meta-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Freshdesk - offers a strong balance of capability, approachability, AI features, and an approachable path for many B2B support teams"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|meta-small|TeamSupport", "prompt": "c09-m2", "model": "meta-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "TeamSupport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TeamSupport, Help Scout, and Zendesk - best customer service software for B2B relationships"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|meta-small|Help Scout", "prompt": "c09-m2", "model": "meta-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TeamSupport, Help Scout, and Zendesk - best customer service software for B2B relationships"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|meta-small|Zendesk", "prompt": "c09-m2", "model": "meta-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "TeamSupport, Help Scout, and Zendesk - best customer service software for B2B relationships"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|minimax-small|Zendesk", "prompt": "c09-m2", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Zendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Zendesk** or **HubSpot Service Hub**"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|minimax-small|HubSpot Service Hub", "prompt": "c09-m2", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Zendesk** or **HubSpot Service Hub**"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|minimax-small|Freshservice", "prompt": "c09-m2", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** IT-focused B2B companies"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|minimax-small|HelpScout (now Scout)", "prompt": "c09-m2", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "HelpScout (now Scout)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoho Desk** or **Scout** offer excellent value without sacrificing essential features"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|minimax-small|Zoho Desk", "prompt": "c09-m2", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If budget is a key concern, **Zoho Desk** or **Scout** offer excellent value"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|minimax-small|Intercom", "prompt": "c09-m2", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Intercom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Cons:** Expensive at scale; less traditional ticketing focus"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|mistral-small|Freshdesk", "prompt": "c09-m2", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Freshdesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Freshdesk** if you need comprehensive features at a reasonable price point... It's the most balanced option for growing teams."}, {"id": "mai-20260915-0741-calibration_b|c09-m2|mistral-small|Pylon", "prompt": "c09-m2", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Pylon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Pylon** if your support team works heavily in Slack/Teams and you need advanced account management capabilities."}, {"id": "mai-20260915-0741-calibration_b|c09-m2|mistral-small|Front", "prompt": "c09-m2", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Front", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Front** if your primary customer communication happens via shared email inboxes"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|mistral-small|Intercom", "prompt": "c09-m2", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Intercom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for Product-Led Growth: Intercom"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|mistral-small|Zendesk", "prompt": "c09-m2", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for Enterprise-Scale: Zendesk"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|moonshot-small|TeamSupport", "prompt": "c09-m2", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "TeamSupport", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. TeamSupport** — Best for B2B-Specific Needs"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|moonshot-small|HubSpot Service Hub", "prompt": "c09-m2", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. HubSpot Service Hub** — Best if You're Already in the HubSpot Ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|moonshot-small|Zendesk", "prompt": "c09-m2", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Zendesk** — Best for Scale and Complexity"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|moonshot-small|Freshdesk", "prompt": "c09-m2", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Freshdesk** — Best Value for Budget-Conscious Teams"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|openai-small|Zendesk", "prompt": "c09-m2", "model": "openai-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Zendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most mid-sized B2B firms: **Zendesk**"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|openai-small|Intercom", "prompt": "c09-m2", "model": "openai-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Intercom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zendesk first, Intercom second"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|openai-small|Freshdesk", "prompt": "c09-m2", "model": "openai-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're price-sensitive: **Freshdesk**"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|xai-small|Freshdesk", "prompt": "c09-m2", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Freshdesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Freshdesk (by Freshworks) as the top starting point"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|xai-small|Zendesk", "prompt": "c09-m2", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you need deepest customization/ecosystem... For 20 agents: $2,300+/mo—costlier for mid-sized."}, {"id": "mai-20260915-0741-calibration_b|c09-m2|xai-small|TeamSupport", "prompt": "c09-m2", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "TeamSupport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tailored for B2B SaaS (account health, multi-contact tickets, video collaboration)"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|xai-small|Zoho Desk", "prompt": "c09-m2", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget pick with Zoho CRM integration. Zia AI, multichannel."}, {"id": "mai-20260915-0741-calibration_b|c09-m2|xai-small|HubSpot Service Hub", "prompt": "c09-m2", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If using HubSpot CRM: Unified customer data, Breeze AI."}, {"id": "mai-20260915-0741-calibration_b|c09-m2|zai-small|Freshdesk", "prompt": "c09-m2", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Freshdesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Freshdesk** — Best Overall Value ... Most mid-sized B2B companies find **Freshdesk** or **Help Scout** to be the sweet spot"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|zai-small|Help Scout", "prompt": "c09-m2", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Help Scout", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Most mid-sized B2B companies find **Freshdesk** or **Help Scout** to be the sweet spot between features, usability, and cost."}, {"id": "mai-20260915-0741-calibration_b|c09-m2|zai-small|Zendesk", "prompt": "c09-m2", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Zendesk** — Best for Enterprise-Grade Features"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|zai-small|Zoho Desk", "prompt": "c09-m2", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. **Zoho Desk** — Best Budget Option"}, {"id": "mai-20260915-0741-calibration_b|c09-m2|zai-small|TeamSupport", "prompt": "c09-m2", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "paraphrase", "raw": "TeamSupport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. **TeamSupport** — Best for B2B-Specific Support"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|alibaba-small|Zendesk", "prompt": "c09-m3", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zendesk is widely considered the industry standard for traditional customer support."}, {"id": "mai-20260915-0741-calibration_b|c09-m3|alibaba-small|Salesforce Service Cloud", "prompt": "c09-m3", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Salesforce Service Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Large organizations already invested in the Salesforce ecosystem."}, {"id": "mai-20260915-0741-calibration_b|c09-m3|alibaba-small|Freshdesk (by Freshworks)", "prompt": "c09-m3", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Freshdesk (by Freshworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Growing businesses looking for ease of use and affordability."}, {"id": "mai-20260915-0741-calibration_b|c09-m3|alibaba-small|Intercom", "prompt": "c09-m3", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Intercom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: SaaS companies and modern growth teams."}, {"id": "mai-20260915-0741-calibration_b|c09-m3|alibaba-small|HubSpot Service Hub", "prompt": "c09-m3", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Companies using the HubSpot CRM for inbound marketing."}, {"id": "mai-20260915-0741-calibration_b|c09-m3|alibaba-small|Front", "prompt": "c09-m3", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Front", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Teams who prefer an email-style interface over a ticket queue."}, {"id": "mai-20260915-0741-calibration_b|c09-m3|alibaba-small|Jira Service Management", "prompt": "c09-m3", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "if your team is technical (developers, QA, IT), Jira Service Management is the top choice"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|anthropic-small|Zendesk", "prompt": "c09-m3", "model": "anthropic-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zendesk remains the industry standard for customer experience platforms, offering robust multichannel support, an extensive marketplace of integrations, and sophisticated analytics."}, {"id": "mai-20260915-0741-calibration_b|c09-m3|anthropic-small|ServiceNow", "prompt": "c09-m3", "model": "anthropic-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "However, the platform's complexity typically requires dedicated administrators and longer implementation timelines."}, {"id": "mai-20260915-0741-calibration_b|c09-m3|anthropic-small|Freshdesk", "prompt": "c09-m3", "model": "anthropic-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offering AI-powered features with quicker implementation than enterprise options"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|anthropic-small|Jira Service Management", "prompt": "c09-m3", "model": "anthropic-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For organizations already using Atlassian products, Jira Service Management provides strong incident and change management capabilities"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|anthropic-small|Intercom", "prompt": "c09-m3", "model": "anthropic-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Intercom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Intercom is a modern customer support platform focused on automating communications and improving the efficiency of support teams."}, {"id": "mai-20260915-0741-calibration_b|c09-m3|anthropic-small|Gorgias", "prompt": "c09-m3", "model": "anthropic-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Gorgias", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Gorgias is a help desk software for ecommerce support teams"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|challenger-small|Zendesk", "prompt": "c09-m3", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Zendesk** if you need the most established **enterprise-grade ticketing and customization**."}, {"id": "mai-20260915-0741-calibration_b|c09-m3|challenger-small|Freshdesk", "prompt": "c09-m3", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Freshdesk** if you want a strong **all-around helpdesk**"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|challenger-small|Intercom", "prompt": "c09-m3", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Intercom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Intercom** if you want **chat-first, AI-driven customer communication**"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|challenger-small|Help Scout", "prompt": "c09-m3", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Help Scout** if you want a clean, **email-first shared inbox**"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|challenger-small|Front", "prompt": "c09-m3", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Front", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Front** if your team works best in a **collaborative inbox**"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|challenger-small|Salesforce Service Cloud", "prompt": "c09-m3", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Salesforce Service Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Salesforce Service Cloud** if service must connect tightly to **Salesforce CRM**"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|challenger-small|Zoho Desk", "prompt": "c09-m3", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Zoho Desk** if you want **lower cost** with decent automation and AI."}, {"id": "mai-20260915-0741-calibration_b|c09-m3|challenger-small|Gorgias", "prompt": "c09-m3", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Gorgias", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **Gorgias** if you run an **ecommerce** support operation."}, {"id": "mai-20260915-0741-calibration_b|c09-m3|challenger-small|Hiver", "prompt": "c09-m3", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Hiver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Hiver | Gmail-based support teams, B2B teams | Shared inbox, AI included in every plan"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|challenger-small|Kustomer", "prompt": "c09-m3", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Kustomer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Kustomer | Teams wanting CRM-like customer context"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|challenger-small|Tidio", "prompt": "c09-m3", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Tidio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Conversational support platforms**: Intercom, Kustomer, Tidio"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|challenger-small|Missive", "prompt": "c09-m3", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Missive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Shared inbox tools**: Help Scout, Front, Hiver, Missive"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|challenger-small|HubSpot Service Hub", "prompt": "c09-m3", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Salesforce Service Cloud, HubSpot Service Hub, Kustomer"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|challenger-small|Re:amaze", "prompt": "c09-m3", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Re:amaze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Ecommerce support | Orders, refunds, store actions, commerce context | Gorgias, Re:amaze"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|deepseek-small|Intercom", "prompt": "c09-m3", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Intercom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AI/messaging platforms** (Intercom) ... Heavy live chat/in-app → Intercom"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|deepseek-small|Zendesk", "prompt": "c09-m3", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise omnichannel ticketing | $19–55/agent/mo | 1,500+ integrations"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|deepseek-small|Freshdesk", "prompt": "c09-m3", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Freshdesk and Zoho Desk** as strong mid-market/value options"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|deepseek-small|Zoho Desk", "prompt": "c09-m3", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zoho Desk and Freshdesk offer the best free tiers/value"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|deepseek-small|HubSpot Service Hub", "prompt": "c09-m3", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "On HubSpot → HubSpot Service Hub"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|deepseek-small|Salesforce Service Cloud", "prompt": "c09-m3", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Salesforce Service Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Large enterprises | ~$25/user/mo | Full 360° customer view"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|deepseek-small|Help Scout", "prompt": "c09-m3", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Email-only and small → Help Scout"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|deepseek-small|Gorgias", "prompt": "c09-m3", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Gorgias", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Gorgias** dominating eCommerce"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|deepseek-small|Jira Service Mgmt", "prompt": "c09-m3", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Jira Service Mgmt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If internal/IT, choose Jira or ServiceNow"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|deepseek-small|ServiceNow CSM", "prompt": "c09-m3", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "ServiceNow CSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Complex enterprise operations | Custom | Intelligent case management"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|deepseek-small|Front", "prompt": "c09-m3", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Front", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**simple shared inboxes** (Help Scout, Front, Hiver)"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|deepseek-small|Hiver", "prompt": "c09-m3", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Hiver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Shared inbox/collaborative:* Help Scout, Front, Hiver"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|deepseek-small|Groove", "prompt": "c09-m3", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Groove", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Small teams:** *Help Scout, Zoho Desk, Freshdesk, Groove*"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|deepseek-small|Freshservice", "prompt": "c09-m3", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**IT/internal:** *Jira Service Management, Freshservice, ServiceNow*"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|deepseek-small|Re:amaze", "prompt": "c09-m3", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Re:amaze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "*Re:amaze* also targets eCommerce"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|google-small|Zendesk", "prompt": "c09-m3", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Zendesk is the industry gold standard... However, it comes with a steep learning curve and high setup complexity"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|google-small|Salesforce Service Cloud", "prompt": "c09-m3", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Salesforce Service Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "use **Zendesk** or **Salesforce Service Cloud**."}, {"id": "mai-20260915-0741-calibration_b|c09-m3|google-small|Freshdesk (by Freshworks)", "prompt": "c09-m3", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Freshdesk (by Freshworks)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Freshdesk is much easier to set up and highly intuitive out of the box."}, {"id": "mai-20260915-0741-calibration_b|c09-m3|google-small|Intercom", "prompt": "c09-m3", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Intercom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Intercom is built for conversational support rather than email-style ticketing."}, {"id": "mai-20260915-0741-calibration_b|c09-m3|google-small|Gorgias", "prompt": "c09-m3", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Gorgias", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Gorgias pulls deep customer data directly from your e-commerce platform into the support ticket sidebar."}, {"id": "mai-20260915-0741-calibration_b|c09-m3|google-small|Help Scout", "prompt": "c09-m3", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Help Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "It focuses heavily on ease of use, clean design, and a human touch."}, {"id": "mai-20260915-0741-calibration_b|c09-m3|google-small|Front", "prompt": "c09-m3", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Front", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Front unifies team inboxes ... with individual personal email inboxes."}, {"id": "mai-20260915-0741-calibration_b|c09-m3|google-small|HubSpot Service Hub", "prompt": "c09-m3", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "as a standalone ticketing system, it lacks some of the highly granular support features found in Zendesk or Freshdesk"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|google-small|Jira Service Management (JSM)", "prompt": "c09-m3", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Jira Service Management (JSM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best For: Internal IT support, engineering teams, and DevOps."}, {"id": "mai-20260915-0741-calibration_b|c09-m3|google-small|Zoho Desk", "prompt": "c09-m3", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Zoho Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Zoho Desk provides robust ticketing, multi-department management, and AI assistance ... at a fraction of the cost"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|google-small|Freshservice", "prompt": "c09-m3", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Jira Service Management (JSM) & Freshservice:** Best For: Internal IT support"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|google-small|Jira Service Management (Atlassian)", "prompt": "c09-m3", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Jira Service Management (Atlassian)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best For: IT departments, DevOps, and internal technical support teams."}, {"id": "mai-20260915-0741-calibration_b|c09-m3|google-small|Hiver", "prompt": "c09-m3", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Hiver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Front, Help Scout, Hiver**"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|google-small|SparrowDesk", "prompt": "c09-m3", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "SparrowDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Intercom, SparrowDesk**"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|meta-small|Zendesk", "prompt": "c09-m3", "model": "meta-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Zendesk is best for enterprise omnichannel support"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|meta-small|Help Scout", "prompt": "c09-m3", "model": "meta-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Help Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Help Scout is ideal for small teams that want clean email-first support"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|meta-small|Freshdesk", "prompt": "c09-m3", "model": "meta-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Freshdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Freshdesk is suitable for multi-channel support on a budget"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|meta-small|Intercom", "prompt": "c09-m3", "model": "meta-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Intercom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Intercom is best for chat-first and AI-led support"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|meta-small|HubSpot Service Hub", "prompt": "c09-m3", "model": "meta-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top platforms include Zendesk, Help Scout, Freshdesk, Intercom, HubSpot Service Hub, and Gorgias"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|meta-small|Gorgias", "prompt": "c09-m3", "model": "meta-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Gorgias", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The top platforms include Zendesk, Help Scout, Freshdesk, Intercom, HubSpot Service Hub, and Gorgias"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|minimax-small|Zendesk", "prompt": "c09-m3", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Zendesk** | Large enterprises | $19-55/agent/mo | 1,500+ integrations, highly customizable"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|minimax-small|Freshdesk", "prompt": "c09-m3", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Freshdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Freshdesk** | Growing businesses | $19/agent/mo | Strong AI (Freddy), omnichannel"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|minimax-small|HappyFox", "prompt": "c09-m3", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "HappyFox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**HappyFox** | Multi-department teams | $24/agent/mo | Scalable automation"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|minimax-small|Zoho Desk", "prompt": "c09-m3", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Zoho Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Zoho Desk** | Budget-conscious SMBs | $7/user/mo | Zia AI assistant, affordable"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|minimax-small|Help Scout", "prompt": "c09-m3", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Help Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Help Scout** | Very small teams | Free (5 users) | Lightweight, email-first inbox"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|minimax-small|Intercom", "prompt": "c09-m3", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Intercom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Intercom** | Conversational support | $29/seat/mo | Fin AI chatbot, chat-first"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|minimax-small|HubSpot Service Hub", "prompt": "c09-m3", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**HubSpot Service Hub** | CRM-driven teams | $20/seat/mo | Native CRM integration"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|minimax-small|Gorgias", "prompt": "c09-m3", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Gorgias", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Gorgias** | E-commerce | $10/mo | Shopify/ Magento integrations"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|minimax-small|Salesforce Service Cloud", "prompt": "c09-m3", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Salesforce Service Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Salesforce Service Cloud** | Enterprise | $25/user/mo | Deep CRM + Einstein AI"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|minimax-small|LiveAgent", "prompt": "c09-m3", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "LiveAgent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Limited AI**: LiveAgent, Front"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|minimax-small|ServiceNow", "prompt": "c09-m3", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Enterprise-grade**: Zendesk, Salesforce Service Cloud, ServiceNow"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|minimax-small|Jira Service Management", "prompt": "c09-m3", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Niche**: Gorgias (e-commerce), Jira Service Management (IT teams)"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|minimax-small|Tidio", "prompt": "c09-m3", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Tidio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Conversation-based**: Tidio ($149/mo)"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|minimax-small|Front", "prompt": "c09-m3", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Front", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "**Limited AI**: LiveAgent, Front"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|minimax-small|Groove", "prompt": "c09-m3", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Groove", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Collaborative inbox**: Front, Help Scout, Groove"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|mistral-small|Zendesk", "prompt": "c09-m3", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Large enterprises with complex workflows"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|mistral-small|Salesforce Service Cloud", "prompt": "c09-m3", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Salesforce Service Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Enterprises deeply integrated with Salesforce CRM"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|mistral-small|Freshdesk", "prompt": "c09-m3", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Freshdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Scaling small businesses, ease of use"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|mistral-small|HappyFox", "prompt": "c09-m3", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "HappyFox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Growing teams needing advanced automation"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|mistral-small|Zoho Desk", "prompt": "c09-m3", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Zoho Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Budget-conscious teams already in Zoho ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|mistral-small|Help Scout", "prompt": "c09-m3", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Help Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Very small teams, email-first support"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|mistral-small|Intercom", "prompt": "c09-m3", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Intercom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Chat-first, conversational support"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|mistral-small|Gorgias", "prompt": "c09-m3", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Gorgias", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: E-commerce businesses (Shopify, Magento, BigCommerce)"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|mistral-small|Front", "prompt": "c09-m3", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Front", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Teams wanting email-like collaboration"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|mistral-small|HubSpot Service Hub", "prompt": "c09-m3", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for: Customer success teams wanting unified CRM data"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|mistral-small|Freshservice", "prompt": "c09-m3", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Industry Specialization - E-commerce (Gorgias), IT (Freshservice), etc."}, {"id": "mai-20260915-0741-calibration_b|c09-m3|moonshot-small|Zendesk", "prompt": "c09-m3", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "consider **Zendesk** if they outgrow it"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|moonshot-small|Freshdesk", "prompt": "c09-m3", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Freshdesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Most teams should start with **Freshdesk** for value"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|moonshot-small|Intercom", "prompt": "c09-m3", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Intercom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "evaluate **Intercom** if AI-first chat support is critical to their strategy"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|moonshot-small|Zoho Desk", "prompt": "c09-m3", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Zoho Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Lowest Cost** | Zoho Desk | $7-14/agent, free tier"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|moonshot-small|Help Scout", "prompt": "c09-m3", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Help Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Simplest UX** | Help Scout | Email-like interface"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|moonshot-small|Jira Service Management", "prompt": "c09-m3", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for IT** | Jira Service Management | ITIL compliance"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|moonshot-small|Gorgias", "prompt": "c09-m3", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Gorgias", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**E-commerce** | Gorgias | Native Shopify actions"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|moonshot-small|ServiceNow", "prompt": "c09-m3", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "IT-focused tools (Jira, ServiceNow) vs. customer experience platforms"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|openai-small|Zendesk", "prompt": "c09-m3", "model": "openai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Zendesk if you want a proven, flexible support platform with lots of channels and automation."}, {"id": "mai-20260915-0741-calibration_b|c09-m3|openai-small|Salesforce Service Cloud", "prompt": "c09-m3", "model": "openai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Salesforce Service Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you already live in Salesforce and want a deeply integrated enterprise service platform"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|openai-small|Intercom", "prompt": "c09-m3", "model": "openai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Intercom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Intercom if your support model is conversation-first"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|openai-small|Freshdesk", "prompt": "c09-m3", "model": "openai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Freshdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "commonly chosen for ease of use and value, especially for SMBs"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|openai-small|Help Scout", "prompt": "c09-m3", "model": "openai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Help Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "popular with smaller teams that want a lightweight, email-centric shared inbox plus knowledge base"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|openai-small|HubSpot Service Hub", "prompt": "c09-m3", "model": "openai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if your support team already lives in HubSpot CRM"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|openai-small|Zoho Desk", "prompt": "c09-m3", "model": "openai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Zoho Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "often attractive for cost-conscious teams already in the Zoho ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|openai-small|Jira Service Management", "prompt": "c09-m3", "model": "openai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "better for IT, engineering, and internal service desks than for classic customer support"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|openai-small|ServiceNow CSM", "prompt": "c09-m3", "model": "openai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "ServiceNow CSM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "enterprise-grade service operations for large, complex organizations"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|xai-small|Zendesk", "prompt": "c09-m3", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Large-scale omnichannel teams ... Highly customizable but complex/expensive at scale; add-ons inflate costs"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|xai-small|Freshdesk (Freshworks)", "prompt": "c09-m3", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Freshdesk (Freshworks)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "SMBs, budget multichannel ... Less enterprise depth"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|xai-small|Intercom", "prompt": "c09-m3", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Intercom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "AI-first, conversational SaaS ... Chat-heavy (weaker on phone/ITSM)"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|xai-small|Help Scout", "prompt": "c09-m3", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Help Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Small teams, email-first simplicity"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|xai-small|Zoho Desk", "prompt": "c09-m3", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Zoho Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Budget teams in Zoho ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|xai-small|Gorgias", "prompt": "c09-m3", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Gorgias", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "E-commerce (Shopify/DTC)"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|xai-small|HubSpot Service Hub", "prompt": "c09-m3", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "CRM-integrated teams"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|xai-small|Salesforce Service Cloud", "prompt": "c09-m3", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Salesforce Service Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprises with Salesforce CRM"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|xai-small|Front", "prompt": "c09-m3", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Front", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "inbox-style (Help Scout/Front for collaborative email feel)"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|xai-small|Jira Service Management", "prompt": "c09-m3", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Front, and Jira Service Management. These consistently rank high"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|zai-small|Zendesk", "prompt": "c09-m3", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Zendesk** - Enterprise Omnichannel Leader"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|zai-small|Freshdesk", "prompt": "c09-m3", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Freshdesk** - Best All-Rounder for SMBs"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|zai-small|ServiceNow", "prompt": "c09-m3", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For large enterprises:** Evaluate Zendesk or ServiceNow"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|zai-small|Zoho Desk", "prompt": "c09-m3", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For small businesses:** Start with Freshdesk or Zoho Desk"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|zai-small|HubSpot Service Hub", "prompt": "c09-m3", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For CRM integration:** Choose HubSpot Service Hub or Salesforce Service Cloud"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|zai-small|Intercom", "prompt": "c09-m3", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Intercom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For conversational support:** Intercom is ideal"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|zai-small|Jira Service Management", "prompt": "c09-m3", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**For IT/Dev teams:** Go with Jira Service Management"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|zai-small|Salesforce Service Cloud", "prompt": "c09-m3", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Salesforce Service Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**For CRM integration:** Choose HubSpot Service Hub or Salesforce Service Cloud"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|zai-small|Help Scout", "prompt": "c09-m3", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Help Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**9. Help Scout** - Small Team Simplicity"}, {"id": "mai-20260915-0741-calibration_b|c09-m3|zai-small|Gorgias", "prompt": "c09-m3", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "comparative", "raw": "Gorgias", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**For e-commerce:** Consider Gorgias"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|alibaba-small|Zoho Desk", "prompt": "c09-m4", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best \"Forever Free\" Option: Zoho Desk ... widely considered the most robust option"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|alibaba-small|Freshdesk", "prompt": "c09-m4", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Freshdesk if you need powerful automation right away and plan to grow quickly."}, {"id": "mai-20260915-0741-calibration_b|c09-m4|alibaba-small|Hiver", "prompt": "c09-m4", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Hiver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Simple Budget Option: Hiver ... is a strong contender."}, {"id": "mai-20260915-0741-calibration_b|c09-m4|alibaba-small|HubSpot", "prompt": "c09-m4", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best if you already pay for HubSpot marketing/sales tools."}, {"id": "mai-20260915-0741-calibration_b|c09-m4|alibaba-small|Intercom", "prompt": "c09-m4", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Intercom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Limited Trial | No true free tier | ~$29 / unit / mo"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|anthropic-small|Zoho Desk", "prompt": "c09-m4", "model": "anthropic-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Desk** is widely regarded as the best overall option for budget-conscious companies."}, {"id": "mai-20260915-0741-calibration_b|c09-m4|anthropic-small|Freshdesk", "prompt": "c09-m4", "model": "anthropic-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Freshdesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Zoho Desk and Freshdesk consistently emerge as the most cost-effective solutions for budget-limited companies."}, {"id": "mai-20260915-0741-calibration_b|c09-m4|anthropic-small|Help Scout", "prompt": "c09-m4", "model": "anthropic-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "platforms like Help Scout, Freshdesk, or Zoho Desk offer simplicity and affordable entry pricing"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|anthropic-small|BoldDesk", "prompt": "c09-m4", "model": "anthropic-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "BoldDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BoldDesk is an excellent fit for startups and support teams with limited IT resources"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|anthropic-small|HelpSpot", "prompt": "c09-m4", "model": "anthropic-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "HelpSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "HelpSpot offers the best balance of capability and value at $29/agent/month for email-centric teams"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|anthropic-small|Spiceworks", "prompt": "c09-m4", "model": "anthropic-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Spiceworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Spiceworks offers a free Core plan"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|challenger-small|Freshdesk", "prompt": "c09-m4", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Freshdesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall picks are **Freshdesk** and **Zoho Desk**"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|challenger-small|Zoho Desk", "prompt": "c09-m4", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "choose Zoho Desk if lowest cost matters most, or Freshdesk if you want the best overall budget platform"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|challenger-small|Help Scout", "prompt": "c09-m4", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for email-first small teams:** **Help Scout** ... but it is usually less \"cheap\""}, {"id": "mai-20260915-0741-calibration_b|c09-m4|challenger-small|LiveAgent", "prompt": "c09-m4", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "LiveAgent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best budget multichannel option:** **LiveAgent** \\u2014 frequently recommended for cost-conscious teams"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|challenger-small|HubSpot Service Hub", "prompt": "c09-m4", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Very small teams wanting a strong free option | Free tier available"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|deepseek-small|Zoho Desk", "prompt": "c09-m4", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Desk** is the best overall pick"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|deepseek-small|Freshdesk", "prompt": "c09-m4", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Freshdesk** (free up to 10 agents) ... are excellent alternatives"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|deepseek-small|osTicket", "prompt": "c09-m4", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "osTicket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "for the absolute lowest cost, **osTicket/FreeScout** self-hosted"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|deepseek-small|FreeScout", "prompt": "c09-m4", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "FreeScout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**osTicket** or **FreeScout** (open-source, free to self-host)"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|deepseek-small|Help Scout", "prompt": "c09-m4", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Help Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Email-first, personal-touch support"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|deepseek-small|HubSpot Service Hub", "prompt": "c09-m4", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**HubSpot Service Hub** or **Zoho Desk**. Both connect customer data directly to the help desk"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|deepseek-small|Zammad", "prompt": "c09-m4", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Zammad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Zammad** is the strongest open-source option if you need chat + social channels"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|deepseek-small|LiveAgent", "prompt": "c09-m4", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "LiveAgent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free omnichannel option (7-day history)"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|deepseek-small|Spiceworks", "prompt": "c09-m4", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Spiceworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Very light ticketing needs"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|deepseek-small|Tawk.to", "prompt": "c09-m4", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Tawk.to", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Tawk.to** (free live chat, unlimited agents)"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|deepseek-small|Tidio", "prompt": "c09-m4", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Tidio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Tidio** (up to 10 users, 50 conversations/mo free)"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|deepseek-small|Helply", "prompt": "c09-m4", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Helply", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Some tools like **Helply** charge per ticket (~$1/ticket) with unlimited seats"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|google-small|Zoho Desk", "prompt": "c09-m4", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho also stands out because it bundles basic AI drafting and an Answer Bot directly into its lower tiers without requiring a massive upgrade."}, {"id": "mai-20260915-0741-calibration_b|c09-m4|google-small|Jira Service Management", "prompt": "c09-m4", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Technical support, internal IT helpdesks... The Catch: It feels more like an IT ticketing system"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|google-small|Freshdesk", "prompt": "c09-m4", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "they have recently replaced it with a highly restricted \"Free Program\"... the Growth plan offers excellent ticketing, basic automations, and light reporting."}, {"id": "mai-20260915-0741-calibration_b|c09-m4|google-small|FreeScout", "prompt": "c09-m4", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "FreeScout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "open-source is the ultimate budget cheat code... If you expect fast team growth, prioritize flat-rate/self-hosted options like FreeScout."}, {"id": "mai-20260915-0741-calibration_b|c09-m4|google-small|Spiceworks Cloud Help Desk", "prompt": "c09-m4", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Spiceworks Cloud Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Spiceworks** if you need a completely free internal IT support platform with unlimited agents"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|google-small|Chatwoot", "prompt": "c09-m4", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Chatwoot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Omnichannel & Live Chat... manage live chat, email, WhatsApp, and social media channels from a single unified dashboard."}, {"id": "mai-20260915-0741-calibration_b|c09-m4|google-small|Keeping", "prompt": "c09-m4", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Keeping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Keeping or Hiver** if your team uses Google Workspace"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|google-small|Zendesk", "prompt": "c09-m4", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "skip the high-end tools (like Zendesk, Intercom, or Salesforce)"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|google-small|Intercom", "prompt": "c09-m4", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Intercom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "skip the high-end tools (like Zendesk, Intercom, or Salesforce)"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|google-small|Hiver", "prompt": "c09-m4", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Hiver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Hiver is built entirely inside Gmail. It is slightly more expensive but offers highly robust collaboration"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|google-small|Zammad", "prompt": "c09-m4", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Zammad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose Zammad** if you have a web developer on hand who can self-host"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|google-small|Salesforce", "prompt": "c09-m4", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "skip the high-end tools (like Zendesk, Intercom, or Salesforce)"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|google-small|Desk365", "prompt": "c09-m4", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Desk365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Known as one of the best \"value-for-money\" systems."}, {"id": "mai-20260915-0741-calibration_b|c09-m4|google-small|osTicket", "prompt": "c09-m4", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "osTicket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Zammad or osTicket:** Cost: $0 (100% free to download and self-host)"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|google-small|Help Scout", "prompt": "c09-m4", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Choose a tool like Help Scout (great UX, simple setup starting at $20/month)"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|meta-small|Zoho Desk", "prompt": "c09-m4", "model": "meta-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best customer support and helpdesk platform for a company with a limited budget is Zoho Desk."}, {"id": "mai-20260915-0741-calibration_b|c09-m4|meta-small|Crisp", "prompt": "c09-m4", "model": "meta-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Crisp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Crisp, Tidio, and osTicket"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|meta-small|Tidio", "prompt": "c09-m4", "model": "meta-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Tidio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Crisp, Tidio, and osTicket"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|meta-small|osTicket", "prompt": "c09-m4", "model": "meta-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "osTicket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Crisp, Tidio, and osTicket"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|minimax-small|Zoho Desk", "prompt": "c09-m4", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Budget Option: **Zoho Desk**"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|minimax-small|Freshdesk", "prompt": "c09-m4", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Ease of Use: **Freshdesk**"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|minimax-small|Help Scout", "prompt": "c09-m4", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Free/Trial Option: **Help Scout**"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|minimax-small|Mojo Helpdesk", "prompt": "c09-m4", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Mojo Helpdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mojo Helpdesk | Affordable | Small teams needing reliable ticketing"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|minimax-small|Monday Service", "prompt": "c09-m4", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Monday Service", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Monday Service** ($26/seat) – Flexible for growing teams"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|minimax-small|Tidio", "prompt": "c09-m4", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Tidio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Tidio** ($149/month) – Best if you need strong chatbot functionality"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|minimax-small|Front", "prompt": "c09-m4", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Front", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Front** ($19/agent) – Best for collaborative inbox workflows"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|mistral-small|Freshdesk", "prompt": "c09-m4", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Freshdesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall Budget Pick**: **Freshdesk** - offers the best balance of free tier (2 agents), affordable paid plans"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|mistral-small|Zoho Desk", "prompt": "c09-m4", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Zoho Users**: **Zoho Desk** - ... most cost-effective at $7/user/month"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|mistral-small|Help Scout", "prompt": "c09-m4", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Simplicity**: **Help Scout** - if your team primarily uses email"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|mistral-small|Groove", "prompt": "c09-m4", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Groove", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Starting price**: $12/month - Best for: Very small teams wanting simplicity"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|mistral-small|Tidio", "prompt": "c09-m4", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Tidio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For E-commerce:** - **Tidio** (free tier available) - chat-first approach"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|mistral-small|osTicket", "prompt": "c09-m4", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "osTicket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For Tech Teams:** - **osTicket** (free & self-hosted) - unlimited agents"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|mistral-small|Zammad", "prompt": "c09-m4", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Zammad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free cloud or self-hosted - Best for: IT support teams needing social media integration"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|moonshot-small|Zoho Desk", "prompt": "c09-m4", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Desk** — Best Overall Value ... **My recommendation:** Start with **Zoho Desk's free plan**"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|moonshot-small|Freshdesk", "prompt": "c09-m4", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Freshdesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Zoho Desk's free plan** or **Freshdesk's free tier** ... Both offer the best balance of features and affordability"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|moonshot-small|Help Scout", "prompt": "c09-m4", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Help Scout** — Best for Simplicity"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|moonshot-small|Hiver", "prompt": "c09-m4", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Hiver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hiver** — Best for Gmail Users"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|moonshot-small|HubSpot Service Hub", "prompt": "c09-m4", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**HubSpot Service Hub** — Best Free CRM Integration"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|openai-small|Zoho Desk", "prompt": "c09-m4", "model": "openai-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Zoho Desk** or **Freshdesk**"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|openai-small|Freshdesk", "prompt": "c09-m4", "model": "openai-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Freshdesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best choice is usually **Zoho Desk** or **Freshdesk**"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|openai-small|Spiceworks Cloud Help Desk", "prompt": "c09-m4", "model": "openai-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Spiceworks Cloud Help Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best free/cheapest entry point:** **Spiceworks Cloud Help Desk**"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|openai-small|Help Scout", "prompt": "c09-m4", "model": "openai-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong pick for small teams that mostly work from email, but its starting price is higher"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|xai-small|Zoho Desk", "prompt": "c09-m4", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Desk stands out as the best overall customer support and helpdesk platform for companies with a limited budget."}, {"id": "mai-20260915-0741-calibration_b|c09-m4|xai-small|Freshdesk", "prompt": "c09-m4", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Easy setup, growing teams | Free expires; AI extra"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|xai-small|Help Scout", "prompt": "c09-m4", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Email-first, simple/personal | Fewer multichannel options"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|xai-small|Spiceworks", "prompt": "c09-m4", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Spiceworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Truly free but optimized for *internal IT* ... limited integrations, ads, glitches, and no social/omnichannel"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|xai-small|Zendesk", "prompt": "c09-m4", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Zendesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid pricier ones like Zendesk ($19+/agent/mo) or Intercom unless you need enterprise scale."}, {"id": "mai-20260915-0741-calibration_b|c09-m4|xai-small|Intercom", "prompt": "c09-m4", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Intercom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid pricier ones like Zendesk ($19+/agent/mo) or Intercom unless you need enterprise scale."}, {"id": "mai-20260915-0741-calibration_b|c09-m4|zai-small|Zoho Desk", "prompt": "c09-m4", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Zoho Desk** — Tightest Budget Pick"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|zai-small|Freshdesk", "prompt": "c09-m4", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Freshdesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**2. Freshdesk** — Best All-Around"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|zai-small|Help Scout", "prompt": "c09-m4", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Teams preferring a shared inbox approach"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|zai-small|FreeScout", "prompt": "c09-m4", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "FreeScout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you have IT resources:** Choose **Chatwoot** or **FreeScout** for true cost savings"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|zai-small|osTicket", "prompt": "c09-m4", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "osTicket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you need email-only support:** **FreeScout** or **osTicket** are perfect"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|zai-small|Chatwoot", "prompt": "c09-m4", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Chatwoot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Chatwoot** or **FreeScout** for true cost savings"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|zai-small|Zammad", "prompt": "c09-m4", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "Zammad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**4. Zammad** — Most Complete Open Source"}, {"id": "mai-20260915-0741-calibration_b|c09-m4|zai-small|HubSpot Service Hub", "prompt": "c09-m4", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "budget", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you're already on HubSpot:** Consider **HubSpot Service Hub**"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|alibaba-small|ServiceNow", "prompt": "c09-m5", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "likely need something easier to implement and manage than enterprise giants like ServiceNow or Salesforce Service Cloud"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|alibaba-small|Salesforce Service Cloud", "prompt": "c09-m5", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Salesforce Service Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "easier to implement and manage than enterprise giants like ServiceNow or Salesforce Service Cloud (unless you already use those ecosystems)"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|alibaba-small|Zendesk", "prompt": "c09-m5", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**The All-Stars** | **Zendesk**, **HubSpot Service Hub** | Best-in-class omnichannel and integrations."}, {"id": "mai-20260915-0741-calibration_b|c09-m5|alibaba-small|HubSpot Service Hub", "prompt": "c09-m5", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**The All-Stars** | **Zendesk**, **HubSpot Service Hub** | Best-in-class omnichannel and integrations."}, {"id": "mai-20260915-0741-calibration_b|c09-m5|alibaba-small|Freshdesk", "prompt": "c09-m5", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cost-Effective** | **Freshdesk**, **Zoho Desk** | Great balance of price and features."}, {"id": "mai-20260915-0741-calibration_b|c09-m5|alibaba-small|Zoho Desk", "prompt": "c09-m5", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Cost-Effective** | **Freshdesk**, **Zoho Desk** | Great balance of price and features."}, {"id": "mai-20260915-0741-calibration_b|c09-m5|alibaba-small|HappyFox", "prompt": "c09-m5", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "HappyFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Modern/Flexible** | **HappyFox**, **Monday Service** | Highly customizable workflows"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|alibaba-small|Monday Service", "prompt": "c09-m5", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Monday Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Modern/Flexible** | **HappyFox**, **Monday Service** | Highly customizable workflows"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|alibaba-small|Help Scout", "prompt": "c09-m5", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Simplicity** | **Help Scout** | Best if you sell high-touch services where \"personal tone\" matters"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|deepseek-small|Zoho Desk", "prompt": "c09-m5", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Zoho Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Zoho Desk | ~$7–14 | Budget-friendly, Zia AI, Zoho ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|deepseek-small|Freshdesk", "prompt": "c09-m5", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Freshdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Freshdesk | ~$15–19 | Affordable, strong automation, mid-size sweet spot"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|deepseek-small|Help Scout", "prompt": "c09-m5", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Help Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Help Scout | ~$20–25 | Clean, email-centric"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|deepseek-small|Zendesk", "prompt": "c09-m5", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Zendesk | ~$19–55+ | Mature omnichannel, vast marketplace, AI add-ons"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|deepseek-small|Intercom", "prompt": "c09-m5", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Intercom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Intercom | ~$29+ / per-AI-resolution | Messaging/SaaS-first"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|deepseek-small|HubSpot Service Hub", "prompt": "c09-m5", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "HubSpot Service Hub | ~$9–90 | CRM-connected support"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|deepseek-small|Kustomer", "prompt": "c09-m5", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Kustomer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Kustomer / Salesforce / ServiceNow | $80–330+ | Enterprise-tier"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|deepseek-small|Salesforce", "prompt": "c09-m5", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Salesforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Kustomer / Salesforce / ServiceNow | $80–330+ | Enterprise-tier"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|deepseek-small|ServiceNow", "prompt": "c09-m5", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "others (Zendesk, Jira Service Management, ServiceNow) can scale to enterprise service management across departments"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|deepseek-small|Jira Service Management", "prompt": "c09-m5", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "others (Zendesk, Jira Service Management, ServiceNow) can scale to enterprise service management across departments"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|google-small|Gmail", "prompt": "c09-m5", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Gmail", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You have outgrown basic shared inboxes (like Gmail or entry-level helpdesks)"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|google-small|Zendesk", "prompt": "c09-m5", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Zendesk: The industry standard. Unmatched in scale, deeply customizable, and has a robust AI suite. Downside: Can be complex to set up and very expensive"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|google-small|Freshdesk", "prompt": "c09-m5", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An excellent, highly user-friendly alternative to Zendesk"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|google-small|HubSpot Service Hub", "prompt": "c09-m5", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal if your sales and marketing teams already use HubSpot CRM"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|google-small|Intercom", "prompt": "c09-m5", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Intercom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great for SaaS and digital-first companies... Intercom is the leader"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|google-small|Jira Service Management", "prompt": "c09-m5", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The gold standard if your product or engineering teams already live in the Atlassian ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|google-small|Freshservice", "prompt": "c09-m5", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A clean, cloud-first ITSM tool"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|google-small|HaloITSM", "prompt": "c09-m5", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "HaloITSM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Highly rated for its flat, straightforward pricing model"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|meta-small|HelpDesk.com", "prompt": "c09-m5", "model": "meta-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "HelpDesk.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular options to consider are HelpDesk.com, Zendesk, HubSpot Service Hub, Freshdesk, and monday service."}, {"id": "mai-20260915-0741-calibration_b|c09-m5|meta-small|Zendesk", "prompt": "c09-m5", "model": "meta-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular options to consider are HelpDesk.com, Zendesk, HubSpot Service Hub, Freshdesk, and monday service."}, {"id": "mai-20260915-0741-calibration_b|c09-m5|meta-small|HubSpot Service Hub", "prompt": "c09-m5", "model": "meta-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular options to consider are HelpDesk.com, Zendesk, HubSpot Service Hub, Freshdesk, and monday service."}, {"id": "mai-20260915-0741-calibration_b|c09-m5|meta-small|Freshdesk", "prompt": "c09-m5", "model": "meta-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Freshdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some popular options to consider are HelpDesk.com, Zendesk, HubSpot Service Hub, Freshdesk, and monday service."}, {"id": "mai-20260915-0741-calibration_b|c09-m5|meta-small|monday service", "prompt": "c09-m5", "model": "meta-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "monday service", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some popular options to consider are HelpDesk.com, Zendesk, HubSpot Service Hub, Freshdesk, and monday service."}, {"id": "mai-20260915-0741-calibration_b|c09-m5|minimax-small|Zendesk", "prompt": "c09-m5", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "look at **Zendesk**, **Freshdesk**, **Freshservice**, **HappyFox**, **Intercom**, or **ServiceNow**"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|minimax-small|Freshdesk", "prompt": "c09-m5", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Freshdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "look at **Zendesk**, **Freshdesk**, **Freshservice**, **HappyFox**, **Intercom**, or **ServiceNow**"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|minimax-small|Freshservice", "prompt": "c09-m5", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Freshservice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "look at **Zendesk**, **Freshdesk**, **Freshservice**, **HappyFox**, **Intercom**, or **ServiceNow**"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|minimax-small|HappyFox", "prompt": "c09-m5", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "HappyFox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "look at **Zendesk**, **Freshdesk**, **Freshservice**, **HappyFox**, **Intercom**, or **ServiceNow**"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|minimax-small|Intercom", "prompt": "c09-m5", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Intercom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "look at **Zendesk**, **Freshdesk**, **Freshservice**, **HappyFox**, **Intercom**, or **ServiceNow**"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|minimax-small|ServiceNow", "prompt": "c09-m5", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**ServiceNow** (if you need enterprise-grade IT service management)"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|mistral-small|Zendesk Suite (Enterprise)", "prompt": "c09-m5", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Zendesk Suite (Enterprise)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Enterprise-focused:**\n- Zendesk Suite (Enterprise)"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|mistral-small|Freshworks (Freddy AI)", "prompt": "c09-m5", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Freshworks (Freddy AI)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- Freshworks (Freddy AI)"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|mistral-small|Salesforce Service Cloud", "prompt": "c09-m5", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Salesforce Service Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- Salesforce Service Cloud"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|mistral-small|Microsoft Dynamics 365 Customer Service", "prompt": "c09-m5", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Microsoft Dynamics 365 Customer Service", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- Microsoft Dynamics 365 Customer Service"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|mistral-small|Intercom (Fin)", "prompt": "c09-m5", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Intercom (Fin)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Mid-market with scale:**\n- Intercom (Fin)"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|mistral-small|Help Scout", "prompt": "c09-m5", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Help Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- Help Scout"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|mistral-small|Zoho Desk", "prompt": "c09-m5", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Zoho Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "- Zoho Desk"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|mistral-small|HappyFox", "prompt": "c09-m5", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "HappyFox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "- HappyFox"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|mistral-small|osTicket", "prompt": "c09-m5", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "osTicket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Open-source/self-hosted:**\n- osTicket"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|mistral-small|UVDesk", "prompt": "c09-m5", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "UVDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "- UVDesk"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|mistral-small|SuiteCRM", "prompt": "c09-m5", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "SuiteCRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "- SuiteCRM"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|moonshot-small|Zendesk", "prompt": "c09-m5", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zendesk** | Broad enterprise standardization | ~$115-169/agent/mo | Largest integration ecosystem, proven at scale"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|moonshot-small|Freshdesk", "prompt": "c09-m5", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Freshdesk** | Value-conscious enterprises | ~$89/agent/mo | Strong features at lower cost"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|moonshot-small|Front", "prompt": "c09-m5", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Front", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Front** | Cross-functional teams | ~$105/seat | Excellent collaboration features"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|moonshot-small|Intercom", "prompt": "c09-m5", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Intercom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Intercom** | Product-led/tech companies | $132/seat + $0.99/resolution | Best-in-class AI (Fin)"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|moonshot-small|Gorgias", "prompt": "c09-m5", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Gorgias", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Per-ticket/resolution** | Gorgias | Low volume or high deflection | Expensive if volume spikes"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|moonshot-small|Kustomer", "prompt": "c09-m5", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Kustomer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Kustomer** | Relationship-driven, high-touch | ~$89/seat | Unified customer timeline"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|moonshot-small|ServiceNow", "prompt": "c09-m5", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**ServiceNow** | IT-heavy organizations | Custom pricing | Deep workflow automation"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|xai-small|Zendesk", "prompt": "c09-m5", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Prioritize tools like Zendesk, Freshdesk (Freshworks), Zoho Desk, HappyFox, or Intercom, which are frequently recommended for this size"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|xai-small|Freshdesk", "prompt": "c09-m5", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Freshdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| Freshdesk | $15-19 | AI automation, scalability, value | 4.4-4.5 |"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|xai-small|Zoho Desk", "prompt": "c09-m5", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Zoho Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Zoho Desk | $14-7 (free tier) | Customizable, affordable | 4.4-4.5 |"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|xai-small|HappyFox", "prompt": "c09-m5", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "HappyFox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| HappyFox | $24+ (quote) | Automation, multi-dept | 4.5-4.6 |"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|xai-small|Intercom", "prompt": "c09-m5", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Intercom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Intercom | $29+ | AI resolution, chat-first | 4.5 |"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|zai-small|Freshdesk", "prompt": "c09-m5", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Freshdesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Freshdesk** - Strong mid-market option with AI, automation, and reporting"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|zai-small|Zendesk", "prompt": "c09-m5", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zendesk** - Enterprise platform with broad functionality"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|zai-small|Intercom Fin", "prompt": "c09-m5", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Intercom Fin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Intercom Fin** - If you already use Intercom for in-app messaging"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|zai-small|Help Scout", "prompt": "c09-m5", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Help Scout** - Simple shared inbox experience"}, {"id": "mai-20260915-0741-calibration_b|c09-m5|zai-small|Richpanel", "prompt": "c09-m5", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "scale", "raw": "Richpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Richpanel** - AI-first approach with resolution guarantees"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|alibaba-small|Zendesk", "prompt": "c09-m6", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "notorious for having a \"bait-and-switch\" pricing model and structural friction for growing teams"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|alibaba-small|Freshdesk", "prompt": "c09-m6", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Freshdesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Freshdesk has faced recent backlash for \"clunky\" core mechanics"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|alibaba-small|HubSpot Service Hub", "prompt": "c09-m6", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its helpdesk module is often cited as an \"afterthought\" that lacks the punch of dedicated support tools"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|alibaba-small|Jira Service Management", "prompt": "c09-m6", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Jira assumes your agents understand ITIL concepts ... which confuses standard customer support representatives"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|alibaba-small|Salesforce Service Cloud", "prompt": "c09-m6", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Salesforce Service Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Salesforce requires weeks of implementation and often external consultants"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|alibaba-small|Mojo Helpdesk", "prompt": "c09-m6", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Mojo Helpdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "many smaller platforms (like Mojo Helpdesk or HappyFox) can be great fits"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|alibaba-small|HappyFox", "prompt": "c09-m6", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "HappyFox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "many smaller platforms (like Mojo Helpdesk or HappyFox) can be great fits"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|alibaba-small|Help Scout", "prompt": "c09-m6", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Help Scout", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "If you want simplicity and hate the complexity of Zendesk: Look at Help Scout or Intercom"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|alibaba-small|Intercom", "prompt": "c09-m6", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Intercom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Look at **Help Scout** or **Intercom**"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|alibaba-small|Zoho Desk", "prompt": "c09-m6", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you want an all-in-one for less than HubSpot's bloated pricing: Look at Zoho Desk"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|alibaba-small|ProProfs", "prompt": "c09-m6", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "ProProfs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "lower-tier competitors like **ProProfs**"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|alibaba-small|Freshservice", "prompt": "c09-m6", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Freshservice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "If you need robust IT support: Freshservice is generally viewed more favorably"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|alibaba-small|ManageEngine", "prompt": "c09-m6", "model": "alibaba-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "ManageEngine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "more favorably regarding modern UI and ease of use than Salesforce or legacy ManageEngine setups"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|anthropic-small|Zendesk", "prompt": "c09-m6", "model": "anthropic-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "here are the customer support and helpdesk platforms you should be cautious about: ## Zendesk ... Zendesk has a Trustpilot score of 1.7/5"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|anthropic-small|Freshdesk", "prompt": "c09-m6", "model": "anthropic-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Freshdesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Freshdesk has a TrustScore of 2.1 out of 5 on Trustpilot. Most reviewers were unhappy with their experience overall"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|anthropic-small|HappyFox", "prompt": "c09-m6", "model": "anthropic-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "HappyFox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "HappyFox has received complaints about poor customer service, with extremely slow response times to emails"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|challenger-small|Zendesk", "prompt": "c09-m6", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Zendesk** — Often described as **powerful but complex**, with long implementation times, a steep learning curve, and costs that can rise quickly"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|challenger-small|Salesforce Service Cloud", "prompt": "c09-m6", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Salesforce Service Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "a platform where the **implementation complexity may not be worth it** for early-stage or smaller teams"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|challenger-small|Intercom", "prompt": "c09-m6", "model": "challenger-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Intercom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it can be a poor fit if your primary need is **internal IT, HR, or operations support**"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|deepseek-small|Zendesk", "prompt": "c09-m6", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "biggest red flag on billing, support, and security ... It's generally *not* worth it for small teams"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|deepseek-small|Intercom", "prompt": "c09-m6", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Intercom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "notoriously confusing, expensive pricing + weak support ... Be very cautious about usage-based costs you can't cap."}, {"id": "mai-20260915-0741-calibration_b|c09-m6|deepseek-small|Freshdesk", "prompt": "c09-m6", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Freshdesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "\"cheap license, expensive ownership\" ... The caution is really about **total cost of ownership** rather than \"avoid.\""}, {"id": "mai-20260915-0741-calibration_b|c09-m6|deepseek-small|Salesforce Service Cloud", "prompt": "c09-m6", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Salesforce Service Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Unless your entire company already lives in Salesforce, this is overkill."}, {"id": "mai-20260915-0741-calibration_b|c09-m6|deepseek-small|ServiceNow", "prompt": "c09-m6", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "\"expensive to implement, own, and change\"; built for large IT/ITSM operations, not customer-facing support"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|deepseek-small|Zoho Desk", "prompt": "c09-m6", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Zoho Desk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "great value, but steep learning curve, essential features (like live chat) locked behind enterprise tiers"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|deepseek-small|Help Scout", "prompt": "c09-m6", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Help Scout", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "\"doesn't scale\": no native SLA support, limited reporting/omnichannel ... **Not a full helpdesk**"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|deepseek-small|Kayako", "prompt": "c09-m6", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Kayako", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "users cite poor vendor support, \"unethical sales tactics,\" high upgrade fees, a cluttered interface, and weak analytics"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|deepseek-small|HubSpot Service Hub", "prompt": "c09-m6", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "fine if you're already on HubSpot, but ... pricing scales sharply with contacts"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|deepseek-small|LiveAgent", "prompt": "c09-m6", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "LiveAgent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Help Scout, Zoho Desk, Freshdesk, LiveAgent"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|deepseek-small|Kustomer", "prompt": "c09-m6", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Kustomer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Freshdesk, Kustomer, Front"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|deepseek-small|Front", "prompt": "c09-m6", "model": "deepseek-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Front", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Freshdesk, Kustomer, Front"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|google-small|Intercom (Fin)", "prompt": "c09-m6", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Intercom (Fin)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Platforms to approach with caution:** **Intercom (Fin)** and **Zendesk**"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|google-small|Zendesk", "prompt": "c09-m6", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Zendesk similarly charges outcome-based pricing for its AI agents on top of high monthly seat costs."}, {"id": "mai-20260915-0741-calibration_b|c09-m6|google-small|Salesforce Service Cloud", "prompt": "c09-m6", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Salesforce Service Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms to approach with caution:** **Zendesk Suite** and **Salesforce Service Cloud**"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|google-small|BMC Remedy (Helix)", "prompt": "c09-m6", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "BMC Remedy (Helix)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms to avoid or migrate away from:** **BMC Remedy (Helix)**"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|google-small|SolarWinds Web Help Desk (WHD)", "prompt": "c09-m6", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "SolarWinds Web Help Desk (WHD)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "it has suffered from severe security exploits in the wild"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|google-small|Deprecated Spiceworks On-Premises", "prompt": "c09-m6", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Deprecated Spiceworks On-Premises", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid trying to host legacy versions, as they lack modern authentication standards"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|google-small|Freshdesk", "prompt": "c09-m6", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Freshdesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Platforms to approach with caution:** **Freshdesk** and **Zoho Desk**"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|google-small|Zoho Desk", "prompt": "c09-m6", "model": "google-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Zoho Desk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "they do not scale smoothly"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|meta-small|Freshdesk", "prompt": "c09-m6", "model": "meta-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Freshdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The results include a mix of popular and lesser-known platforms, such as Freshdesk, Zendesk, Help Scout, and Gorgias, among others."}, {"id": "mai-20260915-0741-calibration_b|c09-m6|meta-small|Zendesk", "prompt": "c09-m6", "model": "meta-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as Freshdesk, Zendesk, Help Scout, and Gorgias, among others"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|meta-small|Help Scout", "prompt": "c09-m6", "model": "meta-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Help Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Freshdesk, Zendesk, Help Scout, and Gorgias, among others"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|meta-small|Gorgias", "prompt": "c09-m6", "model": "meta-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Gorgias", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as Freshdesk, Zendesk, Help Scout, and Gorgias, among others"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|minimax-small|Salesforce Service Cloud", "prompt": "c09-m6", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Salesforce Service Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Powerful but has steep learning curve, high implementation/admin overhead, and \"fragmented customer histories\" is a top complaint"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|minimax-small|ServiceNow", "prompt": "c09-m6", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Expensive to implement, own, and change. Some users report significant frustration"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|minimax-small|Zendesk", "prompt": "c09-m6", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "some users complain about over-reliance on automation that feels impersonal, slow support responsiveness"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|minimax-small|Xurrent", "prompt": "c09-m6", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Xurrent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "ITSM platforms (like Xurrent, ServiceNow) are designed for internal IT teams—not ideal for customer-facing support"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|minimax-small|HubSpot", "prompt": "c09-m6", "model": "minimax-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CRM-native platforms (Salesforce, HubSpot) work best if you're already deeply embedded in that ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|mistral-small|Zendesk", "prompt": "c09-m6", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**1. Zendesk** - *High Risk*"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|mistral-small|LiveAgent", "prompt": "c09-m6", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "LiveAgent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**2. LiveAgent** - *Moderate to High Risk*"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|mistral-small|TeamSupport", "prompt": "c09-m6", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "TeamSupport", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**3. TeamSupport** - *High Risk*"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|mistral-small|Freshdesk", "prompt": "c09-m6", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Freshdesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**4. Freshdesk** - *Caution Required*"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|mistral-small|Intercom", "prompt": "c09-m6", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Intercom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Intercom** - *Use with Caution*"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|mistral-small|HappyFox", "prompt": "c09-m6", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "HappyFox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**HappyFox** - *Limited Concerns*"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|mistral-small|Zoho Desk", "prompt": "c09-m6", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**For SMBs:** Freshdesk (with caution), Zoho Desk, Help Scout"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|mistral-small|Help Scout", "prompt": "c09-m6", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**For SMBs:** Freshdesk (with caution), Zoho Desk, Help Scout"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|mistral-small|Salesforce Service Cloud", "prompt": "c09-m6", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Salesforce Service Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**For Enterprises:** Salesforce Service Cloud"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|mistral-small|Gorgias", "prompt": "c09-m6", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Gorgias", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**For SaaS:** Intercom, Gorgias"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|mistral-small|Jira Service Management", "prompt": "c09-m6", "model": "mistral-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**For IT teams:** Jira Service Management"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|moonshot-small|Kayako", "prompt": "c09-m6", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Kayako", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Consider migrating away if you're currently using Kayako."}, {"id": "mai-20260915-0741-calibration_b|c09-m6|moonshot-small|TeamSupport", "prompt": "c09-m6", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "TeamSupport", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "\"Do Not Use - After merger, support decreased and prices increased\""}, {"id": "mai-20260915-0741-calibration_b|c09-m6|moonshot-small|GrooveHQ", "prompt": "c09-m6", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "GrooveHQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Account Stability Concerns... \"They will just close your account down with no warning and no reason.\""}, {"id": "mai-20260915-0741-calibration_b|c09-m6|moonshot-small|Spiceworks", "prompt": "c09-m6", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Spiceworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Data Privacy & Compliance Red Flags... Not HIPAA compliant"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|moonshot-small|Zendesk", "prompt": "c09-m6", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Zendesk — Security & Pricing Cautions"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|moonshot-small|Freshdesk", "prompt": "c09-m6", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Freshdesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Freshdesk — Scaling Limitations ... Popular but with growing pain points"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|moonshot-small|Strikedeck", "prompt": "c09-m6", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Strikedeck", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Discontinued 2019 (acquired by Medallia) | ❌ Dead"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|moonshot-small|Nudge.ai", "prompt": "c09-m6", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Nudge.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Shut down 2020 | ❌ Dead"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|moonshot-small|ExecVision", "prompt": "c09-m6", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "ExecVision", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Rebranded to Coach360 2022 | ⚠️ Changed"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|moonshot-small|UpdateAI", "prompt": "c09-m6", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "UpdateAI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Acquired by Gainsight 2025 | ⚠️ Winding down"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|moonshot-small|Wingman", "prompt": "c09-m6", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Wingman", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Became Clari Copilot (price doubled)"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|moonshot-small|Zoho Desk", "prompt": "c09-m6", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Safer Alternatives to Consider | Zoho Desk | Budget-conscious teams | $7/agent/month | Transparent pricing"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|moonshot-small|HappyFox", "prompt": "c09-m6", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "HappyFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "HappyFox | Growing multi-department teams | $24/agent"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|moonshot-small|Help Scout", "prompt": "c09-m6", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Help Scout | Small email-first teams | $25/agent | Simple, clean interface"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|moonshot-small|HubSpot Service Hub", "prompt": "c09-m6", "model": "moonshot-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "HubSpot Service Hub | CRM-integrated support | Free/$9/agent"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|openai-small|Freshdesk", "prompt": "c09-m6", "model": "openai-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Freshdesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Freshdesk** — because of reliability/support/billing complaints."}, {"id": "mai-20260915-0741-calibration_b|c09-m6|openai-small|Jira Service Management", "prompt": "c09-m6", "model": "openai-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Jira Service Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not because it's inherently bad, but because you need disciplined security patching and version control"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|openai-small|Support Board", "prompt": "c09-m6", "model": "openai-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Support Board", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Support Board** — some reviews show mixed reliability and support experiences."}, {"id": "mai-20260915-0741-calibration_b|c09-m6|openai-small|Zendesk", "prompt": "c09-m6", "model": "openai-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a **comparison table for Zendesk vs Intercom vs Freshdesk vs Jira Service Management vs LiveAgent**"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|openai-small|Intercom", "prompt": "c09-m6", "model": "openai-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Intercom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "comparison table for Zendesk vs Intercom vs Freshdesk"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|openai-small|LiveAgent", "prompt": "c09-m6", "model": "openai-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "LiveAgent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "vs Jira Service Management vs LiveAgent"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|xai-small|Zendesk", "prompt": "c09-m6", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Avoid if**: Small/mid teams; prefer simple/affordable. Good for large enterprises."}, {"id": "mai-20260915-0741-calibration_b|c09-m6|xai-small|Freshdesk", "prompt": "c09-m6", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Freshdesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Clunky ticketing**: Child tickets create duplicates; workflow glitches... **Avoid if**: Heavy ticketing volume."}, {"id": "mai-20260915-0741-calibration_b|c09-m6|xai-small|Zoho Desk", "prompt": "c09-m6", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Small team? Help Scout/Zoho Desk (cheaper, simpler)."}, {"id": "mai-20260915-0741-calibration_b|c09-m6|xai-small|Help Scout", "prompt": "c09-m6", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Small team? Help Scout/Zoho Desk (cheaper, simpler)."}, {"id": "mai-20260915-0741-calibration_b|c09-m6|xai-small|mHelpDesk", "prompt": "c09-m6", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "mHelpDesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Bad support**: Weeks for responses; \"scam\" accusations... **Avoid if**: Field service; outdated product."}, {"id": "mai-20260915-0741-calibration_b|c09-m6|xai-small|HelpDesk.com", "prompt": "c09-m6", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "HelpDesk.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Billing scams**: Charges post-trial without notice; strict no-refund policy"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|xai-small|Salesforce", "prompt": "c09-m6", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Zendesk/Salesforce hit repeatedly (2025 breaches exposed millions via integrations)."}, {"id": "mai-20260915-0741-calibration_b|c09-m6|xai-small|Front", "prompt": "c09-m6", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Front", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Top safer bets** (high ratings, fewer complaints): Front (4.7/5)"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|xai-small|Gorgias", "prompt": "c09-m6", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "Gorgias", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Gorgias (ecom, 4.6/5)"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|xai-small|HappyFox", "prompt": "c09-m6", "model": "xai-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "HappyFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "HappyFox (automation, 4.5/5)"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|zai-small|SolarWinds Web Help Desk", "prompt": "c09-m6", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "SolarWinds Web Help Desk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Had a critical vulnerability (CVE-2024-28987) with hardcoded admin credentials that allowed unauthenticated attackers to access the system"}, {"id": "mai-20260915-0741-calibration_b|c09-m6|zai-small|HelpDesk", "prompt": "c09-m6", "model": "zai-small", "cat": "customer-support-helpdesk", "variant": "negative", "raw": "HelpDesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Generic \"HelpDesk\" platforms** with consistently negative reviews, including complaints about poor customer support, billing issues, and lack of responsiveness"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|alibaba-small|Snowflake", "prompt": "c10-m1", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Snowflake** as your data lakehouse. It provides the necessary governance for CRM and financial data"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|alibaba-small|dbt (data build tool)", "prompt": "c10-m1", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "dbt (data build tool)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pair it with **dbt** for reliability."}, {"id": "mai-20260915-0741-calibration_b|c10-m1|alibaba-small|Hightouch", "prompt": "c10-m1", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Currently widely considered the leader for marketing-first activation"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|alibaba-small|BigQuery", "prompt": "c10-m1", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highly cost-effective for mid-market companies because of its \"On-Demand\" pricing model"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|alibaba-small|Fivetran", "prompt": "c10-m1", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The market leader for automated pipelines."}, {"id": "mai-20260915-0741-calibration_b|c10-m1|alibaba-small|Fivetran Activations (formerly Census)", "prompt": "c10-m1", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Fivetran Activations (formerly Census)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Fivetran Activations** if your data engineering team wants to handle the activation logic programmatically"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|alibaba-small|Airbyte", "prompt": "c10-m1", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "An open-source alternative to Fivetran that can keep costs low if you are willing to manage the orchestration yourself."}, {"id": "mai-20260915-0741-calibration_b|c10-m1|alibaba-small|RudderStack", "prompt": "c10-m1", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "RudderStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A developer-first hybrid platform... perfect for technical teams"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|anthropic-small|Snowflake", "prompt": "c10-m1", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snowflake offers scalability and flexibility to build custom solutions, and excels when you need cross-organizational data sharing"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|anthropic-small|Google BigQuery", "prompt": "c10-m1", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The leading data warehouse solutions—Snowflake, Google BigQuery, and Amazon Redshift—are commonly chosen"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|anthropic-small|Amazon Redshift", "prompt": "c10-m1", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Amazon Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The leading data warehouse solutions—Snowflake, Google BigQuery, and Amazon Redshift—are commonly chosen"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|anthropic-small|Hightouch", "prompt": "c10-m1", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Hightouch is the default recommendation"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|anthropic-small|Census", "prompt": "c10-m1", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for dbt-native analytics engineering teams."}, {"id": "mai-20260915-0741-calibration_b|c10-m1|anthropic-small|Polytomic", "prompt": "c10-m1", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Polytomic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for B2B teams syncing account data to a CRM."}, {"id": "mai-20260915-0741-calibration_b|c10-m1|anthropic-small|Fivetran Activations", "prompt": "c10-m1", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Fivetran Activations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "offering managed, automated reverse ETL pipelines without writing code"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|anthropic-small|Funnel.io", "prompt": "c10-m1", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Funnel.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "combining Fivetran or Funnel.io with a cloud warehouse for automated data pipelines"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|anthropic-small|dbt Cloud", "prompt": "c10-m1", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "dbt Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "dbt Cloud's Semantic Layer uses MetricFlow to translate metric requests into optimized SQL"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|challenger-small|BigQuery", "prompt": "c10-m1", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best warehouse choice: BigQuery ... BigQuery is presented as the right default warehouse"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|challenger-small|Snowflake", "prompt": "c10-m1", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your org already standardizes on Snowflake, that is also a strong fit"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|challenger-small|Hightouch", "prompt": "c10-m1", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best reverse ETL choice: Hightouch"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|challenger-small|Improvado", "prompt": "c10-m1", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Improvado", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Improvado is positioned for mid-market and enterprise teams with many sources and limited data engineering resources"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|challenger-small|LeadJourney", "prompt": "c10-m1", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "LeadJourney", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "LeadJourney is described as a strong option when the main need is attribution intelligence out of the box"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|challenger-small|dbt", "prompt": "c10-m1", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "dbt for modeling"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|challenger-small|Fivetran", "prompt": "c10-m1", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Fivetran or Funnel.io for ingestion if you need broad connector coverage"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|challenger-small|Funnel.io", "prompt": "c10-m1", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Funnel.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Fivetran or Funnel.io for ingestion"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|challenger-small|Cometly", "prompt": "c10-m1", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Cometly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "LeadJourney or Cometly for attribution-focused marketing intelligence"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|deepseek-small|BigQuery", "prompt": "c10-m1", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Warehouse:** Google **BigQuery** (default for most)"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|deepseek-small|Snowflake", "prompt": "c10-m1", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Snowflake + Fivetran Activations** as the strong alternative"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|deepseek-small|Hightouch", "prompt": "c10-m1", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Hightouch is the default recommendation** for marketing/growth teams with an existing warehouse"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|deepseek-small|Fivetran Activations", "prompt": "c10-m1", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Fivetran Activations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "is the pick if you already run Fivetran for ingestion"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|deepseek-small|dbt", "prompt": "c10-m1", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Transform layer (recommended partner):** **dbt**"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|deepseek-small|Fivetran", "prompt": "c10-m1", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Ingestion: **Fivetran** or **Airbyte**"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|deepseek-small|RudderStack", "prompt": "c10-m1", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "RudderStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Event collection + activation, open-source"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|deepseek-small|Polytomic", "prompt": "c10-m1", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Polytomic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Bidirectional sync | 100+ | From ~$500/mo"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|deepseek-small|Airbyte", "prompt": "c10-m1", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Open-source, budget | Broad | Self-hosted free | Engineering-heavy"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|google-small|Google BigQuery", "prompt": "c10-m1", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Google BigQuery** is almost always the better choice for mid-market B2B marketing"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|google-small|Twilio Segment", "prompt": "c10-m1", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Twilio Segment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Instead of buying expensive, packaged customer data platforms (like Twilio Segment or Tealium) that lock you into proprietary schemas"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|google-small|Tealium", "prompt": "c10-m1", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Tealium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "expensive, packaged customer data platforms (like Twilio Segment or Tealium) that lock you into proprietary schemas"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|google-small|Snowflake", "prompt": "c10-m1", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unlike Snowflake, there are no \"compute wake-up\" or idle-time warehouse fees, which can quickly drain a mid-market budget"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|google-small|Fivetran", "prompt": "c10-m1", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Fivetran is the industry standard for automatically syncing these systems into BigQuery without breaking."}, {"id": "mai-20260915-0741-calibration_b|c10-m1|google-small|Airbyte Cloud", "prompt": "c10-m1", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Airbyte Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Airbyte Cloud** *(Lower cost)*"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|google-small|Airbyte", "prompt": "c10-m1", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Alternative:** **Airbyte** (great if you want an open-source, self-hosted option to save on ingestion costs)"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|google-small|dbt", "prompt": "c10-m1", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You need dbt to model **Lead-to-Account mapping**"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|google-small|Hightouch", "prompt": "c10-m1", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Standardize on **Google BigQuery + Fivetran + dbt + Hightouch**"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|google-small|dbt Cloud", "prompt": "c10-m1", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "dbt Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "| **Transformation** | **dbt Cloud** | — |"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|google-small|Fivetran Activations (formerly Census)", "prompt": "c10-m1", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Fivetran Activations (formerly Census)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Fivetran Activations (Census) if your primary users are Data Engineers"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|google-small|HockeyStack", "prompt": "c10-m1", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "HockeyStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**If you have no data resource:** Choose **HockeyStack** for attribution and data integration"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|google-small|Dreamdata", "prompt": "c10-m1", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Dreamdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "The Hub & Attribution Platform: HockeyStack or Dreamdata"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|google-small|Polytomic", "prompt": "c10-m1", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Polytomic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "paired with **Polytomic** or **Zoody** for lightweight CRM syncing"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|google-small|Zoody", "prompt": "c10-m1", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Zoody", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Zoody** is built specifically for HubSpot-centric RevOps teams to pull SQL/product data into HubSpot"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|meta-small|Segment", "prompt": "c10-m1", "model": "meta-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Segment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Segment and BlueConic for customer data platforms (CDPs) with manageable starting prices"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|meta-small|BlueConic", "prompt": "c10-m1", "model": "meta-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "BlueConic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Segment and BlueConic for customer data platforms (CDPs) with manageable starting prices"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|meta-small|Hightouch", "prompt": "c10-m1", "model": "meta-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Hightouch for warehouse-native activation"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|meta-small|Twilio Segment", "prompt": "c10-m1", "model": "meta-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Twilio Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Twilio Segment for developer-friendly event tracking"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|minimax-small|Snowflake", "prompt": "c10-m1", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Snowflake is the top recommendation for mid-market B2B companies"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|minimax-small|BigQuery", "prompt": "c10-m1", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternatives:** BigQuery (if you want serverless and deep Google AI integration)"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|minimax-small|Redshift", "prompt": "c10-m1", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Redshift (if you're already AWS-centric)"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|minimax-small|Hightouch", "prompt": "c10-m1", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Hightouch is the strongest choice for mid-market B2B companies"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|minimax-small|Census", "prompt": "c10-m1", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Census** — better if you need strict governance, dbt integration, and Git-based sync management"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|minimax-small|Segment", "prompt": "c10-m1", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Segment + Hightouch — if you need event collection *and* activation"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|minimax-small|Polytomic", "prompt": "c10-m1", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Polytomic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Polytomic** — fastest no-code setup if speed to value is your top priority"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|minimax-small|dbt", "prompt": "c10-m1", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Data Modeling | dbt (if you have data engineering resources)"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|mistral-small|Google BigQuery", "prompt": "c10-m1", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Core Data Warehouse: Google BigQuery ... For most B2B companies under $50M ARR, BigQuery is the right choice"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|mistral-small|Census", "prompt": "c10-m1", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Census", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Reverse ETL Platform: Census - Specifically designed for mid-market teams, integrates seamlessly with BigQuery"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|mistral-small|Snowflake", "prompt": "c10-m1", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Data Warehouse: BigQuery or Snowflake"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|mistral-small|Hightouch", "prompt": "c10-m1", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Reverse ETL: Census or Hightouch"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|mistral-small|HubSpot", "prompt": "c10-m1", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CRM/CDP: HubSpot Marketing Hub Enterprise - Data Warehouse: Built-in data lake - Reverse ETL: Native HubSpot features"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|moonshot-small|Snowflake", "prompt": "c10-m1", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Data Warehouse: **Snowflake** ... It's the safest default for mid-market B2B"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|moonshot-small|BigQuery", "prompt": "c10-m1", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Alternative: **BigQuery**"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|moonshot-small|Hightouch", "prompt": "c10-m1", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Snowflake + Hightouch** is the default choice"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|moonshot-small|Census", "prompt": "c10-m1", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### Alternative: **Census**"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|moonshot-small|Hevo Activate", "prompt": "c10-m1", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Hevo Activate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Budget-constrained and already use Hevo for ETL | **BigQuery + Hevo Activate** (~$239/month add-on)"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|openai-small|Snowflake", "prompt": "c10-m1", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snowflake + dbt + Hightouch** for most mid-market B2B teams."}, {"id": "mai-20260915-0741-calibration_b|c10-m1|openai-small|BigQuery", "prompt": "c10-m1", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **BigQuery + dbt + Hightouch** if: your company is deeply on Google Cloud"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|openai-small|dbt", "prompt": "c10-m1", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "dbt is the common modeling layer in these composable stacks"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|openai-small|Hightouch", "prompt": "c10-m1", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Hightouch is built specifically for warehouse-native data activation / reverse ETL."}, {"id": "mai-20260915-0741-calibration_b|c10-m1|openai-small|Segment", "prompt": "c10-m1", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Add Segment** only if you need a CDP for tracking and identity."}, {"id": "mai-20260915-0741-calibration_b|c10-m1|openai-small|Census", "prompt": "c10-m1", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Census", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a **vendor comparison table** of Snowflake vs BigQuery and Hightouch vs Census vs Segment."}, {"id": "mai-20260915-0741-calibration_b|c10-m1|xai-small|Google BigQuery", "prompt": "c10-m1", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recommended Stack: Google BigQuery (Warehouse) + Hightouch (Reverse ETL)"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|xai-small|Hightouch", "prompt": "c10-m1", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Hightouch as Reverse ETL: Widest destination coverage (200+ ...), no-code audience builder for marketers"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|xai-small|dbt", "prompt": "c10-m1", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pairs seamlessly with dbt for transformations"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|xai-small|Fivetran", "prompt": "c10-m1", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "plus ~$500-1K for ELT like Fivetran/Airbyte"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|xai-small|Airbyte", "prompt": "c10-m1", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "plus ~$500-1K for ELT like Fivetran/Airbyte"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|xai-small|Snowflake", "prompt": "c10-m1", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Snowflake: Multi-cloud, governance, $800-3K/mo"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|xai-small|Databricks", "prompt": "c10-m1", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Databricks: ML/lakehouse, $1-5K/mo ... AI-heavy"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|xai-small|Census", "prompt": "c10-m1", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Census: dbt-native, governance, $300-2K/mo"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|xai-small|RudderStack", "prompt": "c10-m1", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "RudderStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "RudderStack: Open-source, event streaming, $500-2K/mo"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|xai-small|Redshift", "prompt": "c10-m1", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "If AWS-locked, consider Redshift."}, {"id": "mai-20260915-0741-calibration_b|c10-m1|zai-small|Snowflake", "prompt": "c10-m1", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Data Warehouse: Snowflake or BigQuery**"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|zai-small|BigQuery", "prompt": "c10-m1", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BigQuery**: Strong Google ecosystem integration, serverless, excellent for analytics"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|zai-small|Hightouch", "prompt": "c10-m1", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "### **Reverse ETL: Hightouch (Primary Choice)**"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|zai-small|Census", "prompt": "c10-m1", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Census**: Best for data teams with dbt integration and complex transformations (~$800/month)"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|zai-small|Polytomic", "prompt": "c10-m1", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Polytomic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Polytomic**: Lower entry point for bi-directional sync (~$600-800/month)"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|zai-small|Fivetran", "prompt": "c10-m1", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Fivetran**: Good if you already use Fivetran for ETL (~$1,200/month)"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|zai-small|Improvado", "prompt": "c10-m1", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "Improvado", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Improvado**: Marketing-native with pre-built models for ad platforms, social, CRM"}, {"id": "mai-20260915-0741-calibration_b|c10-m1|zai-small|dbt", "prompt": "c10-m1", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "direct", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "then add dbt for modeling"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|alibaba-small|Snowflake", "prompt": "c10-m2", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Snowflake is the best choice for mid-sized B2B because it separates compute from storage"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|alibaba-small|Hightouch", "prompt": "c10-m2", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Hightouch** if your team is less technical (better UX)"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|alibaba-small|Census", "prompt": "c10-m2", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Census", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Reverse ETL** | **Hightouch** or **Census**"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|alibaba-small|Airbyte", "prompt": "c10-m2", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Airbyte (Recommended): ... provides significantly more connectors than Fivetran at a lower price point"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|alibaba-small|Fivetran", "prompt": "c10-m2", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Great if you have a large budget and zero desire to maintain infrastructure."}, {"id": "mai-20260915-0741-calibration_b|c10-m2|alibaba-small|dbt", "prompt": "c10-m2", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The standard for cleaning and modeling data inside the warehouse using SQL."}, {"id": "mai-20260915-0741-calibration_b|c10-m2|alibaba-small|Looker Studio", "prompt": "c10-m2", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Essential for dashboards, but secondary to the operational flow."}, {"id": "mai-20260915-0741-calibration_b|c10-m2|alibaba-small|Tableau", "prompt": "c10-m2", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Looker Studio** or **Tableau**"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|alibaba-small|BigQuery", "prompt": "c10-m2", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Swap Snowflake for **BigQuery**"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|alibaba-small|Supermetrics Pro", "prompt": "c10-m2", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Supermetrics Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Skip the warehouse. Use **Supermetrics Pro** or **Wicked Reports**."}, {"id": "mai-20260915-0741-calibration_b|c10-m2|alibaba-small|Wicked Reports", "prompt": "c10-m2", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Wicked Reports", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Use **Supermetrics Pro** or **Wicked Reports**"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|alibaba-small|Segment", "prompt": "c10-m2", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Include **Segment** before the warehouse"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|anthropic-small|Hightouch", "prompt": "c10-m2", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My recommendation: Census or Hightouch**"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|anthropic-small|Census", "prompt": "c10-m2", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Census", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**My recommendation: Census or Hightouch**"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|anthropic-small|Fivetran", "prompt": "c10-m2", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Fivetran (enterprise-grade 99.9% uptime SLA)"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|anthropic-small|Snowflake", "prompt": "c10-m2", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**My recommendation: Snowflake**"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|anthropic-small|BigQuery", "prompt": "c10-m2", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Alternative:** BigQuery is a serverless solution within the Google Cloud ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|anthropic-small|Hevo Activate", "prompt": "c10-m2", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Hevo Activate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Hevo Activate is the budget-friendly entry point"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|anthropic-small|Polytomic", "prompt": "c10-m2", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Polytomic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Polytomic is best for B2B teams syncing account data to a CRM"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|anthropic-small|dbt", "prompt": "c10-m2", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For transformation, dbt has become a practical standard for versioning logic and documenting models"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|challenger-small|Hightouch", "prompt": "c10-m2", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Hightouch + a warehouse like Snowflake or BigQuery** as the default setup"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|challenger-small|Snowflake", "prompt": "c10-m2", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Snowflake** if your company is more enterprise-oriented or already standardized there"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|challenger-small|BigQuery", "prompt": "c10-m2", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BigQuery** if your team is already on Google Cloud or wants lower ops overhead"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|challenger-small|dbt", "prompt": "c10-m2", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Modeling layer:** **dbt** for curated marketing-ready tables and definitions"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|challenger-small|Census", "prompt": "c10-m2", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Census** is the best alternative because it integrates well with semantic-layer/model-driven workflows"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|challenger-small|Fivetran", "prompt": "c10-m2", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "You already use Fivetran heavily and want a tightly integrated stack"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|deepseek-small|Google BigQuery", "prompt": "c10-m2", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Data Warehouse** | **Google BigQuery** ... Cheapest for marketing-scale data, serverless, native Google Ads/GA4 integration"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|deepseek-small|Snowflake", "prompt": "c10-m2", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Snowflake instead** if: you're already multi-cloud ... but a higher entry cost."}, {"id": "mai-20260915-0741-calibration_b|c10-m2|deepseek-small|Fivetran", "prompt": "c10-m2", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Recommendation:** Start with **Fivetran** for speed and reliability."}, {"id": "mai-20260915-0741-calibration_b|c10-m2|deepseek-small|Airbyte", "prompt": "c10-m2", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Airbyte** is the cost-conscious / open-source alternative if you have engineering support"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|deepseek-small|Hightouch", "prompt": "c10-m2", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Reverse ETL: Hightouch (default for marketing)"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|deepseek-small|Census", "prompt": "c10-m2", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Switch the reverse ETL pick to **Census** only if your data team runs the show"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|deepseek-small|Redshift", "prompt": "c10-m2", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Redshift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid Redshift** unless you're deeply AWS-native ... it has the highest admin overhead."}, {"id": "mai-20260915-0741-calibration_b|c10-m2|deepseek-small|dbt", "prompt": "c10-m2", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "dbt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "optional dbt ~$100"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|google-small|Twilio Segment", "prompt": "c10-m2", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Twilio Segment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Instead of buying a rigid, expensive Packaged CDP (like Twilio Segment or Tealium)"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|google-small|Tealium", "prompt": "c10-m2", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Tealium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Instead of buying a rigid, expensive Packaged CDP (like Twilio Segment or Tealium)"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|google-small|Google BigQuery", "prompt": "c10-m2", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "BigQuery is highly recommended for mid-sized B2B marketing teams due to its low maintenance and cost structure."}, {"id": "mai-20260915-0741-calibration_b|c10-m2|google-small|Snowflake", "prompt": "c10-m2", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Option B: Snowflake (Recommended if you have a dedicated Analytics Engineer)"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|google-small|Hightouch", "prompt": "c10-m2", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "The Winner for Marketing Teams: Hightouch"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|google-small|Census", "prompt": "c10-m2", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Alternative: Census (Best if you already use Fivetran)"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|google-small|Fivetran", "prompt": "c10-m2", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Fivetran is the industry standard for this."}, {"id": "mai-20260915-0741-calibration_b|c10-m2|google-small|dbt (Data Build Tool)", "prompt": "c10-m2", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "dbt (Data Build Tool)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Transformation – dbt (Data Build Tool)"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|meta-small|Hightouch", "prompt": "c10-m2", "model": "meta-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "These sources suggest using tools like Hightouch, Census, or Fivetran for reverse ETL"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|meta-small|Census", "prompt": "c10-m2", "model": "meta-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Census", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "using tools like Hightouch, Census, or Fivetran for reverse ETL"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|meta-small|Fivetran", "prompt": "c10-m2", "model": "meta-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "using tools like Hightouch, Census, or Fivetran for reverse ETL"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|meta-small|Snowflake", "prompt": "c10-m2", "model": "meta-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Snowflake or BigQuery as the data warehouse"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|meta-small|BigQuery", "prompt": "c10-m2", "model": "meta-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Snowflake or BigQuery as the data warehouse"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|minimax-small|Google BigQuery", "prompt": "c10-m2", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Data Warehouse: Google BigQuery (for most cases)"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|minimax-small|Snowflake", "prompt": "c10-m2", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative**: If you have 5+ analysts running concurrent queries or need multi-cloud support, **Snowflake**"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|minimax-small|Hightouch", "prompt": "c10-m2", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Reverse ETL: Hightouch (primary recommendation)"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|minimax-small|Census", "prompt": "c10-m2", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Alternative**: **Census** if you have a strong product-led growth (PLG) motion"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|minimax-small|Fivetran", "prompt": "c10-m2", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ETL (Fivetran/airbyte)"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|minimax-small|airbyte", "prompt": "c10-m2", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ETL (Fivetran/airbyte)"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|mistral-small|Snowflake", "prompt": "c10-m2", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### **Snowflake** (Recommended)\n- **Pros:** Excellent performance for complex queries... **Best for:** Most mid-sized B2B companies"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|mistral-small|BigQuery", "prompt": "c10-m2", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "BigQuery wins for most B2B companies under $50M ARR"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|mistral-small|Hightouch", "prompt": "c10-m2", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "### **1. Hightouch (Best Overall for Marketing Teams)**"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|mistral-small|Census", "prompt": "c10-m2", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### **2. Census (Best for Engineering-Led Teams)**"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|mistral-small|dbt", "prompt": "c10-m2", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Transformation Layer:** **dbt** (for data modeling)"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|mistral-small|Fivetran", "prompt": "c10-m2", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**ETL:** Fivetran for established pipelines"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|mistral-small|Airbyte", "prompt": "c10-m2", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Airbyte for budget-conscious teams"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|mistral-small|Polytomic", "prompt": "c10-m2", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Polytomic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "### **3. Polytomic (Best for Bi-Directional Sync)**"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|mistral-small|PostgreSQL", "prompt": "c10-m2", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "PostgreSQL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Cons:** Less scalable for large datasets, more maintenance"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|mistral-small|Improvado", "prompt": "c10-m2", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Improvado", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Improvado** offers a compelling alternative"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|moonshot-small|Google BigQuery", "prompt": "c10-m2", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### **Data Warehouse: Google BigQuery**"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|moonshot-small|Snowflake", "prompt": "c10-m2", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative**: Snowflake if you have multiple teams running concurrent heavy analytics workloads"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|moonshot-small|Hightouch", "prompt": "c10-m2", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "### **Reverse ETL: Hightouch**"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|moonshot-small|Census", "prompt": "c10-m2", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Alternative**: Census if your data engineering team owns the work and prefers a code-first, dbt-native workflow"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|moonshot-small|Fivetran", "prompt": "c10-m2", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| **Data Ingestion** | Fivetran or Airbyte | $500\\u2013$2,000 |"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|moonshot-small|Airbyte", "prompt": "c10-m2", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Connect Fivetran/Airbyte for core sources (CRM, product DB, ad platforms)"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|moonshot-small|dbt Cloud", "prompt": "c10-m2", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "dbt Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "| **Transformation** | dbt Cloud (Team) | $0\\u2013$2,000 |"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|moonshot-small|Metabase Cloud", "prompt": "c10-m2", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Metabase Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "| **BI** | Metabase Cloud | $85\\u2013$500 |"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|moonshot-small|Segment Business", "prompt": "c10-m2", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Segment Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "A traditional CDP like Segment Business would cost ~$80K/year alone"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|openai-small|Snowflake", "prompt": "c10-m2", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best default choice:** **Snowflake + dbt + Hightouch**."}, {"id": "mai-20260915-0741-calibration_b|c10-m2|openai-small|BigQuery", "prompt": "c10-m2", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BigQuery** if your org is already deep in Google Cloud"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|openai-small|dbt", "prompt": "c10-m2", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Transformations / modeling:** **dbt**"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|openai-small|Hightouch", "prompt": "c10-m2", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Reverse ETL / activation:** **Hightouch**"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|openai-small|Census", "prompt": "c10-m2", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "mostly wants **simple audience syncs**, **Census** can also work well"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|openai-small|RudderStack", "prompt": "c10-m2", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "RudderStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "tool-by-tool comparison of Hightouch vs Census vs RudderStack"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|xai-small|BigQuery", "prompt": "c10-m2", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BigQuery as the data warehouse** paired with **Hightouch as the reverse ETL tool**"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|xai-small|Hightouch", "prompt": "c10-m2", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "paired with **Hightouch as the reverse ETL tool** for your marketing team"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|xai-small|Snowflake", "prompt": "c10-m2", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If multi-cloud or heavy finance governance is key, go Snowflake (~20-50% more but predictable)"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|xai-small|Databricks", "prompt": "c10-m2", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "ML-heavy (overkill here)"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|xai-small|Census", "prompt": "c10-m2", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Reverse ETL: Hightouch (over Census or RudderStack)"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|xai-small|RudderStack", "prompt": "c10-m2", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "RudderStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "RudderStack | Streaming (if real-time)"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|xai-small|Fivetran", "prompt": "c10-m2", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Ingestion (prereq)**: Fivetran/Airbyte (~$500-2K/month)"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|xai-small|Airbyte", "prompt": "c10-m2", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Fivetran/Airbyte (~$500-2K/month) for CRM/ads/product data into BigQuery"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|xai-small|dbt", "prompt": "c10-m2", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Transformation**: dbt (free Core) for segments/scores"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|zai-small|Snowflake", "prompt": "c10-m2", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary Choice: Snowflake**"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|zai-small|BigQuery", "prompt": "c10-m2", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative: BigQuery**"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|zai-small|Hightouch", "prompt": "c10-m2", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Top Recommendation: Hightouch** - **Why:** Best overall for marketing teams needing audience syncs"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|zai-small|Census", "prompt": "c10-m2", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Alternative: Census** - **Why:** Best if you need strong governance and controls"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|zai-small|Improvado", "prompt": "c10-m2", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Improvado", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Budget Option: Improvado**"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|zai-small|Fivetran", "prompt": "c10-m2", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Layer 1: Data Ingestion** - **Fivetran** or **Airbyte**"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|zai-small|Airbyte", "prompt": "c10-m2", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Fivetran** or **Airbyte** (if using open-source)"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|zai-small|dbt Cloud", "prompt": "c10-m2", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "dbt Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Layer 2: Data Transformation** - **dbt Cloud** or **dbt Core**"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|zai-small|Metabase", "prompt": "c10-m2", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Layer 3: Analytics** - **Metabase** (free)"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|zai-small|Tableau", "prompt": "c10-m2", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Metabase** (free) or **Tableau/Power BI**"}, {"id": "mai-20260915-0741-calibration_b|c10-m2|zai-small|Power BI", "prompt": "c10-m2", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "paraphrase", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Metabase** (free) or **Tableau/Power BI**"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|alibaba-small|Snowflake", "prompt": "c10-m3", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is currently the industry standard... Store: Land it in **Snowflake** or **BigQuery**"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|alibaba-small|Google BigQuery", "prompt": "c10-m3", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "BigQuery is easiest for Google-centric marketing; Snowflake is better for complex custom reporting"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|alibaba-small|Amazon Redshift", "prompt": "c10-m3", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The go-to choice for companies already living inside the Amazon Web Services (AWS) ecosystem."}, {"id": "mai-20260915-0741-calibration_b|c10-m3|alibaba-small|Hightouch", "prompt": "c10-m3", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The Leader: Currently the most dedicated Reverse ETL tool on the market... (Start with Hightouch)"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|alibaba-small|Airbyte", "prompt": "c10-m3", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent if you want an all-in-one platform (ELT + Reverse ETL)"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|alibaba-small|Census", "prompt": "c10-m3", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Census", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Airbyte bought **Census**, which was arguably the first major player in this space."}, {"id": "mai-20260915-0741-calibration_b|c10-m3|alibaba-small|Segment", "prompt": "c10-m3", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Segment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "they are generally more expensive and less flexible regarding complex SQL logic compared to Hightouch/Airbyte"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|alibaba-small|mParticle", "prompt": "c10-m3", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "mParticle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "generally more expensive and less flexible regarding complex SQL logic"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|alibaba-small|Fivetran", "prompt": "c10-m3", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Ingest: Bring data in using **Fivetran** or **Airbyte**."}, {"id": "mai-20260915-0741-calibration_b|c10-m3|anthropic-small|Hightouch", "prompt": "c10-m3", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best reverse ETL tools for 2026 are Hightouch (200+ destinations, widest coverage)"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|anthropic-small|Snowflake", "prompt": "c10-m3", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Snowflake is known for its multi-cloud architecture and data sharing capabilities"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|anthropic-small|Amazon Redshift", "prompt": "c10-m3", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Redshift integrates tightly with the AWS ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|anthropic-small|Census", "prompt": "c10-m3", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Census (dynamic audience segmentation for product-led growth)"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|anthropic-small|Fivetran", "prompt": "c10-m3", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fivetran (enterprise-grade 99.9% uptime SLA)"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|anthropic-small|Google BigQuery", "prompt": "c10-m3", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Google BigQuery and Microsoft Fabric are typically the strongest alternatives, with BigQuery excelling at large-scale event, ad, and web data"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|anthropic-small|Databricks", "prompt": "c10-m3", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Databricks is preferred for lakehouse architecture with 30%+ ML workload, requiring Spark expertise"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|anthropic-small|Polytomic", "prompt": "c10-m3", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Polytomic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Polytomic is built around speed with a focus on near-real-time syncs"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|anthropic-small|GrowthLoop", "prompt": "c10-m3", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "GrowthLoop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "GrowthLoop is a composable CDP and marketing activation platform built for marketers"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|anthropic-small|Microsoft Fabric", "prompt": "c10-m3", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Microsoft Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Google BigQuery and Microsoft Fabric are typically the strongest alternatives"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|anthropic-small|Improvado", "prompt": "c10-m3", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Improvado", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Improvado combines reverse ETL with 1,000+ inbound connectors and AI-powered analytics in a single platform"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|anthropic-small|Twilio Segment", "prompt": "c10-m3", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Twilio Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Twilio Segment fits when Segment already owns event collection, identity, profiles, and journeys"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|anthropic-small|Hevo Activate", "prompt": "c10-m3", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Hevo Activate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Hevo Activate is specifically designed as a no-code reverse ETL solution for business teams"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|anthropic-small|RudderStack", "prompt": "c10-m3", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "RudderStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "RudderStack is best for infra-as-code and warehouse-native CDP setups"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|challenger-small|Snowflake", "prompt": "c10-m3", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the most balanced setup for a marketing team, **Snowflake + Fivetran + dbt + a BI tool** is a common recommendation."}, {"id": "mai-20260915-0741-calibration_b|c10-m3|challenger-small|Google BigQuery", "prompt": "c10-m3", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often a top choice for teams already in Google's ecosystem; it is serverless, cost-effective at scale"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|challenger-small|Amazon Redshift", "prompt": "c10-m3", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for AWS-native teams that want deep AWS integration and mature analytics tooling."}, {"id": "mai-20260915-0741-calibration_b|c10-m3|challenger-small|Hightouch", "prompt": "c10-m3", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "the most common **reverse ETL** tools are **Hightouch** and **Census**"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|challenger-small|Census", "prompt": "c10-m3", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Census", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "the most common **reverse ETL** tools are **Hightouch** and **Census**"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|challenger-small|Azure Synapse Analytics", "prompt": "c10-m3", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Azure Synapse Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A solid option for Microsoft-centric organizations, especially those using Power BI and Azure services."}, {"id": "mai-20260915-0741-calibration_b|c10-m3|challenger-small|Postgres-based warehouse setups", "prompt": "c10-m3", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Postgres-based warehouse setups", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "though they are generally less scalable than the big cloud warehouses"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|challenger-small|RudderStack", "prompt": "c10-m3", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "RudderStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "More of a customer data and routing platform than a pure reverse ETL tool"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|deepseek-small|Snowflake", "prompt": "c10-m3", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Snowflake for enterprise scale/flexibility"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|deepseek-small|Google BigQuery", "prompt": "c10-m3", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "BigQuery if you're a Google Stack shop; ... Native integration with Google Analytics and Looker Studio (huge for marketing)"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|deepseek-small|Amazon Redshift", "prompt": "c10-m3", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Redshift if AWS-native"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|deepseek-small|Databricks", "prompt": "c10-m3", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Databricks if you're code/ML-heavy"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|deepseek-small|ClickHouse", "prompt": "c10-m3", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "ClickHouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Delivers real-time, sub-second query performance at 1,000+ QPS"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|deepseek-small|Azure Synapse", "prompt": "c10-m3", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Azure Synapse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notable options: **Azure Synapse** (Microsoft/Power BI shops)"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|deepseek-small|Oracle Autonomous DW", "prompt": "c10-m3", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Oracle Autonomous DW", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other notable options: ... **Oracle Autonomous DW**"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|deepseek-small|Teradata Vantage", "prompt": "c10-m3", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Teradata Vantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Teradata Vantage**"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|deepseek-small|LeadJourney", "prompt": "c10-m3", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "LeadJourney", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "packaged marketing data warehouses (e.g., LeadJourney, Funnel.io)"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|deepseek-small|Funnel.io", "prompt": "c10-m3", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Funnel.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "packaged marketing data warehouses (e.g., LeadJourney, Funnel.io)"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|deepseek-small|Hightouch", "prompt": "c10-m3", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "The warehouse-native **marketer default** — strongest marketer-facing UI"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|deepseek-small|Census", "prompt": "c10-m3", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "The **engineering/developer-first** reverse ETL, deep dbt integration"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|deepseek-small|Twilio Segment", "prompt": "c10-m3", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Twilio Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Best for: Teams already running Segment as their CDP/profile layer"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|deepseek-small|Polytomic", "prompt": "c10-m3", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Polytomic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Best for: Teams that need bidirectionality or a unified movement tool"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|deepseek-small|RudderStack", "prompt": "c10-m3", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "RudderStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "real-time/streaming event activation (sub-100ms)"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|deepseek-small|GrowthLoop", "prompt": "c10-m3", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "GrowthLoop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "GrowthLoop / DinMo — marketer-owned audience building and journeys"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|deepseek-small|DinMo", "prompt": "c10-m3", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "DinMo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "GrowthLoop / DinMo — marketer-owned audience building and journeys"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|deepseek-small|Bruin", "prompt": "c10-m3", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Bruin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "open-source, governed data platform where activation sits beside pipelines"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|deepseek-small|Fivetran", "prompt": "c10-m3", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "**Fivetran** (standalone reverse ETL) — 99.9% uptime SLA for enterprises"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|google-small|Google BigQuery", "prompt": "c10-m3", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Teams heavily reliant on the Google ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|google-small|Snowflake", "prompt": "c10-m3", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "store it in **Snowflake (DWH)**"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|google-small|Databricks (Lakehouse)", "prompt": "c10-m3", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Databricks (Lakehouse)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Databricks is the premier option"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|google-small|Hightouch", "prompt": "c10-m3", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Hightouch (Reverse ETL)** takes that list of \"VIPs\" and automatically"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|google-small|Fivetran Activations (formerly Census)", "prompt": "c10-m3", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Fivetran Activations (formerly Census)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "excels at highly reliable, rapid, and governed data syncing"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|google-small|GrowthLoop", "prompt": "c10-m3", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "GrowthLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "GrowthLoop is explicitly built for marketers"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|meta-small|Hightouch", "prompt": "c10-m3", "model": "meta-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "including Hightouch, Census, RudderStack, and others"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|meta-small|Census", "prompt": "c10-m3", "model": "meta-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Census", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Hightouch, Census, RudderStack, and others"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|meta-small|RudderStack", "prompt": "c10-m3", "model": "meta-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "RudderStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Hightouch, Census, RudderStack, and others"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|minimax-small|Snowflake", "prompt": "c10-m3", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with a data warehouse** (Snowflake, BigQuery, or Databricks) as your single source of truth"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|minimax-small|Google BigQuery", "prompt": "c10-m3", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with a data warehouse** (Snowflake, BigQuery, or Databricks)"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|minimax-small|Amazon Redshift", "prompt": "c10-m3", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Amazon Redshift** | AWS-native teams | Massive parallel processing, deep AWS integration"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|minimax-small|Databricks", "prompt": "c10-m3", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Start with a data warehouse** (Snowflake, BigQuery, or Databricks)"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|minimax-small|Funnel.io", "prompt": "c10-m3", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Funnel.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Consider Funnel.io** if you want a marketing-specific, no-code solution from the start"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|minimax-small|Hightouch", "prompt": "c10-m3", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Add reverse ETL** (Hightouch or Census) when you need to activate warehouse data in marketing tools"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|minimax-small|Census", "prompt": "c10-m3", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Census", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Add reverse ETL** (Hightouch or Census)"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|minimax-small|Fivetran", "prompt": "c10-m3", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Fivetran** | Enterprise reliability | 99.9% uptime SLA, 200+ connectors"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|minimax-small|Grouparoo", "prompt": "c10-m3", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Grouparoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Grouparoo** | Open-source option | Open-source reverse ETL for sales/marketing/support"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|minimax-small|RudderStack", "prompt": "c10-m3", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "RudderStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**RudderStack** | Customer data platform | Data syncing in/out of warehouses"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|mistral-small|Snowflake", "prompt": "c10-m3", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Data Warehouse:** Snowflake or BigQuery (for most marketing teams)"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|mistral-small|Google BigQuery", "prompt": "c10-m3", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Data Warehouse:** Snowflake or BigQuery (for most marketing teams)"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|mistral-small|Amazon Redshift", "prompt": "c10-m3", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "*Best for:* AWS-native enterprise teams"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|mistral-small|Databricks", "prompt": "c10-m3", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "*Best for:* Advanced marketing analytics with ML capabilities"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|mistral-small|dbt (data build tool)", "prompt": "c10-m3", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "dbt (data build tool)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Transformation:** dbt for marketing-specific calculations"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|mistral-small|Azure Synapse Analytics", "prompt": "c10-m3", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Azure Synapse Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "*Best for:* Teams building on Postgres with warehouse features"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|mistral-small|Hightouch", "prompt": "c10-m3", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Reverse ETL:** Hightouch or Census for activation"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|mistral-small|Census", "prompt": "c10-m3", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Census", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Reverse ETL:** Hightouch or Census for activation"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|mistral-small|Fivetran (with activation)", "prompt": "c10-m3", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Fivetran (with activation)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Integration:** Fivetran or RudderStack for data collection"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|mistral-small|RudderStack", "prompt": "c10-m3", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "RudderStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Integration:** Fivetran or RudderStack for data collection"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|mistral-small|Improvado", "prompt": "c10-m3", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Improvado", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "*Best for:* Marketing teams needing bidirectional sync + analytics"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|mistral-small|Polytomic", "prompt": "c10-m3", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Polytomic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "*Best for:* Bidirectional warehouse sync"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|mistral-small|Domo", "prompt": "c10-m3", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Domo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "*Best for:* Teams wanting BI and activation in one platform"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|moonshot-small|Google BigQuery", "prompt": "c10-m3", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **BigQuery** for Google-native simplicity"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|moonshot-small|Snowflake", "prompt": "c10-m3", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Snowflake** for flexibility and scale"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|moonshot-small|Amazon Redshift", "prompt": "c10-m3", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Redshift** for AWS cost optimization"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|moonshot-small|Azure Synapse", "prompt": "c10-m3", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Azure Synapse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Azure Synapse** | Microsoft ecosystem users | Power BI native integration; petabyte-scale"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|moonshot-small|Hightouch", "prompt": "c10-m3", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Choose **Hightouch** for the broadest marketing activation"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|moonshot-small|Census (Fivetran Census)", "prompt": "c10-m3", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Census (Fivetran Census)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Census** if you're already in the Fivetran ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|moonshot-small|Fivetran", "prompt": "c10-m3", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**700+ managed connectors** for ingestion *and* activation; 99.9% uptime SLA; single bill for ELT + reverse ETL"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|moonshot-small|Improvado", "prompt": "c10-m3", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Improvado", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Improvado** if you need an all-in-one marketing data platform without SQL"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|moonshot-small|GrowthLoop", "prompt": "c10-m3", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "GrowthLoop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**GrowthLoop, DinMo, or Hightouch**"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|moonshot-small|DinMo", "prompt": "c10-m3", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "DinMo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Marketers who want self-service audience building"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|moonshot-small|RudderStack", "prompt": "c10-m3", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "RudderStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**RudderStack** if real-time event streaming is critical"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|moonshot-small|Polytomic", "prompt": "c10-m3", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Polytomic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Polytomic** | Bi-directional sync needs"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|moonshot-small|Mozart Data", "prompt": "c10-m3", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Mozart Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Hourly** | Fivetran (1 hour default), Mozart Data"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|moonshot-small|Omnata", "prompt": "c10-m3", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Omnata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Omnata** is specifically optimized for Snowflake \\u2192 Salesforce syncs"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|moonshot-small|Segment", "prompt": "c10-m3", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Segment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "rather than buying a traditional CDP like Segment"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|openai-small|Snowflake", "prompt": "c10-m3", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "These are the most common warehouse choices marketers work with"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|openai-small|Google BigQuery", "prompt": "c10-m3", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Google BigQuery**"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|openai-small|Databricks", "prompt": "c10-m3", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Databricks**"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|openai-small|Amazon Redshift", "prompt": "c10-m3", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Amazon Redshift** (common in AWS-centric stacks)"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|openai-small|PostgreSQL", "prompt": "c10-m3", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "PostgreSQL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Hightouch's docs list Snowflake, BigQuery, Databricks, and PostgreSQL as common sources"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|openai-small|Hightouch", "prompt": "c10-m3", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Hightouch positions itself as a reverse ETL / data activation platform with: 300+ destinations... marketer-friendly activation workflows"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|openai-small|Census", "prompt": "c10-m3", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Census is also a reverse ETL platform that syncs warehouse data into operational tools, but Hightouch's comparison page says Hightouch is more flexible"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|openai-small|Segment", "prompt": "c10-m3", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Segment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "has some reverse-ETL-like activation capabilities, but is primarily a CDP"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|xai-small|Snowflake", "prompt": "c10-m3", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top data warehouses for marketing teams: Snowflake, Google BigQuery, and Amazon Redshift"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|xai-small|Google BigQuery", "prompt": "c10-m3", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "BigQuery leads for marketing per sources like Supermetrics and Porter Metrics, thanks to native Google Ads/GA4 ties."}, {"id": "mai-20260915-0741-calibration_b|c10-m3|xai-small|Amazon Redshift", "prompt": "c10-m3", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AWS-native (S3/Glue integration), serverless option, columnar for fast ad reporting."}, {"id": "mai-20260915-0741-calibration_b|c10-m3|xai-small|Azure Synapse", "prompt": "c10-m3", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Azure Synapse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with Azure Synapse as a strong alternative for Microsoft stacks"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|xai-small|Hightouch", "prompt": "c10-m3", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Hightouch tops lists (G2 4.6/5) for broadest coverage"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|xai-small|Census (now Fivetran)", "prompt": "c10-m3", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Census (now Fivetran)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Census for governance (G2 4.5/5)"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|xai-small|RudderStack", "prompt": "c10-m3", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "RudderStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Real-time streaming (sub-100ms), open-source core, event collection + revETL."}, {"id": "mai-20260915-0741-calibration_b|c10-m3|zai-small|Snowflake", "prompt": "c10-m3", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Snowflake** - **Best for:** Enterprise teams needing scalable cloud analytics"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|zai-small|Google BigQuery", "prompt": "c10-m3", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Snowflake/BigQuery** based on your cloud provider preference and team technical needs"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|zai-small|Amazon Redshift", "prompt": "c10-m3", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** AWS-native enterprise teams"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|zai-small|Microsoft Azure Synapse", "prompt": "c10-m3", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Microsoft Azure Synapse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Large companies with complex analysis needs"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|zai-small|dbt (data build tool)", "prompt": "c10-m3", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "dbt (data build tool)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Transformation:** Clean and model data using tools like dbt"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|zai-small|Hightouch", "prompt": "c10-m3", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Differentiation:** Strongest marketer-facing UI, AI decisioning for campaign optimization"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|zai-small|Fivetran Activations (formerly Census)", "prompt": "c10-m3", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Fivetran Activations (formerly Census)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for teams already using Fivetran, prioritizes data engineering control"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|zai-small|Improvado", "prompt": "c10-m3", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Improvado", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Choose Improvado** if: Need comprehensive marketing analytics in addition to reverse ETL"}, {"id": "mai-20260915-0741-calibration_b|c10-m3|zai-small|Twilio Segment", "prompt": "c10-m3", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "comparative", "raw": "Twilio Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Best for:** Teams already using Segment as CDP"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|alibaba-small|DuckDB", "prompt": "c10-m4", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "DuckDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "DuckDB is a modern, incredibly fast analytical database that runs locally on your laptop or server—it is completely free and serverless."}, {"id": "mai-20260915-0741-calibration_b|c10-m4|alibaba-small|Postgres (Supabase)", "prompt": "c10-m4", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Postgres (Supabase)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Supabase provides a free tier of PostgreSQL, which is standard, reliable, and easy to find developers for."}, {"id": "mai-20260915-0741-calibration_b|c10-m4|alibaba-small|Airbyte Open Source", "prompt": "c10-m4", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Airbyte Open Source", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Airbyte is the gold standard for open-source integrations. If you host the software yourself on a cheap cloud VM, you pay nothing"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|alibaba-small|Make (Integromat)", "prompt": "c10-m4", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Make (Integromat)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For Reverse ETL, try to use **Make.com** to connect your data warehouse to your CRM first"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|alibaba-small|Zapier", "prompt": "c10-m4", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "using Make.com (which offers more flexibility per dollar than Zapier)"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|alibaba-small|Google BigQuery", "prompt": "c10-m4", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Start with **BigQuery + Stitch + dbt (Community Edition)**. This is the sweet spot of reliability and cost."}, {"id": "mai-20260915-0741-calibration_b|c10-m4|alibaba-small|Snowflake", "prompt": "c10-m4", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Unlike Snowflake, which often requires upfront credit purchases, BigQuery charges for what you use."}, {"id": "mai-20260915-0741-calibration_b|c10-m4|alibaba-small|Stitch Data (Talend)", "prompt": "c10-m4", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Stitch Data (Talend)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Stitch allows you to cap your row count very cheaply (starting around $50/month)"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|alibaba-small|Fivetran", "prompt": "c10-m4", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "While Fivetran is popular, Stitch allows you to cap your row count very cheaply"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|alibaba-small|dbt Cloud", "prompt": "c10-m4", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "dbt Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "The industry standard for transforming data. Their free tier gives you enough compute hours"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|alibaba-small|Hightouch", "prompt": "c10-m4", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Hightouch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Hightouch is the most mature Reverse ETL tool ... However, it is notoriously expensive."}, {"id": "mai-20260915-0741-calibration_b|c10-m4|alibaba-small|Elud", "prompt": "c10-m4", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Elud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Budget Hack:** Look at **Elud** (newer entrant)"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|alibaba-small|Supermetrics Export", "prompt": "c10-m4", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Supermetrics Export", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "consider **Supermetrics Export**, which can push data directly from the dashboard to spreadsheets/APIs for a fraction of the cost"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|anthropic-small|BigQuery", "prompt": "c10-m4", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The combination of **BigQuery or DuckDB** (warehouse) + **open-source ingestion/transformation** + **Hevo Activate or Skyvia** (reverse ETL)"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|anthropic-small|DuckDB", "prompt": "c10-m4", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "DuckDB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or DuckDB if your data fits on one machine"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|anthropic-small|MotherDuck", "prompt": "c10-m4", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "MotherDuck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "MotherDuck provides a more cost-effective architecture as a lean serverless platform"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|anthropic-small|ingestr", "prompt": "c10-m4", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "ingestr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use open-source tools with no per-row fees like ingestr, Sling, dlt, or Meltano for ingestion"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|anthropic-small|Sling", "prompt": "c10-m4", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Sling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "open-source tools with no per-row fees like ingestr, Sling, dlt, or Meltano for ingestion"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|anthropic-small|dlt", "prompt": "c10-m4", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "dlt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "like ingestr, Sling, dlt, or Meltano for ingestion"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|anthropic-small|Meltano", "prompt": "c10-m4", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Meltano", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "like ingestr, Sling, dlt, or Meltano for ingestion"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|anthropic-small|dbt Core", "prompt": "c10-m4", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "dbt Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "dbt Core, SQLMesh, or Bruin for transformation"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|anthropic-small|SQLMesh", "prompt": "c10-m4", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "SQLMesh", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "dbt Core, SQLMesh, or Bruin for transformation"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|anthropic-small|Bruin", "prompt": "c10-m4", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Bruin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "dbt Core, SQLMesh, or Bruin for transformation"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|anthropic-small|Hevo Activate", "prompt": "c10-m4", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Hevo Activate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Hevo Activate is the budget-friendly entry point, offering no-code activation at a low starting price"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|anthropic-small|Skyvia", "prompt": "c10-m4", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Skyvia's pricing is generally budget-friendly, with a free tier available and paid plans starting from $79/month"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|challenger-small|BigQuery", "prompt": "c10-m4", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best practical stack is usually **BigQuery + Airbyte + dbt + Metabase**"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|challenger-small|Airbyte", "prompt": "c10-m4", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Airbyte self-hosted** keeps ingestion costs down compared with premium managed ETL tools"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|challenger-small|dbt", "prompt": "c10-m4", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**dbt** handles transformations cleanly without requiring a large engineering team"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|challenger-small|Metabase", "prompt": "c10-m4", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Metabase** gives you a low-cost BI layer, including a self-hosted option"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|challenger-small|Hightouch", "prompt": "c10-m4", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "with **Hightouch** or **Census** added only if you need reverse ETL and can afford it"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|challenger-small|Census", "prompt": "c10-m4", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "with **Hightouch** or **Census** added only if you need reverse ETL and can afford it"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|challenger-small|Weld", "prompt": "c10-m4", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Weld", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "tools like **Weld** are positioned as unified ELT + transforms + reverse ETL options, but they are not the cheapest choice if budget is the main constraint"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|challenger-small|Supermetrics", "prompt": "c10-m4", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Supermetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "it is more of a lightweight reporting setup than a true warehouse stack"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|challenger-small|Snowflake", "prompt": "c10-m4", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Snowflake + Fivetran + dbt + Mode/Metabase**, which is recommended for many marketing teams but is priced higher"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|challenger-small|Fivetran", "prompt": "c10-m4", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "priced higher at roughly **$200\\u2013$500/month** for moderate use"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|challenger-small|Whatagraph", "prompt": "c10-m4", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Whatagraph", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "more of a lightweight reporting setup than a true warehouse stack"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|challenger-small|Mode", "prompt": "c10-m4", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Mode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Snowflake + Fivetran + dbt + Mode/Metabase**"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|challenger-small|Postgres", "prompt": "c10-m4", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Postgres", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Choose **Postgres + Metabase** only if your data volume is small and you want the absolute simplest, lowest-cost setup"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|deepseek-small|BigQuery", "prompt": "c10-m4", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BigQuery (free tier) → Airbyte (self-hosted) or dbt Core for transforms → Metabase (OSS) for dashboards → Hightouch (free tier) for reverse ETL"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|deepseek-small|DuckDB", "prompt": "c10-m4", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "DuckDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your data fits on one machine, **DuckDB is free** (embedded, \"SQLite for analytics\")"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|deepseek-small|Airbyte", "prompt": "c10-m4", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ELT, but acquired Grouparoo — reverse ETL is limited; you'll need supplementary tooling, which can defeat the purpose"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|deepseek-small|dbt Core", "prompt": "c10-m4", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "dbt Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Transformation** | **dbt Core** (open-source) run on GitHub Actions | $0"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|deepseek-small|Metabase OSS", "prompt": "c10-m4", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Metabase OSS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Metabase (OSS) for dashboards"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|deepseek-small|Looker Studio", "prompt": "c10-m4", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Looker Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Metabase OSS** (self-hosted on a ~$20 droplet) or **Looker Studio**"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|deepseek-small|Fivetran", "prompt": "c10-m4", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Tools priced per-row (Fivetran MAR) can balloon 40–70% for multi-connector setups"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|deepseek-small|dbt Cloud Team", "prompt": "c10-m4", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "dbt Cloud Team", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Transformation:** dbt Cloud Team (~$100/month)"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|deepseek-small|Apache Superset", "prompt": "c10-m4", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Apache Superset", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Apache Superset** via Preset ($20/user)"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|deepseek-small|Hightouch", "prompt": "c10-m4", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Hightouch (free tier) for reverse ETL ... Widest destination coverage (200+). Best free tier for activation."}, {"id": "mai-20260915-0741-calibration_b|c10-m4|deepseek-small|Postgres", "prompt": "c10-m4", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Postgres", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "If data is under ~50 GB and you already run Postgres, skip the warehouse entirely"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|deepseek-small|MotherDuck", "prompt": "c10-m4", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "MotherDuck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**MotherDuck** adds cloud hosting when you need it, billed per second"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|deepseek-small|ClickHouse", "prompt": "c10-m4", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "ClickHouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "best cost-performance at scale ... but it requires ClickHouse expertise ... not the easiest entry point"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|deepseek-small|Snowflake", "prompt": "c10-m4", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "**Avoid** Snowflake at this budget — it's excellent but rarely the cheapest option at small scale"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|deepseek-small|RudderStack", "prompt": "c10-m4", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "RudderStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**Free forever**; Growth from $265/month | Warehouse-first, great for customer data infrastructure"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|deepseek-small|Census", "prompt": "c10-m4", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Census", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Free tier; from ~$500/month | Good for product-led SaaS activation"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|deepseek-small|Grouparoo / Meltano", "prompt": "c10-m4", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Grouparoo / Meltano", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "True self-hosted reverse ETL if you want zero licensing and can maintain it"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|deepseek-small|Skyvia", "prompt": "c10-m4", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Skyvia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Budget-friendly no-code option with 200+ connectors"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|deepseek-small|Weld", "prompt": "c10-m4", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Weld", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "swap in **Weld** (~$99/month) as a managed all-in-one alternative"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|deepseek-small|Grafana", "prompt": "c10-m4", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "**Postgres + Airbyte + dbt Core + Metabase + Grafana** all running on a **$20–40/month VPS**"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|google-small|Segment", "prompt": "c10-m4", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Segment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Rather than buying a costly, all-in-one Customer Data Platform (CDP) like Segment, you can stitch together highly optimized, specialized tools."}, {"id": "mai-20260915-0741-calibration_b|c10-m4|google-small|Google BigQuery", "prompt": "c10-m4", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For marketing, BigQuery is the undisputed budget king."}, {"id": "mai-20260915-0741-calibration_b|c10-m4|google-small|Fivetran", "prompt": "c10-m4", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Option A (Zero-maintenance): Fivetran's Free Plan. Fivetran offers a generous free tier of up to 500,000 Monthly Active Rows (MAR)."}, {"id": "mai-20260915-0741-calibration_b|c10-m4|google-small|GitHub Actions", "prompt": "c10-m4", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "GitHub Actions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "orchestrate the runs using **GitHub Actions**"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|google-small|Airbyte", "prompt": "c10-m4", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Option B (Unlimited data): Airbyte Open-Source... self-host Airbyte's open-source version on a Virtual Private Server"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|google-small|dbt Core", "prompt": "c10-m4", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "dbt Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use **dbt Core** (the free, open-source command-line tool)."}, {"id": "mai-20260915-0741-calibration_b|c10-m4|google-small|Hightouch", "prompt": "c10-m4", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Hightouch** is the premier standalone choice. Their **Basic Free Tier** allows up to **2 active syncs with unlimited destinations**."}, {"id": "mai-20260915-0741-calibration_b|c10-m4|google-small|Multiwoven", "prompt": "c10-m4", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Multiwoven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Multiwoven is a dedicated open-source reverse ETL tool... you can host it yourself for free"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|google-small|Snowflake", "prompt": "c10-m4", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "If you were to use Snowflake or Redshift, you would have to pay a third-party pipeline tool to move this data."}, {"id": "mai-20260915-0741-calibration_b|c10-m4|google-small|MotherDuck", "prompt": "c10-m4", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "MotherDuck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "MotherDuck provides serverless DuckDB in the cloud with zero operational overhead"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|google-small|Redshift", "prompt": "c10-m4", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "If you were to use Snowflake or Redshift, you would have to pay a third-party pipeline tool to move this data."}, {"id": "mai-20260915-0741-calibration_b|c10-m4|google-small|dbt Cloud", "prompt": "c10-m4", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "dbt Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Instead of paying for dbt Cloud, write your SQL models locally"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|google-small|`dlt` (data load tool)", "prompt": "c10-m4", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "`dlt` (data load tool)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "A lightweight, open-source Python library that automates extracting data from APIs"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|google-small|Census", "prompt": "c10-m4", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Census", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Census was acquired by Fivetran and transitioned to consumption-based \"Monthly Active Row\" (MAR) pricing... Stick to Hightouch's free tier or self-hosted Multiwoven."}, {"id": "mai-20260915-0741-calibration_b|c10-m4|meta-small|Census", "prompt": "c10-m4", "model": "meta-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Census", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Census, Improvado, and Skyvia."}, {"id": "mai-20260915-0741-calibration_b|c10-m4|meta-small|Improvado", "prompt": "c10-m4", "model": "meta-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Improvado", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Census, Improvado, and Skyvia."}, {"id": "mai-20260915-0741-calibration_b|c10-m4|meta-small|Skyvia", "prompt": "c10-m4", "model": "meta-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Skyvia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Census, Improvado, and Skyvia."}, {"id": "mai-20260915-0741-calibration_b|c10-m4|minimax-small|Google BigQuery", "prompt": "c10-m4", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Google BigQuery + Hightouch** — both have solid free tiers"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|minimax-small|MotherDuck", "prompt": "c10-m4", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "MotherDuck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**MotherDuck** — Serverless, affordable option"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|minimax-small|Snowflake", "prompt": "c10-m4", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Snowflake** — Generous free tier, pay-as-you-go scaling"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|minimax-small|Hightouch", "prompt": "c10-m4", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd recommend starting with **Google BigQuery + Hightouch**"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|minimax-small|Census", "prompt": "c10-m4", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Census** — Free tier, great for operational analytics and PLG activation"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|minimax-small|Airbyte", "prompt": "c10-m4", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Airbyte** — Open-source (self-hosted), free"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|minimax-small|Skyvia", "prompt": "c10-m4", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Skyvia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Skyvia** — Free tier, paid from $99/month, budget-friendly"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|minimax-small|Meltano", "prompt": "c10-m4", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Meltano", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**ELT:** Airbyte or Meltano (open-source)"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|minimax-small|Stitch", "prompt": "c10-m4", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**ELT:** Stitch or Hevo (under $500/month)"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|minimax-small|Hevo", "prompt": "c10-m4", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Hevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**ELT:** Stitch or Hevo (under $500/month)"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|minimax-small|Definite", "prompt": "c10-m4", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Definite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Definite** — Starts free, scales to ~$250/month, includes warehouse, dashboards, and no-code setup"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|minimax-small|dlt", "prompt": "c10-m4", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "dlt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Airbyte, Meltano, and dlt are free but require technical resources to self-host"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|mistral-small|Google BigQuery", "prompt": "c10-m4", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recommended Stack: Google BigQuery + Census (or Skyvia)"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|mistral-small|Census", "prompt": "c10-m4", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Census", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Reverse ETL: Census** ⭐ **Why it's best for budget:**"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|mistral-small|Skyvia", "prompt": "c10-m4", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Skyvia**: Free plan + $99/month paid plans (most budget-friendly)"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|mistral-small|Seekwell", "prompt": "c10-m4", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Seekwell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Seekwell**: Starts at $50/month (SQL-based, good for technical teams)"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|mistral-small|RudderStack", "prompt": "c10-m4", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "RudderStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**RudderStack**: Free forever plan with 250K events/month"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|mistral-small|Snowflake", "prompt": "c10-m4", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Snowflake instead of BigQuery if: You need multi-cloud support"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|mistral-small|Hightouch", "prompt": "c10-m4", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Hightouch instead of Census if: You need 200+ destination connectors"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|moonshot-small|Google BigQuery", "prompt": "c10-m4", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Data Warehouse: Google BigQuery** ⭐ **Why it's the best budget choice:**"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|moonshot-small|PostgreSQL", "prompt": "c10-m4", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "PostgreSQL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**PostgreSQL** ($50-200/month self-hosted): If you have strong DevOps skills and data volume under 50GB"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|moonshot-small|Snowflake", "prompt": "c10-m4", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Snowflake**: Only if you need multi-cloud flexibility or have $500+/month budget minimum"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|moonshot-small|Hightouch", "prompt": "c10-m4", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Reverse ETL: Hightouch (Free Tier)** ⭐ **Why it's the best budget choice:**"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|moonshot-small|Census", "prompt": "c10-m4", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Alternative for tighter budgets:** - **Census Free Tier**: 3,500 monthly active rows"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|moonshot-small|Weld", "prompt": "c10-m4", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Weld", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Weld**: $99/month all-in-one (ELT + reverse ETL + transformations)"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|moonshot-small|Airbyte Self-Hosted", "prompt": "c10-m4", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Airbyte Self-Hosted", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Consider open-source Airbyte** for data ingestion if you have technical resources"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|moonshot-small|Fivetran", "prompt": "c10-m4", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ELT/Ingestion | Fivetran (small) or Airbyte Cloud | $100-200/month"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|openai-small|BigQuery", "prompt": "c10-m4", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall budget stack:** **BigQuery + dbt Core + Airbyte + RudderStack**"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|openai-small|dbt Core", "prompt": "c10-m4", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "dbt Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**dbt Core** for modeling"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|openai-small|Airbyte", "prompt": "c10-m4", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Airbyte** for ETL/ELT"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|openai-small|RudderStack", "prompt": "c10-m4", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "RudderStack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Best budget reverse ETL product:** **RudderStack Free**"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|openai-small|Hightouch", "prompt": "c10-m4", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best if you want more mature activation UX:** **Hightouch Basic**"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|openai-small|Fivetran", "prompt": "c10-m4", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be careful with Fivetran's minimum charges and pricing changes."}, {"id": "mai-20260915-0741-calibration_b|c10-m4|openai-small|Snowflake", "prompt": "c10-m4", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "I would **not** start with Snowflake on a limited budget unless you already know you need it."}, {"id": "mai-20260915-0741-calibration_b|c10-m4|xai-small|Google BigQuery", "prompt": "c10-m4", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recommended Stack: Google BigQuery (Warehouse) + Hightouch (Reverse ETL)"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|xai-small|Hightouch", "prompt": "c10-m4", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Recommended Stack: Google BigQuery (Warehouse) + Hightouch (Reverse ETL)"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|xai-small|Census", "prompt": "c10-m4", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BigQuery + Census** | Same as above | Free: ~1–10 dests, 8M rows"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|xai-small|MotherDuck", "prompt": "c10-m4", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "MotherDuck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**MotherDuck + Grouparoo** | Free Lite tier"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|xai-small|Grouparoo", "prompt": "c10-m4", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Grouparoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Open-source/self-hosted: Free forever"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|xai-small|Snowflake", "prompt": "c10-m4", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Snowflake Trial + Hightouch** | 30-day $400 credits (startup program)"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|xai-small|Airbyte", "prompt": "c10-m4", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Use free ELT like Airbyte (open-source) or Fivetran free tier to ingest marketing data"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|xai-small|Fivetran", "prompt": "c10-m4", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Use free ELT like Airbyte (open-source) or Fivetran free tier"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|xai-small|dbt Cloud", "prompt": "c10-m4", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "dbt Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Add dbt Cloud ($50/mo starter) for transformations if needed"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|zai-small|Airbyte", "prompt": "c10-m4", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Ingestion (EL): Airbyte (Self-Hosted)"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|zai-small|PostgreSQL", "prompt": "c10-m4", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "PostgreSQL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Data Warehouse: PostgreSQL (Self-Hosted)"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|zai-small|RudderStack", "prompt": "c10-m4", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "RudderStack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Reverse ETL: RudderStack (Free Tier)"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|zai-small|dbt Core", "prompt": "c10-m4", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "dbt Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Transformation (T): dbt Core (Free)"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|zai-small|BigQuery", "prompt": "c10-m4", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "$0.02/GB/month storage (vs. $20+ for BigQuery)"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|zai-small|Snowflake", "prompt": "c10-m4", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Snowflake + Census | $800–$1,500 ... Enterprise features, steep learning curve"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|zai-small|Supabase", "prompt": "c10-m4", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Supabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "$15–$50/month for managed PostgreSQL (Supabase/Neon) if needed"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|zai-small|Neon", "prompt": "c10-m4", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Neon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "managed PostgreSQL (Supabase/Neon) if needed"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|zai-small|Fivetran", "prompt": "c10-m4", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Managed but expensive per-row pricing"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|zai-small|Hightouch", "prompt": "c10-m4", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Upgrade RudderStack → Hightouch if: Need more than 250K events/month on free tier"}, {"id": "mai-20260915-0741-calibration_b|c10-m4|zai-small|Census", "prompt": "c10-m4", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "budget", "raw": "Census", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Snowflake + Census | $800–$1,500"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|alibaba-small|dbt", "prompt": "c10-m5", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Transformation:** **dbt** (Open source, handles the logic)."}, {"id": "mai-20260915-0741-calibration_b|c10-m5|alibaba-small|Fivetran", "prompt": "c10-m5", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ingestion:** **Fivetran** (Automated data loading)."}, {"id": "mai-20260915-0741-calibration_b|c10-m5|alibaba-small|Airbyte", "prompt": "c10-m5", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ingestion tools (Fivetran/Airbyte)"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|alibaba-small|Snowflake", "prompt": "c10-m5", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Warehousing:** **Snowflake** (Standardize, easy hiring market)."}, {"id": "mai-20260915-0741-calibration_b|c10-m5|alibaba-small|BigQuery", "prompt": "c10-m5", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great if you are already in the Google ecosystem (GA4, YouTube Ads). Serverless and fast."}, {"id": "mai-20260915-0741-calibration_b|c10-m5|alibaba-small|Databricks", "prompt": "c10-m5", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "*Choose this only if you plan to build advanced ML models soon.*"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|alibaba-small|Hightouch", "prompt": "c10-m5", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Reverse ETL:** **Hightouch** (Best balance of ease-of-use for marketers and technical robustness)"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|alibaba-small|Supermetrics", "prompt": "c10-m5", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Supermetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Known originally for reporting, but ... makes them strong for activation."}, {"id": "mai-20260915-0741-calibration_b|c10-m5|alibaba-small|Axiom", "prompt": "c10-m5", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Axiom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Great API-first approach if you have strong engineers who want more control."}, {"id": "mai-20260915-0741-calibration_b|c10-m5|alibaba-small|Census (by Twilio Segment)", "prompt": "c10-m5", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Census (by Twilio Segment)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Strong if you are heavily integrated into the Twilio Segment CDP ecosystem."}, {"id": "mai-20260915-0741-calibration_b|c10-m5|anthropic-small|BigQuery", "prompt": "c10-m5", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "load it into a warehouse like BigQuery or Snowflake"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|anthropic-small|Snowflake", "prompt": "c10-m5", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "load it into a warehouse like BigQuery or Snowflake"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|anthropic-small|dbt", "prompt": "c10-m5", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "own the dbt model layer in version control"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|anthropic-small|Hightouch", "prompt": "c10-m5", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Leading options include Hightouch (200+ destinations), Census (dynamic audience segmentation), and Fivetran"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|anthropic-small|Census", "prompt": "c10-m5", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Census (dynamic audience segmentation)"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|anthropic-small|Fivetran", "prompt": "c10-m5", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fivetran (enterprise-grade 99.9% uptime SLA)"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|anthropic-small|Segment", "prompt": "c10-m5", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "CDPs like Segment and RudderStack include reverse ETL capabilities"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|anthropic-small|RudderStack", "prompt": "c10-m5", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "RudderStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "CDPs like Segment and RudderStack include reverse ETL capabilities"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|deepseek-small|Fivetran", "prompt": "c10-m5", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Ingestion:** Fivetran or Airbyte (depending on technical capacity)"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|deepseek-small|Airbyte", "prompt": "c10-m5", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ingestion:** Fivetran or Airbyte (depending on technical capacity)"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|deepseek-small|Stitch", "prompt": "c10-m5", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Pull raw data in | Fivetran, Airbyte, Stitch"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|deepseek-small|Snowflake", "prompt": "c10-m5", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you need stable concurrency across many analysts and cross-cloud flexibility, **Snowflake**."}, {"id": "mai-20260915-0741-calibration_b|c10-m5|deepseek-small|BigQuery", "prompt": "c10-m5", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you're on Google or cost-sensitive, start with **BigQuery**"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|deepseek-small|Redshift", "prompt": "c10-m5", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Redshift wins only on tight AWS-only stacks... Redshift is cheap but higher admin overhead"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|deepseek-small|Databricks", "prompt": "c10-m5", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Snowflake, BigQuery, Redshift, Databricks"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|deepseek-small|dbt", "prompt": "c10-m5", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Transformation:** dbt (define metrics once, centrally)"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|deepseek-small|Hightouch", "prompt": "c10-m5", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Reverse ETL:** Hightouch (marketing-owned)"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|deepseek-small|Census (now Fivetran Activations)", "prompt": "c10-m5", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Census (now Fivetran Activations)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "best if you're already on Fivetran for ingestion (bundled under one vendor)"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|deepseek-small|Twilio Segment", "prompt": "c10-m5", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Twilio Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "best if Segment is *already* your CDP/event collection layer... Smaller destination coverage than Hightouch, though."}, {"id": "mai-20260915-0741-calibration_b|c10-m5|deepseek-small|Polytomic", "prompt": "c10-m5", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Polytomic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "good for bi-directional, lighter-weight syncs"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|deepseek-small|RudderStack", "prompt": "c10-m5", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "RudderStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "if event collection + activation are one combined problem"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|deepseek-small|Looker", "prompt": "c10-m5", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**BI:** Looker, Tableau, or Power BI to match your ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|deepseek-small|Tableau", "prompt": "c10-m5", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**BI:** Looker, Tableau, or Power BI to match your ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|deepseek-small|Power BI", "prompt": "c10-m5", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**BI:** Looker, Tableau, or Power BI to match your ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|google-small|Segment", "prompt": "c10-m5", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Segment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "rather than buying a traditional, monolithic \"packaged\" CDP like Segment or Adobe"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|google-small|Adobe", "prompt": "c10-m5", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Adobe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "rather than buying a traditional, monolithic \"packaged\" CDP like Segment or Adobe"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|google-small|Google BigQuery", "prompt": "c10-m5", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The industry favorite for marketing-heavy stacks... Warehouse: Snowflake or Google BigQuery."}, {"id": "mai-20260915-0741-calibration_b|c10-m5|google-small|Snowflake", "prompt": "c10-m5", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Warehouse: Snowflake or Google BigQuery."}, {"id": "mai-20260915-0741-calibration_b|c10-m5|google-small|Databricks", "prompt": "c10-m5", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If your engineering team is already heavily invested in Databricks, their AI-integrated data lakehouse models are highly performant."}, {"id": "mai-20260915-0741-calibration_b|c10-m5|google-small|Hightouch", "prompt": "c10-m5", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Reverse ETL: **Hightouch** (if marketing needs to build audiences visually) or **Census**"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|google-small|Census", "prompt": "c10-m5", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Census", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Census** (if data engineering is driving the implementation)"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|google-small|RudderStack", "prompt": "c10-m5", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "RudderStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "RudderStack does Reverse ETL, but its primary legacy is Event Streaming"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|google-small|Fivetran", "prompt": "c10-m5", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Fivetran** is the enterprise standard for pulling data from Salesforce, HubSpot, and Marketo."}, {"id": "mai-20260915-0741-calibration_b|c10-m5|google-small|Airbyte", "prompt": "c10-m5", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If Fivetran's usage-based pricing is too steep, look at **Airbyte** (open-source/cloud option)"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|google-small|Supermetrics", "prompt": "c10-m5", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Supermetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "marketing-specific connectors like **Supermetrics** or **Funnel.io**"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|google-small|Funnel.io", "prompt": "c10-m5", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Funnel.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "marketing-specific connectors like **Supermetrics** or **Funnel.io**"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|google-small|dbt (Data Build Tool)", "prompt": "c10-m5", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "dbt (Data Build Tool)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**dbt (Data Build Tool)** is non-negotiable here."}, {"id": "mai-20260915-0741-calibration_b|c10-m5|minimax-small|Fivetran", "prompt": "c10-m5", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Buy** managed connectors (Fivetran, Stitch, Airbyte)"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|minimax-small|Stitch", "prompt": "c10-m5", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "managed connectors (Fivetran, Stitch, Airbyte)"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|minimax-small|Airbyte", "prompt": "c10-m5", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "managed connectors (Fivetran, Stitch, Airbyte)"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|minimax-small|dbt", "prompt": "c10-m5", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Own** the dbt transformation layer (version-controlled, encodes your business logic)"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|minimax-small|Hightouch", "prompt": "c10-m5", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Hightouch** — Widest destination coverage (200+), good for marketing teams"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|minimax-small|Census", "prompt": "c10-m5", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Census** — Strong for product-led growth, dynamic segmentation"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|minimax-small|Snowflake", "prompt": "c10-m5", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Recommendation for most marketing teams:** Snowflake or BigQuery."}, {"id": "mai-20260915-0741-calibration_b|c10-m5|minimax-small|BigQuery", "prompt": "c10-m5", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Recommendation for most marketing teams:** Snowflake or BigQuery."}, {"id": "mai-20260915-0741-calibration_b|c10-m5|minimax-small|Databricks", "prompt": "c10-m5", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Databricks | Complex engineering, ML pipelines | If you have heavy data science needs"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|minimax-small|Redshift", "prompt": "c10-m5", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Legacy choice, less modern"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|minimax-small|RudderStack", "prompt": "c10-m5", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "RudderStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "RudderStack | Engineering-led, open-source preference"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|minimax-small|Polytomic", "prompt": "c10-m5", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Polytomic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Polytomic | RevOps-heavy, bi-directional sync needs"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|minimax-small|Fivetran Activations", "prompt": "c10-m5", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Fivetran Activations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Fivetran Activations | Teams already on Fivetran ingestion"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|mistral-small|Snowflake", "prompt": "c10-m5", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snowflake** - Most popular for marketing data, excellent for multi-source integration"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|mistral-small|BigQuery", "prompt": "c10-m5", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BigQuery** - Strong Google ecosystem integration, cost-effective at scale"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|mistral-small|Redshift", "prompt": "c10-m5", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Redshift** - AWS-native, good if you're heavily invested in AWS"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|mistral-small|Databricks", "prompt": "c10-m5", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Databricks** - More for data teams that need advanced analytics capabilities"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|mistral-small|Firebolt", "prompt": "c10-m5", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Firebolt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Firebolt** - High-performance option if you need sub-second query performance"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|mistral-small|Hightouch", "prompt": "c10-m5", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Hightouch** - Most mature, strong governance features"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|mistral-small|Census", "prompt": "c10-m5", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Census** - Good balance of features and usability"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|mistral-small|Grouparoo", "prompt": "c10-m5", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Grouparoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Grouparoo** - Open-source option, good for technical teams"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|mistral-small|Polytomic", "prompt": "c10-m5", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Polytomic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Polytomic** - Strong data transformation capabilities"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|mistral-small|Segment", "prompt": "c10-m5", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Segment** (with Protocols) - If you're already using Segment"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|mistral-small|Iterable", "prompt": "c10-m5", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Iterable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Iterable** - Good for email/SMS-focused companies"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|mistral-small|Braze", "prompt": "c10-m5", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Braze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Braze** - Strong for mobile/app marketing"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|moonshot-small|Snowflake", "prompt": "c10-m5", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Warehouse** | Snowflake or BigQuery | Redshift (if AWS-native)"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|moonshot-small|BigQuery", "prompt": "c10-m5", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "BigQuery if you run Google Ads/GA4; Snowflake if you need multi-cloud or have diverse data sources."}, {"id": "mai-20260915-0741-calibration_b|c10-m5|moonshot-small|Redshift", "prompt": "c10-m5", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Redshift (if AWS-native)"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|moonshot-small|Databricks", "prompt": "c10-m5", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Overkill for standard marketing analytics"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|moonshot-small|Hightouch", "prompt": "c10-m5", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Reverse ETL** | **Hightouch** or **Fivetran Activations**"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|moonshot-small|Census (now Fivetran Activations)", "prompt": "c10-m5", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Census (now Fivetran Activations)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Reverse ETL** | **Hightouch** or **Fivetran Activations**"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|moonshot-small|RudderStack", "prompt": "c10-m5", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "RudderStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "RudderStack (engineering-heavy)"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|moonshot-small|Polytomic", "prompt": "c10-m5", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Polytomic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong for CRM-heavy workflows"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|moonshot-small|Segment Reverse ETL", "prompt": "c10-m5", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Segment Reverse ETL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "No standalone pricing; limited vs. best-of-breed"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|moonshot-small|mParticle", "prompt": "c10-m5", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "mParticle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Packaged CDP** (Segment, mParticle, etc.)"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|moonshot-small|GrowthLoop", "prompt": "c10-m5", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "GrowthLoop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "tools like GrowthLoop, DinMo, or newer \"agentic CDPs\" give you warehouse data ownership"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|moonshot-small|DinMo", "prompt": "c10-m5", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "DinMo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "tools like GrowthLoop, DinMo, or newer \"agentic CDPs\""}, {"id": "mai-20260915-0741-calibration_b|c10-m5|moonshot-small|Fivetran", "prompt": "c10-m5", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Ingestion** | Fivetran (now with Activations)"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|moonshot-small|Airbyte", "prompt": "c10-m5", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Airbyte (cost-sensitive)"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|moonshot-small|dbt Cloud", "prompt": "c10-m5", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "dbt Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**Transformation** | dbt Cloud"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|moonshot-small|Dataform", "prompt": "c10-m5", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Dataform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Dataform (BigQuery-only)"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|openai-small|Snowflake", "prompt": "c10-m5", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Warehouse:** Snowflake or BigQuery"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|openai-small|BigQuery", "prompt": "c10-m5", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Warehouse:** Snowflake or BigQuery"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|openai-small|Redshift", "prompt": "c10-m5", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are already on AWS - Warehouse: **Redshift**"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|openai-small|Databricks SQL / lakehouse", "prompt": "c10-m5", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Databricks SQL / lakehouse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Common short list: ... **Databricks SQL / lakehouse**"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|openai-small|Hightouch", "prompt": "c10-m5", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Reverse ETL:** Hightouch or Census"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|openai-small|Census", "prompt": "c10-m5", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Census", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Reverse ETL:** Hightouch or Census"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|openai-small|RudderStack", "prompt": "c10-m5", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "RudderStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Typical vendors to compare: ... **RudderStack**"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|openai-small|Segment / Twilio", "prompt": "c10-m5", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Segment / Twilio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Sometimes **Segment / Twilio**, **Tealium**, or cloud-native/custom tooling depending on your stack and needs"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|openai-small|Tealium", "prompt": "c10-m5", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Tealium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Sometimes **Segment / Twilio**, **Tealium**, or cloud-native/custom tooling"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|openai-small|Fivetran", "prompt": "c10-m5", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Ingestion:** Fivetran or Airbyte"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|openai-small|Airbyte", "prompt": "c10-m5", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Ingestion:** Fivetran or Airbyte"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|openai-small|dbt", "prompt": "c10-m5", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Transform:** dbt"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|openai-small|Dataform", "prompt": "c10-m5", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Dataform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Transform / modeling - dbt - Dataform"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|xai-small|Snowflake", "prompt": "c10-m5", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Snowflake**: Best all-rounder (scale, multi-cloud, dbt-native). Usage-based."}, {"id": "mai-20260915-0741-calibration_b|c10-m5|xai-small|BigQuery", "prompt": "c10-m5", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BigQuery**: Google ecosystem (GA4/Ads), ML-ready, serverless."}, {"id": "mai-20260915-0741-calibration_b|c10-m5|xai-small|Redshift", "prompt": "c10-m5", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Redshift**: AWS shops, cost-effective for structured data."}, {"id": "mai-20260915-0741-calibration_b|c10-m5|xai-small|Fivetran", "prompt": "c10-m5", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fivetran** | 700+ (ingestion + revETL) | 15min | Usage-based | If bundling with ingestion; enterprise uptime."}, {"id": "mai-20260915-0741-calibration_b|c10-m5|xai-small|Stitch", "prompt": "c10-m5", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Native connectors via ingestion tools (Fivetran, Stitch)"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|xai-small|dbt", "prompt": "c10-m5", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Transformation**: dbt for SQL models/tests."}, {"id": "mai-20260915-0741-calibration_b|c10-m5|xai-small|Hightouch", "prompt": "c10-m5", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Hightouch** | 200+ | 15min/stream | Usage-based (free tier) | Broad marketing activation, composable CDP."}, {"id": "mai-20260915-0741-calibration_b|c10-m5|xai-small|Census", "prompt": "c10-m5", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Census** | 150+ | Hourly/real-time | From $350/mo | Governance, dynamic segments."}, {"id": "mai-20260915-0741-calibration_b|c10-m5|xai-small|Airbyte", "prompt": "c10-m5", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Fivetran/Airbyte for 500+ connectors; reliability > breadth."}, {"id": "mai-20260915-0741-calibration_b|c10-m5|xai-small|Monte Carlo", "prompt": "c10-m5", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Monte Carlo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Freshness, volume, schema checks; tools like Monte Carlo."}, {"id": "mai-20260915-0741-calibration_b|c10-m5|zai-small|Google BigQuery", "prompt": "c10-m5", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Google BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for**: GCP-native teams, pay-per-query model"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|zai-small|Snowflake", "prompt": "c10-m5", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for**: Multi-cloud strategy, flexible workloads"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|zai-small|Amazon Redshift", "prompt": "c10-m5", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Amazon Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for**: AWS-heavy organizations, predictable workloads"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|zai-small|Hightouch", "prompt": "c10-m5", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Hightouch** (Market Leader) - **Best for**: Marketing ops autonomy, broadest feature set"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|zai-small|Fivetran Activations", "prompt": "c10-m5", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Fivetran Activations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: SQL-first teams, strong dbt integration"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|zai-small|Polytomic", "prompt": "c10-m5", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Polytomic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for**: Bidirectional sync needs, CRM-heavy operations"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|zai-small|Omnata", "prompt": "c10-m5", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "Omnata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for**: Snowflake-native teams"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|zai-small|RudderStack Reverse ETL", "prompt": "c10-m5", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "RudderStack Reverse ETL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for**: Engineering-led teams, open-source preference"}, {"id": "mai-20260915-0741-calibration_b|c10-m5|zai-small|DinMo", "prompt": "c10-m5", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "scale", "raw": "DinMo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Requires tools with visual segment builders (Hightouch, DinMo)"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|alibaba-small|PostgreSQL", "prompt": "c10-m6", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "PostgreSQL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid PostgreSQL for Analytical Workloads**"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|alibaba-small|ClickHouse", "prompt": "c10-m6", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "ClickHouse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many teams try to self-host warehouses (like ClickHouse or open-source Postgres) to save money."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|alibaba-small|BigQuery", "prompt": "c10-m6", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Use Extreme Caution with BigQuery (Without Governance)**"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|alibaba-small|Snowflake", "prompt": "c10-m6", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Stick to fully managed cloud options (BigQuery, Snowflake, Redshift) to offload maintenance."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|alibaba-small|Redshift", "prompt": "c10-m6", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Redshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Stick to fully managed cloud options (BigQuery, Snowflake, Redshift) to offload maintenance."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|alibaba-small|Skyvia", "prompt": "c10-m6", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Skyvia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Using a purely GUI-based Reverse ETL tool (like early versions of Skyvia or simpler connectors) forces you to do complex math manually inside the tool, leading to errors."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|alibaba-small|Hightouch", "prompt": "c10-m6", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Use tools (like Hightouch or Census) that allow you to run the transformation logic in **dbt** or **SQL** within the warehouse"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|alibaba-small|Census", "prompt": "c10-m6", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Census", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Use tools (like Hightouch or Census) that allow you to run the transformation logic in **dbt** or **SQL** within the warehouse"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|alibaba-small|Fivetran", "prompt": "c10-m6", "model": "alibaba-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid Fivetran for Activation (It’s Not a Reverse ETL Tool)**"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|anthropic-small|Domo", "prompt": "c10-m6", "model": "anthropic-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Domo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "integrated platforms like Domo provide reverse ETL alongside BI, modeling, and centralized governance controls"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|challenger-small|Airbyte", "prompt": "c10-m6", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Airbyte", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid Airbyte** if you do not have engineers to run and maintain it."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|challenger-small|Fivetran", "prompt": "c10-m6", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid Fivetran** if you need **predictable spend** at scale."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|challenger-small|Stitch", "prompt": "c10-m6", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Stitch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid Stitch** if you need complex transformation or data cleaning."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|challenger-small|AWS Glue", "prompt": "c10-m6", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "AWS Glue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid AWS Glue / Azure Data Factory / Informatica** if your marketing team needs **low-code self-service**"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|challenger-small|Azure Data Factory", "prompt": "c10-m6", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Azure Data Factory", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid AWS Glue / Azure Data Factory / Informatica** if your marketing team needs **low-code self-service**"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|challenger-small|Informatica", "prompt": "c10-m6", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Informatica", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "it is **high complexity** and is **not built for non-technical self-service**"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|challenger-small|Snowflake", "prompt": "c10-m6", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "the mainstream options—**Snowflake, BigQuery, and Redshift**—are generally the safer default choices for marketing analytics"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|challenger-small|BigQuery", "prompt": "c10-m6", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "generally the safer default choices for marketing analytics"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|challenger-small|Redshift", "prompt": "c10-m6", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "generally the safer default choices for marketing analytics"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|challenger-small|Hightouch", "prompt": "c10-m6", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "tools like **Hightouch** and **Census** are meant for that activation use case rather than pure analysis"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|challenger-small|Census", "prompt": "c10-m6", "model": "challenger-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Census", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "tools like **Hightouch** and **Census** are meant for that activation use case"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|deepseek-small|Snowflake", "prompt": "c10-m6", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The 60-second minimum billing every time a warehouse \"wakes up.\" ... \"zombie warehouses\" silently draining budgets."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|deepseek-small|BigQuery", "prompt": "c10-m6", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The \"$6.25/TB scanning tax.\" ... one bad \"runaway query,\" can cost thousands unexpectedly."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|deepseek-small|Databricks", "prompt": "c10-m6", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "\"overkill for marketing teams doing basic SQL analytics\" ... Only makes sense for heavy ML."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|deepseek-small|Redshift", "prompt": "c10-m6", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Highest operational maintenance burden (VACUUM, cluster tuning, distribution keys). Most expensive at scale"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|deepseek-small|Fivetran", "prompt": "c10-m6", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the entire ingestion → transformation → activation pipeline now ships from one vendor ... dramatically raises lock-in"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|deepseek-small|dbt Labs", "prompt": "c10-m6", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "dbt Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Own the transformation/model layer (dbt in version control) — that's your business logic."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|deepseek-small|Iceberg", "prompt": "c10-m6", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Iceberg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "prefer open table formats (Iceberg, Delta, Parquet)"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|deepseek-small|DuckDB/MotherDuck", "prompt": "c10-m6", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "DuckDB/MotherDuck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "smaller alternatives (DuckDB/MotherDuck, Postgres) avoid the pricing floors and idle-compute waste"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|deepseek-small|Postgres", "prompt": "c10-m6", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Postgres", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "smaller alternatives (DuckDB/MotherDuck, Postgres) avoid the pricing floors and idle-compute waste"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|deepseek-small|Hightouch", "prompt": "c10-m6", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Hightouch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Usage-based pricing scales unpredictably with data volume; multiple reviewers report bills escalating well beyond initial estimates."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|deepseek-small|Census", "prompt": "c10-m6", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Census", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "built for data engineers, not marketers ... be cautious about buying during acquisition transition."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|deepseek-small|RudderStack", "prompt": "c10-m6", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "RudderStack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Reverse ETL is not the primary product ... the reverse ETL experience is less polished."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|deepseek-small|Polytomic", "prompt": "c10-m6", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Polytomic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "The main contenders are Hightouch, Census (now Fivetran), RudderStack, Polytomic, Segment, and Hevo."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|deepseek-small|Segment", "prompt": "c10-m6", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "The main contenders are Hightouch, Census (now Fivetran), RudderStack, Polytomic, Segment, and Hevo."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|deepseek-small|Hevo", "prompt": "c10-m6", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Hevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "The main contenders are Hightouch, Census (now Fivetran), RudderStack, Polytomic, Segment, and Hevo."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|deepseek-small|Airbyte", "prompt": "c10-m6", "model": "deepseek-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Airbyte", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 16, "ev": "Self-hosting any of this (RudderStack OSS, Airbyte) without a data engineer on staff"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|google-small|AWS Redshift", "prompt": "c10-m6", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "AWS Redshift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "AWS Redshift (Avoid/Be Cautious)... it is increasingly considered a \"trap\" for modern, agile marketing teams."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|google-small|Databricks", "prompt": "c10-m6", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Databricks / Lakehouses (Be Cautious)"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|google-small|Snowflake", "prompt": "c10-m6", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Snowflake & Google BigQuery (Proceed with Financial Guardrails)"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|google-small|Google BigQuery", "prompt": "c10-m6", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Google BigQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Snowflake & Google BigQuery (Proceed with Financial Guardrails)"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|google-small|Azure Synapse", "prompt": "c10-m6", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Azure Synapse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid unless your entire company is strictly an Azure shop and you have an IT department fully managing the setup for you."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|google-small|Grouparoo", "prompt": "c10-m6", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Grouparoo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Grouparoo (Avoid – Discontinued)"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|google-small|RudderStack", "prompt": "c10-m6", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "RudderStack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "RudderStack (Avoid for Self-Serve Marketing, Great for Engineers)"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|google-small|Microsoft Fabric", "prompt": "c10-m6", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Microsoft Fabric", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Azure Synapse / Microsoft Fabric ... Built primarily for enterprise IT environments, not agile marketing teams."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|google-small|Zapier", "prompt": "c10-m6", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid using Zapier or Workato to sync large contact databases or audiences from your warehouse."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|google-small|Census", "prompt": "c10-m6", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Census", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Census (Proceed with Caution depending on who \"owns\" the data)"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|google-small|Workato", "prompt": "c10-m6", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Workato", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid using Zapier or Workato to sync large contact databases or audiences from your warehouse."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|google-small|Hevo Activate", "prompt": "c10-m6", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Hevo Activate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Hevo Activate (Avoid for Complex Marketing Stacks)"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|google-small|Tray.io", "prompt": "c10-m6", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Tray.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Legacy Point-to-Point Tools (Zapier, Workato, Tray.io) *for high-volume syncing* ... not true Reverse ETL"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|google-small|Hightouch", "prompt": "c10-m6", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a true visual audience builder (such as those offered by Hightouch or Polytomic)"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|google-small|Polytomic", "prompt": "c10-m6", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Polytomic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "such as those offered by Hightouch or Polytomic"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|google-small|Improvado", "prompt": "c10-m6", "model": "google-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Improvado", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "or marketing-focused options like Improvado"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|minimax-small|Hightouch", "prompt": "c10-m6", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Hightouch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Usage-based pricing scales unpredictably; costs escalate significantly beyond initial estimates for growing organizations"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|minimax-small|Census", "prompt": "c10-m6", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Census", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Per-sync workflow model can become expensive for scaling companies; professional plan has field limits"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|minimax-small|Polytomic", "prompt": "c10-m6", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Polytomic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bi-directional sync needs** | Polytomic (easier setup)"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|minimax-small|Segment", "prompt": "c10-m6", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Already on Segment/RudderStack** | Stay integrated until you have specific reason to switch"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|minimax-small|RudderStack", "prompt": "c10-m6", "model": "minimax-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "RudderStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Already on Segment/RudderStack** | Stay integrated until you have specific reason to switch"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|mistral-small|TapClicks", "prompt": "c10-m6", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "TapClicks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "reviews consistently show it's overly complex for small teams and lacks marketing-specific features"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|mistral-small|Supermetrics", "prompt": "c10-m6", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Supermetrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "insufficient for serious marketing operations"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|mistral-small|Hevo Data", "prompt": "c10-m6", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Hevo Data", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "It lacks built-in measurement layers and marketing features... The pricing model can also become unpredictable"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|mistral-small|Adverity", "prompt": "c10-m6", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Adverity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "often overkill for most marketing teams and comes with custom pricing that can be prohibitive"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|mistral-small|Airbyte", "prompt": "c10-m6", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Airbyte", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Airbyte alone doesn't provide the marketing-specific features needed for activation"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|mistral-small|Hightouch", "prompt": "c10-m6", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Hightouch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "its pricing complexity is a major red flag... Hightouch and Census are market leaders, but only for teams with proper data infrastructure"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|mistral-small|Census", "prompt": "c10-m6", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Census", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Census uses Monthly Active Rows (MAR) pricing that can spike unexpectedly"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|mistral-small|Polytomic", "prompt": "c10-m6", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Polytomic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "it's newer with less enterprise track record. The destination library is smaller than market leaders"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|mistral-small|RudderStack", "prompt": "c10-m6", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "RudderStack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "using it solely for reverse ETL means paying for features you don't need"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|mistral-small|Snowflake", "prompt": "c10-m6", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Snowflake, Google BigQuery, Amazon Redshift, or Databricks are the safest enterprise choices"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|mistral-small|Google BigQuery", "prompt": "c10-m6", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Google BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "are the safest enterprise choices"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|mistral-small|Amazon Redshift", "prompt": "c10-m6", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Amazon Redshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Snowflake, Google BigQuery, Amazon Redshift, or Databricks are the safest enterprise choices"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|mistral-small|Databricks", "prompt": "c10-m6", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Snowflake, Google BigQuery, Amazon Redshift, or Databricks are the safest enterprise choices"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|mistral-small|LeadJourney", "prompt": "c10-m6", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "LeadJourney", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "For smaller teams, consider purpose-built marketing attribution platforms like LeadJourney or Cometly"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|mistral-small|Cometly", "prompt": "c10-m6", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Cometly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "consider purpose-built marketing attribution platforms like LeadJourney or Cometly"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|mistral-small|Skyvia", "prompt": "c10-m6", "model": "mistral-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Smaller teams should consider Skyvia (budget-friendly)"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|moonshot-small|Census (Now Fivetran Activations)", "prompt": "c10-m6", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Census (Now Fivetran Activations)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Existing Census customers should plan an exit strategy. New buyers should look elsewhere"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|moonshot-small|Stitch Data", "prompt": "c10-m6", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Stitch Data", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Stitch Data — Declining Competitiveness ... Marketing teams will outgrow it quickly."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|moonshot-small|Hightouch", "prompt": "c10-m6", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Hightouch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Hightouch — Good but Expensive and Technically Demanding"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|moonshot-small|Fivetran", "prompt": "c10-m6", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Poor fit for marketing teams needing governed, analytics-ready data out of the box."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|moonshot-small|Segment (Twilio Segment)", "prompt": "c10-m6", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Segment (Twilio Segment)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Misaligned with marketing operations focused on paid media, attribution, and campaign optimization."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|moonshot-small|Supermetrics", "prompt": "c10-m6", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Supermetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Avoid if you need centralized, governed, scalable marketing analytics."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|moonshot-small|Improvado", "prompt": "c10-m6", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Improvado", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Marketing-specific ETL + governance | Improvado, Funnel.io"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|moonshot-small|Funnel.io", "prompt": "c10-m6", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Funnel.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Marketing-specific ETL + governance | Improvado, Funnel.io"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|moonshot-small|Skyvia", "prompt": "c10-m6", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Skyvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "No-code ETL on a budget | Skyvia, Hevo Data"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|moonshot-small|Hevo Data", "prompt": "c10-m6", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "No-code ETL on a budget | Skyvia, Hevo Data"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|moonshot-small|Airbyte", "prompt": "c10-m6", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Open-source flexibility | Airbyte, Meltano (with engineering resources)"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|moonshot-small|Meltano", "prompt": "c10-m6", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Meltano", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Open-source flexibility | Airbyte, Meltano (with engineering resources)"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|moonshot-small|Polytomic", "prompt": "c10-m6", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Polytomic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Unified data movement (ETL + Reverse ETL) | Polytomic, Keboola, or Bruin"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|moonshot-small|Keboola", "prompt": "c10-m6", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Keboola", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Unified data movement (ETL + Reverse ETL) | Polytomic, Keboola, or Bruin"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|moonshot-small|Bruin", "prompt": "c10-m6", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Bruin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Unified data movement (ETL + Reverse ETL) | Polytomic, Keboola, or Bruin"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|moonshot-small|ZoomInfo", "prompt": "c10-m6", "model": "moonshot-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "B2B data + activation | ZoomInfo (if you need the data itself, not just pipes)"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|openai-small|Hightouch", "prompt": "c10-m6", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Hightouch and RudderStack both emphasize controls around security, compliance, masking, and keeping sensitive data in your warehouse or governed flow"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|openai-small|RudderStack", "prompt": "c10-m6", "model": "openai-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "RudderStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Hightouch and RudderStack both emphasize controls around security, compliance, masking"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|xai-small|Snowflake", "prompt": "c10-m6", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Snowflake: 60-second minimum billing per warehouse start leads to \"zombie\" idle costs ... overkill/expensive for small marketing datasets"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|xai-small|BigQuery", "prompt": "c10-m6", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "BigQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with BigQuery (serverless, free tier) or Snowflake (flexible) for marketing if data >1TB/mo"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|xai-small|Redshift", "prompt": "c10-m6", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Redshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Highest costs without AWS reserved commitments; concurrency limits ... Only if deeply AWS-locked."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|xai-small|Databricks", "prompt": "c10-m6", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "double-billing confuses budgets ($50K–200K+/yr easily); steep learning curve and cold starts (2–5 min) frustrate ad-hoc marketing queries"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|xai-small|Hightouch", "prompt": "c10-m6", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Recommendation: Hightouch for marketer-friendly UI/200+ destinations"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|xai-small|Census", "prompt": "c10-m6", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Census for dbt teams"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|xai-small|RudderStack", "prompt": "c10-m6", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "RudderStack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Event-based; less polished UI/monitoring for pure reverse ETL."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|xai-small|Fivetran", "prompt": "c10-m6", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Expensive for non-ETL; sync issues."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|xai-small|Airbyte", "prompt": "c10-m6", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Self-host RudderStack/Airbyte if open-source preferred."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|xai-small|Segment", "prompt": "c10-m6", "model": "xai-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Skip if no warehouse; native CDP (Segment) suffices."}, {"id": "mai-20260915-0741-calibration_b|c10-m6|zai-small|Informatica", "prompt": "c10-m6", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Informatica", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid**: Legacy ETL tools (Informatica, Talend) built for traditional batch processing rather than marketing analytics"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|zai-small|Talend", "prompt": "c10-m6", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Talend", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid**: Legacy ETL tools (Informatica, Talend) built for traditional batch processing"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|zai-small|Census", "prompt": "c10-m6", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Census", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Avoid**: Census (pre-2023) — limited enterprise features... **Census (Fivetran Activations)** — Good for dbt teams, has identity resolution"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|zai-small|Snowflake", "prompt": "c10-m6", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Snowflake** — Best for multi-cloud, strong governance features"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|zai-small|BigQuery", "prompt": "c10-m6", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**BigQuery** — Best for Google Ads-centric advertisers, serverless"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|zai-small|Databricks", "prompt": "c10-m6", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Databricks** — Best for ML-heavy teams"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|zai-small|Hightouch", "prompt": "c10-m6", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Hightouch** — Most destinations (300+), SQL-first, warehouse-native compute"}, {"id": "mai-20260915-0741-calibration_b|c10-m6|zai-small|Improvado", "prompt": "c10-m6", "model": "zai-small", "cat": "data-warehouse-reverse-etl", "variant": "negative", "raw": "Improvado", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Improvado** — Best for marketing teams without SQL skills"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|alibaba-small|Goodie", "prompt": "c11-m1", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Goodie", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Goodie** — Best Overall for Mid-Market"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|alibaba-small|Peec AI", "prompt": "c11-m1", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Peec AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Peec AI** — Best for Daily Prompt Monitoring"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|alibaba-small|Scrunch AI", "prompt": "c11-m1", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Scrunch AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Scrunch AI** — Best for Deep Analytics & Scale"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|alibaba-small|OtterlyAI", "prompt": "c11-m1", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "OtterlyAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OtterlyAI** — Best Budget-Friendly Entry Point"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|alibaba-small|AI Peekaboo", "prompt": "c11-m1", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "AI Peekaboo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Lowest cost to get started | **OtterlyAI** or **AI Peekaboo**"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|alibaba-small|Profound AI", "prompt": "c11-m1", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Profound AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise-scale readiness now | **Profound AI**"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|anthropic-small|Scrunch AI", "prompt": "c11-m1", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Scrunch AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Scrunch AI** tracks 7+ engines ... making it ideal for mid-market B2B SaaS teams"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|anthropic-small|Wellows", "prompt": "c11-m1", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Wellows", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: \nWellows for tracking AI citations and acting on the gaps"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|anthropic-small|OtterlyAI", "prompt": "c11-m1", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "OtterlyAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Budget-Conscious Teams: \nOtterlyAI for simple, low-cost tracking"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|anthropic-small|Profound", "prompt": "c11-m1", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Profound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "it's positioned for upper mid-market and enterprise organizations"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|anthropic-small|GrackerAI", "prompt": "c11-m1", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "GrackerAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GrackerAI is purpose-built for B2B SaaS, tracking up to 9 AI engines at a fraction of enterprise tool costs"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|anthropic-small|MaxAEO", "prompt": "c11-m1", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "MaxAEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "MaxAEO combines brand mention tracking, competitor benchmarking, sentiment analysis, citation tracing, and optimization recommendations"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|anthropic-small|Peec AI", "prompt": "c11-m1", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Peec AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Daily Monitoring: \nPeec AI for daily prompt monitoring"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|challenger-small|Wellows", "prompt": "c11-m1", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Wellows", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd choose **Wellows** first because the results consistently position it as the best overall B2B option"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|challenger-small|Goodie", "prompt": "c11-m1", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Goodie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Goodie** is also a strong fit"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|challenger-small|Peec AI", "prompt": "c11-m1", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Peec AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for daily prompt monitoring and B2B segmentation."}, {"id": "mai-20260915-0741-calibration_b|c11-m1|challenger-small|Otterly AI", "prompt": "c11-m1", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Otterly AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Affordable, simple tracking, with pricing starting around $29/month"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|challenger-small|Profound", "prompt": "c11-m1", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Profound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Repeatedly positioned as enterprise-scale with deep analytics and demand data."}, {"id": "mai-20260915-0741-calibration_b|c11-m1|deepseek-small|Otterly.AI", "prompt": "c11-m1", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Otterly.AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Otterly.AI** is the most widely recommended pick for mid-market B2B teams"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|deepseek-small|Peec AI", "prompt": "c11-m1", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Peec AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Peec AI** is the strongest alternative if you want deeper analytics, unlimited seats, and API/integration support."}, {"id": "mai-20260915-0741-calibration_b|c11-m1|deepseek-small|SEMrush AI Visibility Toolkit", "prompt": "c11-m1", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "SEMrush AI Visibility Toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "adding its AI Visibility Toolkit is the lowest-friction path since it lives in a tool your team already knows"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|deepseek-small|Ahrefs Brand Radar", "prompt": "c11-m1", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Ahrefs Brand Radar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "expensive at realistic full coverage (~$700+/mo) and no Claude tracking"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|deepseek-small|Wellows", "prompt": "c11-m1", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Wellows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good if your strategy runs on turning AI citations into PR/outreach opportunities."}, {"id": "mai-20260915-0741-calibration_b|c11-m1|deepseek-small|Knowatoa / ZipTie", "prompt": "c11-m1", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Knowatoa / ZipTie", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Useful for specific niches, less comprehensive."}, {"id": "mai-20260915-0741-calibration_b|c11-m1|deepseek-small|Profound", "prompt": "c11-m1", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Profound", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Overkill for most mid-market; go here if you outgrow mid-market tools."}, {"id": "mai-20260915-0741-calibration_b|c11-m1|google-small|RadarKit.ai", "prompt": "c11-m1", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "RadarKit.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "RadarKit.ai — Best Overall & Best Value"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|google-small|Profound", "prompt": "c11-m1", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Profound", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Profound is widely considered the industry leader for tech and SaaS B2B companies."}, {"id": "mai-20260915-0741-calibration_b|c11-m1|google-small|Profound (Growth Tier)", "prompt": "c11-m1", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Profound (Growth Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Pure Brand Intelligence & Strategic Teams"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|google-small|Scrunch", "prompt": "c11-m1", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Scrunch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Scrunch if your website is technically complex"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|google-small|Peec AI", "prompt": "c11-m1", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Peec AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "has quickly become a favorite for mid-market product-led growth (PLG) and B2B SaaS teams"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|google-small|Gauge", "prompt": "c11-m1", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Gauge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for B2B SaaS & Technical GTM Teams"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|google-small|Semrush AI Toolkit", "prompt": "c11-m1", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Semrush AI Toolkit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they generally lack the specialized content-remediation loops and prompt-level agent workflows of dedicated platforms"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|google-small|HubSpot AEO", "prompt": "c11-m1", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "HubSpot AEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "is a highly native choice"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|google-small|Ahrefs Brand Radar", "prompt": "c11-m1", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Ahrefs Brand Radar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they generally lack the specialized content-remediation loops and prompt-level agent workflows of dedicated platforms"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|meta-small|Goodie", "prompt": "c11-m1", "model": "meta-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Goodie", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best AI visibility and answer engine tracking tool for a mid-market B2B company is Goodie"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|meta-small|Scrunch AI", "prompt": "c11-m1", "model": "meta-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Scrunch AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include Scrunch AI, Wellows, Peec AI, AI Peekaboo, Otterly AI, and Profound."}, {"id": "mai-20260915-0741-calibration_b|c11-m1|meta-small|Wellows", "prompt": "c11-m1", "model": "meta-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Wellows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include Scrunch AI, Wellows, Peec AI, AI Peekaboo, Otterly AI, and Profound."}, {"id": "mai-20260915-0741-calibration_b|c11-m1|meta-small|Peec AI", "prompt": "c11-m1", "model": "meta-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Peec AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include Scrunch AI, Wellows, Peec AI, AI Peekaboo, Otterly AI, and Profound."}, {"id": "mai-20260915-0741-calibration_b|c11-m1|meta-small|AI Peekaboo", "prompt": "c11-m1", "model": "meta-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "AI Peekaboo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options include Scrunch AI, Wellows, Peec AI, AI Peekaboo, Otterly AI, and Profound."}, {"id": "mai-20260915-0741-calibration_b|c11-m1|meta-small|Otterly AI", "prompt": "c11-m1", "model": "meta-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Otterly AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other options include Scrunch AI, Wellows, Peec AI, AI Peekaboo, Otterly AI, and Profound."}, {"id": "mai-20260915-0741-calibration_b|c11-m1|meta-small|Profound", "prompt": "c11-m1", "model": "meta-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Profound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other options include Scrunch AI, Wellows, Peec AI, AI Peekaboo, Otterly AI, and Profound."}, {"id": "mai-20260915-0741-calibration_b|c11-m1|minimax-small|Profound", "prompt": "c11-m1", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Profound", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Profound** offers the best balance of coverage, analytics depth, and pricing for enterprise needs without the enterprise price tag"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|minimax-small|Mentionova", "prompt": "c11-m1", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Mentionova", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mentionova** is a strong alternative"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|minimax-small|SE Ranking", "prompt": "c11-m1", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "SE Ranking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**SE Ranking** (Best for Integrated SEO Workflow)"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|minimax-small|Alhena AI", "prompt": "c11-m1", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Alhena AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Alhena AI** (Best for Revenue Attribution)"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|minimax-small|WorkDuo", "prompt": "c11-m1", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "WorkDuo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**WorkDuo** (Best for Agencies/Multi-Brand)"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|mistral-small|Wellows", "prompt": "c11-m1", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Wellows", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Wellows** is a close second if you need more content optimization and outreach features."}, {"id": "mai-20260915-0741-calibration_b|c11-m1|mistral-small|Peec AI", "prompt": "c11-m1", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Peec AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most **mid-market B2B companies**, **Peec AI** offers the best balance of features, pricing, and scalability."}, {"id": "mai-20260915-0741-calibration_b|c11-m1|mistral-small|Otterly AI", "prompt": "c11-m1", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Otterly AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Budget Option: Otterly AI ... Best for: First-time users and lean teams"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|mistral-small|Profound", "prompt": "c11-m1", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Profound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise Scale: Profound ... Best for: Larger B2B companies with complex needs"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|moonshot-small|Peec AI", "prompt": "c11-m1", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Peec AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Peec AI** if you want:"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|moonshot-small|Profound", "prompt": "c11-m1", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Profound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Upgrade to Profound** if you need: Widest AI engine coverage"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|moonshot-small|Semrush AI Visibility Toolkit", "prompt": "c11-m1", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Semrush AI Visibility Toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Semrush AI Toolkit** if you're already invested in the Semrush ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|moonshot-small|Citedintel", "prompt": "c11-m1", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Citedintel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Best for Full Loop Optimization*"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|moonshot-small|Ahrefs Brand Radar", "prompt": "c11-m1", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Ahrefs Brand Radar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Best for Competitor Research*"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|openai-small|Profound", "prompt": "c11-m1", "model": "openai-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Profound", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Profound**"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|openai-small|Conductor", "prompt": "c11-m1", "model": "openai-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Conductor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want an all-in-one SEO + AEO stack:** **Conductor** or **SE Ranking**"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|openai-small|SE Ranking", "prompt": "c11-m1", "model": "openai-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "SE Ranking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Conductor** or **SE Ranking**. These show up in current AEO category roundups as broader platforms"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|openai-small|HubSpot AEO", "prompt": "c11-m1", "model": "openai-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "HubSpot AEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best budget-friendly entry point:** **HubSpot AEO** or **Searchable**"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|openai-small|Searchable", "prompt": "c11-m1", "model": "openai-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Searchable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Searchable** if you want a lighter-weight tracker"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|xai-small|Peec AI", "prompt": "c11-m1", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Peec AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best AI visibility and answer engine tracking tool (often called AEO/GEO platforms) is Peec AI"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|xai-small|Otterly.AI", "prompt": "c11-m1", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Otterly.AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Ups: Otterly.AI if budget < $100/mo"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|xai-small|Profound", "prompt": "c11-m1", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Profound", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Overkill/expensive for mid-market (~$399+ for multi-engine)."}, {"id": "mai-20260915-0741-calibration_b|c11-m1|xai-small|Goodie AI", "prompt": "c11-m1", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Goodie AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "higher cost, demo required."}, {"id": "mai-20260915-0741-calibration_b|c11-m1|xai-small|Trakkr", "prompt": "c11-m1", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Trakkr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Trakkr for deep B2B citation analysis (~$79\\u2013$100/mo)"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|xai-small|Scrunch AI", "prompt": "c11-m1", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Scrunch AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good competitor intel; pricier for agencies."}, {"id": "mai-20260915-0741-calibration_b|c11-m1|xai-small|Semrush", "prompt": "c11-m1", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Semrush", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you use Semrush/Ahrefs already, their AI add-ons (~$99\\u2013$199/mo) integrate well but lack Peec's prompt flexibility."}, {"id": "mai-20260915-0741-calibration_b|c11-m1|xai-small|Ahrefs", "prompt": "c11-m1", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Ahrefs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you use Semrush/Ahrefs already, their AI add-ons (~$99\\u2013$199/mo) integrate well but lack Peec's prompt flexibility."}, {"id": "mai-20260915-0741-calibration_b|c11-m1|zai-small|Profound", "prompt": "c11-m1", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Profound", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Recommendation: Profound** **Best Overall for Mid-Market B2B**"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|zai-small|Otterly.ai", "prompt": "c11-m1", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Otterly.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Add **Otterly.ai** ($29-189/month) for sentiment analysis and brand monitoring"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|zai-small|SE Ranking", "prompt": "c11-m1", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "SE Ranking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider **SE Ranking** or **Semrush** if you need SEO integration"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|zai-small|Peec.ai", "prompt": "c11-m1", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Peec.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Scale to **Profound** or **Peec.ai** as visibility program matures"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|zai-small|Scrunch AI", "prompt": "c11-m1", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Scrunch AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Scrunch AI** - Prompt-Level Precision"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|zai-small|Nightwatch", "prompt": "c11-m1", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Nightwatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Nightwatch** - SEO + AI Hybrid"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|zai-small|Writesonic", "prompt": "c11-m1", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Writesonic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Writesonic** - Content + AI Strategy"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|zai-small|Semrush AI Toolkit", "prompt": "c11-m1", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Semrush AI Toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Consider **SE Ranking** or **Semrush** if you need SEO integration"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|zai-small|Cognizo", "prompt": "c11-m1", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Cognizo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Cognizo** for combined AI visibility + ChatGPT Ads management"}, {"id": "mai-20260915-0741-calibration_b|c11-m1|zai-small|Brandwatch Generative AI", "prompt": "c11-m1", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "direct", "raw": "Brandwatch Generative AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Brandwatch Generative AI** for social + AI monitoring integration"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|alibaba-small|OtterlyAI", "prompt": "c11-m2", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "OtterlyAI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **OtterlyAI**."}, {"id": "mai-20260915-0741-calibration_b|c11-m2|alibaba-small|Semrush", "prompt": "c11-m2", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Semrush", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Integrated Choice: Semrush"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|alibaba-small|Peec AI", "prompt": "c11-m2", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Peec AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"Middle Ground\" Choice: Peec AI"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|alibaba-small|Profound", "prompt": "c11-m2", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Profound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "bridging the gap between simple trackers like Otterly and enterprise suites like Profound"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|anthropic-small|OtterlyAI", "prompt": "c11-m2", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "OtterlyAI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-sized B2B company, I'd particularly recommend **OtterlyAI** given its affordability, ease of setup"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|anthropic-small|SE Ranking's AI Search Toolkit", "prompt": "c11-m2", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "SE Ranking's AI Search Toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. SE Ranking's AI Search Toolkit** (Best for multi-platform coverage)"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|anthropic-small|Semrush AI Visibility Toolkit", "prompt": "c11-m2", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Semrush AI Visibility Toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Semrush AI Visibility Toolkit** (Best if you already use Semrush)"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|anthropic-small|Peec AI", "prompt": "c11-m2", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Peec AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Peec AI** - Best for Nuanced Analysis"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|challenger-small|SE Ranking's AI visibility tool", "prompt": "c11-m2", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "SE Ranking's AI visibility tool", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **SE Ranking's AI visibility tool** if you want the best balance of **coverage, competitor tracking, and SEO workflow integration**"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|challenger-small|Otterly AI", "prompt": "c11-m2", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Otterly AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best budget/simplest option:** **Otterly AI** for straightforward mention and citation tracking"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|challenger-small|Peec AI", "prompt": "c11-m2", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Peec AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for deeper LLM-native monitoring:** **Peec AI** for prompt-level monitoring and competitor visibility."}, {"id": "mai-20260915-0741-calibration_b|c11-m2|challenger-small|Profound", "prompt": "c11-m2", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Profound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for enterprise-scale analysis:** **Profound** for broader engine coverage"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|deepseek-small|Profound", "prompt": "c11-m2", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Profound", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation: **Profound** (or **Peec AI** as the value alternative)"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|deepseek-small|Peec AI", "prompt": "c11-m2", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Peec AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best pure mid-market option — fast, actionable, 8+ engines, good dashboards. Our value pick if Profound feels heavy."}, {"id": "mai-20260915-0741-calibration_b|c11-m2|deepseek-small|Semrush AI Toolkit", "prompt": "c11-m2", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Semrush AI Toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose this if you already run Semrush** — you layer AI visibility onto your existing SEO stack"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|deepseek-small|KIME", "prompt": "c11-m2", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "KIME", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong all-rounder with an actual \"action layer\" (agentic fixes, MCP, API)"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|deepseek-small|Slate", "prompt": "c11-m2", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Slate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "End-to-end AI search optimization + content engineering"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|deepseek-small|Otterly", "prompt": "c11-m2", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Otterly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Only if budget is tight — it's solid *monitoring* but has **no action layer**, less competitor share-of-voice, and lighter analytics."}, {"id": "mai-20260915-0741-calibration_b|c11-m2|google-small|RadarKit.ai", "prompt": "c11-m2", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "RadarKit.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **RadarKit** is the most practical choice."}, {"id": "mai-20260915-0741-calibration_b|c11-m2|google-small|Ahrefs Brand Radar", "prompt": "c11-m2", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Ahrefs Brand Radar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Existing SEO Teams... you should look into their built-in AI-tracking add-ons first"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|google-small|Semrush AI Visibility Toolkit", "prompt": "c11-m2", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Semrush AI Visibility Toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ahrefs Brand Radar or Semrush AI Visibility Toolkit \\u2014 *Best for Existing SEO Teams*"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|google-small|Peec AI", "prompt": "c11-m2", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Peec AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Peec AI** is a highly respected mid-market option."}, {"id": "mai-20260915-0741-calibration_b|c11-m2|google-small|Profound", "prompt": "c11-m2", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Profound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if You Have a Larger Budget... **Profound** is an enterprise-grade choice."}, {"id": "mai-20260915-0741-calibration_b|c11-m2|google-small|Otterly.ai", "prompt": "c11-m2", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Otterly.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best on a Lean Budget: **Otterly.ai** ... a highly popular and capable entry point."}, {"id": "mai-20260915-0741-calibration_b|c11-m2|meta-small|Peec AI", "prompt": "c11-m2", "model": "meta-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Peec AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend using Peec AI or HubSpot AEO to track brand visibility in AI answers"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|meta-small|HubSpot AEO", "prompt": "c11-m2", "model": "meta-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "HubSpot AEO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend using Peec AI or HubSpot AEO to track brand visibility in AI answers"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|minimax-small|SE Ranking", "prompt": "c11-m2", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "SE Ranking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **SE Ranking** or **Seobility**"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|minimax-small|Seobility", "prompt": "c11-m2", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Seobility", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **SE Ranking** or **Seobility**"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|minimax-small|Lumar", "prompt": "c11-m2", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Lumar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need deeper enterprise features and have a larger budget, **Lumar** provides the most comprehensive solution."}, {"id": "mai-20260915-0741-calibration_b|c11-m2|minimax-small|Track My Visibility", "prompt": "c11-m2", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Track My Visibility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Specialized focus purely on AI answers"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|mistral-small|SE Ranking", "prompt": "c11-m2", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "SE Ranking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with SE Ranking** if you need cost-effective comprehensive tracking"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|mistral-small|Semrush", "prompt": "c11-m2", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Semrush", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Semrush** if you already use their SEO suite"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|mistral-small|Frase", "prompt": "c11-m2", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Frase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Frase** \\u2b50 *Best for Content Optimization*"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|moonshot-small|HubSpot AEO", "prompt": "c11-m2", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "HubSpot AEO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall Pick: HubSpot AEO**"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|moonshot-small|Semrush AI Visibility Toolkit", "prompt": "c11-m2", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Semrush AI Visibility Toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong Alternative: Semrush AI Visibility Toolkit**"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|moonshot-small|OtterlyAI", "prompt": "c11-m2", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "OtterlyAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Budget-Conscious Option: OtterlyAI**"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|openai-small|Semrush AI Visibility Toolkit", "prompt": "c11-m2", "model": "openai-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Semrush AI Visibility Toolkit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Semrush AI Visibility Toolkit** as the default choice."}, {"id": "mai-20260915-0741-calibration_b|c11-m2|openai-small|Ahrefs Brand Radar", "prompt": "c11-m2", "model": "openai-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Ahrefs Brand Radar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a more **brand-radar/visibility-first** workflow ... Ahrefs Brand Radar is strong."}, {"id": "mai-20260915-0741-calibration_b|c11-m2|openai-small|HubSpot AEO", "prompt": "c11-m2", "model": "openai-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "HubSpot AEO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a **decision matrix for Semrush vs Ahrefs vs HubSpot AEO**"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|xai-small|Otterly AI", "prompt": "c11-m2", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Otterly AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Otterly AI as the top starting tool for tracking brand visibility in AI answers."}, {"id": "mai-20260915-0741-calibration_b|c11-m2|xai-small|Peec AI", "prompt": "c11-m2", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Peec AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives if Otterly doesn't fit: Peec AI | You need daily multi-engine tracking + sentiment"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|xai-small|Semrush AI Visibility Toolkit", "prompt": "c11-m2", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Semrush AI Visibility Toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You're already using Semrush for SEO | $99/month add-on"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|xai-small|Profound", "prompt": "c11-m2", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Profound", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Geared more enterprise; less for pure mid-sized"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|zai-small|Otterly.AI", "prompt": "c11-m2", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Otterly.AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **starting with Otterly.AI at $29/month** to establish a baseline"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|zai-small|Peec AI", "prompt": "c11-m2", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Peec AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then upgrading to **Peec AI or Profound** as you need more features and coverage"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|zai-small|Semrush AI Visibility Toolkit", "prompt": "c11-m2", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Semrush AI Visibility Toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best Integration) ... If you already use Semrush for SEO, this integrates seamlessly"}, {"id": "mai-20260915-0741-calibration_b|c11-m2|zai-small|Profound", "prompt": "c11-m2", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "paraphrase", "raw": "Profound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "then upgrading to **Peec AI or Profound** as you need more features and coverage"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|alibaba-small|Profound", "prompt": "c11-m3", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Profound", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Considered the gold standard for **consumer-interface fidelity**"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|alibaba-small|Scrunch AI", "prompt": "c11-m3", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Scrunch AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "distinct for combining **visibility with technical SEO audits**"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|alibaba-small|KIME", "prompt": "c11-m3", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "KIME", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Currently ranks as the best all-around tool"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|alibaba-small|Semrush", "prompt": "c11-m3", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Semrush", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "These have added \"AI Rank Tracking\" or \"AI Visibility\" modules."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|alibaba-small|Ahrefs", "prompt": "c11-m3", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Ahrefs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "These have added \"AI Rank Tracking\" or \"AI Visibility\" modules."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|alibaba-small|SE Ranking", "prompt": "c11-m3", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "SE Ranking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Offers a dedicated AI add-on. *Best for:* Freelancers and smaller agencies"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|alibaba-small|Frase", "prompt": "c11-m3", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Frase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**A Content Team** | **Frase**"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|alibaba-small|Writesonic", "prompt": "c11-m3", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Writesonic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focuses heavily on content generation with monitoring features"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|alibaba-small|Otterly.ai", "prompt": "c11-m3", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Otterly.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Highly cost-effective entry point, ideal for small businesses."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|alibaba-small|Peec AI", "prompt": "c11-m3", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Peec AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "A European favorite known for transparent pricing"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|alibaba-small|ZipTie", "prompt": "c11-m3", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "ZipTie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Low-cost option focused on basic mention tracking."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|alibaba-small|Similarweb", "prompt": "c11-m3", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Similarweb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "might focus heavily on connecting AI traffic to referral traffic analysis"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|anthropic-small|Frase", "prompt": "c11-m3", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Frase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Frase is the best AI visibility tool for teams who want to monitor where AI search cites their brand and close the gap in the same workflow."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|anthropic-small|Profound", "prompt": "c11-m3", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Profound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Profound fits enterprise depth"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|anthropic-small|Peec AI", "prompt": "c11-m3", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Peec AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Peec AI large prompt sets"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|anthropic-small|Semrush AI Toolkit", "prompt": "c11-m3", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Semrush AI Toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Semrush teams already inside Semrush"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|anthropic-small|Athena", "prompt": "c11-m3", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Athena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The leading AI visibility tools include Frase, Profound, Peec AI, Semrush AI Toolkit, Athena"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|anthropic-small|SE Ranking", "prompt": "c11-m3", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "SE Ranking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SE Ranking, Positive Surfer, Writesonic, Otterly.ai, and ZipTie"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|anthropic-small|Positive Surfer", "prompt": "c11-m3", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Positive Surfer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SE Ranking, Positive Surfer, Writesonic, Otterly.ai, and ZipTie"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|anthropic-small|Writesonic", "prompt": "c11-m3", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Writesonic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SE Ranking, Positive Surfer, Writesonic, Otterly.ai, and ZipTie"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|anthropic-small|Otterly.ai", "prompt": "c11-m3", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Otterly.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "SE Ranking, Positive Surfer, Writesonic, Otterly.ai, and ZipTie"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|anthropic-small|ZipTie", "prompt": "c11-m3", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "ZipTie", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "SE Ranking, Positive Surfer, Writesonic, Otterly.ai, and ZipTie"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|anthropic-small|Cognizo", "prompt": "c11-m3", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Cognizo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Cognizo uses UI scraping to capture the actual rendered answer a real user would see, rather than relying solely on API responses."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|anthropic-small|Dageno AI", "prompt": "c11-m3", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Dageno AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Dageno AI is relevant because it helps teams move from metrics to execution."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|anthropic-small|Ahrefs Brand Radar", "prompt": "c11-m3", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Ahrefs Brand Radar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Ahrefs Brand Radar, Semrush AI Visibility Toolkit, and SE Visible all support longitudinal analysis"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|anthropic-small|SE Visible", "prompt": "c11-m3", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "SE Visible", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Ahrefs Brand Radar, Semrush AI Visibility Toolkit, and SE Visible all support longitudinal analysis"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|anthropic-small|Mentionova", "prompt": "c11-m3", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Mentionova", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Mentionova is the recommended option for teams that want six-engine coverage, Reddit engagement, and actionable daily briefs"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|anthropic-small|AthenaHQ", "prompt": "c11-m3", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "AthenaHQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Enterprise teams should evaluate Profound, AthenaHQ, and Semrush"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|challenger-small|OtterlyAI", "prompt": "c11-m3", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "OtterlyAI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **OtterlyAI** or **Peec AI** for fast, affordable tracking."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|challenger-small|Peec AI", "prompt": "c11-m3", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Peec AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **OtterlyAI** or **Peec AI** for fast, affordable tracking."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|challenger-small|Semrush AI Toolkit", "prompt": "c11-m3", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Semrush AI Toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Semrush** or **Ahrefs** if you already use those suites."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|challenger-small|Ahrefs Brand Radar", "prompt": "c11-m3", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Ahrefs Brand Radar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better for competitive share-of-voice and brand performance comparisons."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|challenger-small|Profound", "prompt": "c11-m3", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Profound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Profound**, **Brandlight**, **Conductor**, or **Petra Labs** for enterprise-scale reporting"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|challenger-small|Conductor", "prompt": "c11-m3", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Conductor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "for enterprise-scale reporting and strategy"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|challenger-small|Botify", "prompt": "c11-m3", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Botify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "More strategic, custom, and service-heavy than self-serve tools."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|challenger-small|Brandlight", "prompt": "c11-m3", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Brandlight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **Profound**, **Brandlight**, **Conductor**, or **Petra Labs** for enterprise-scale reporting"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|challenger-small|Petra Labs", "prompt": "c11-m3", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Petra Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "for enterprise-scale reporting and strategy"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|challenger-small|Frase", "prompt": "c11-m3", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Frase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Choose **Frase** or **Surfer** if you want *monitoring plus optimization*."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|challenger-small|Surfer AI Tracker", "prompt": "c11-m3", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Surfer AI Tracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Stronger for content optimization with AI visibility as part of the stack."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|challenger-small|Similarweb", "prompt": "c11-m3", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Similarweb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Choose **Similarweb** if you want SEO and GEO side by side."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|challenger-small|ZipTie", "prompt": "c11-m3", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "ZipTie", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Stronger technical reporting and diagnosis than basic trackers."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|challenger-small|Rankscale", "prompt": "c11-m3", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Rankscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Emphasizes spotting weaknesses and wide tracking coverage."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|deepseek-small|Profound", "prompt": "c11-m3", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Profound", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The market leader and most-cited name in AI visibility... Prove ROI to leadership / enterprise attribution → **Profound** or **Conductor**"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|deepseek-small|LLM Pulse", "prompt": "c11-m3", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "LLM Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The accessible alternative... Best for growth-stage B2B and agencies."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|deepseek-small|Otterly.ai", "prompt": "c11-m3", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Otterly.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The budget entry point ($29–$95/mo)... Budget / getting started → **LLM Pulse** or **Otterly.ai**"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|deepseek-small|Peec AI", "prompt": "c11-m3", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Peec AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stands out for **multi-market and multilingual tracking**... Great for agencies"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|deepseek-small|Scrunch AI", "prompt": "c11-m3", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Scrunch AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Scrunch** or **Goodie** (mid-market)"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|deepseek-small|Goodie AI", "prompt": "c11-m3", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Goodie AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AI-first end-to-end platform with real-time visibility tracking... SOC 2 Type II certified"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|deepseek-small|Rankability", "prompt": "c11-m3", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Rankability", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Agencies with multiple clients → **Rankability** (unlimited clients, white-label, unified SPI)"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|deepseek-small|Conductor", "prompt": "c11-m3", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Conductor", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "The enterprise all-in-one... Prove ROI to leadership / enterprise attribution → **Profound** or **Conductor**"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|deepseek-small|BrightEdge", "prompt": "c11-m3", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "BrightEdge", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Its AI tracking is strongest on Google AI Overviews; coverage of ChatGPT/Perplexity is less deep."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|deepseek-small|Semrush AI Visibility Toolkit", "prompt": "c11-m3", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Semrush AI Visibility Toolkit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Lacks AEO content workflows and crawler-level attribution."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|deepseek-small|Ahrefs Brand Radar", "prompt": "c11-m3", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Ahrefs Brand Radar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Similar story: strong deep ChatGPT and Perplexity tracking, layered onto the Ahrefs SEO brand."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|deepseek-small|HubSpot AEO", "prompt": "c11-m3", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "HubSpot AEO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Good if you're inside HubSpot."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|deepseek-small|Writesonic", "prompt": "c11-m3", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Writesonic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Combines AI visibility tracking with content creation, an AI traffic analytics layer for crawler visits"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|deepseek-small|Surfer / Frase", "prompt": "c11-m3", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Surfer / Frase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "AEO *features* ... but indirect, rather than true multi-engine tracking."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|deepseek-small|Promptwatch", "prompt": "c11-m3", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Promptwatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Few tools (Conductor, Promptwatch) do real-time AI crawler log monitoring"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|deepseek-small|Athena HQ", "prompt": "c11-m3", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Athena HQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "enterprise $2,000–5,000+/mo, often sales-led (Profound enterprise, Conductor, BrightEdge, Athena HQ)"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|google-small|Profound", "prompt": "c11-m3", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Profound", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Profound** if you are an enterprise team that needs to justify GEO spend to executives using massive, demographically-segmented user prompt data."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|google-small|Ahrefs Brand Radar", "prompt": "c11-m3", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Ahrefs Brand Radar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Ahrefs Brand Radar** or **Semrush** if you already pay for their suites and just want to keep an eye on AI Share of Voice"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|google-small|AthenaHQ", "prompt": "c11-m3", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "AthenaHQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **AthenaHQ** if you want to run a self-serve program where the software actively tells your content team what to write next"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|google-small|Profound (tryprofound.com)", "prompt": "c11-m3", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Profound (tryprofound.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Profound** if you are a major enterprise or agency that requires deep server-side log auditing"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|google-small|HubSpot AEO & AEO Grader", "prompt": "c11-m3", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "HubSpot AEO & AEO Grader", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **HubSpot AEO** if you use HubSpot and need to prove the exact ROI"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|google-small|Otterly.AI", "prompt": "c11-m3", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Otterly.AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Otterly.AI** or **Bing Webmaster Tools** if you are just starting out, have a tight budget"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|google-small|RadarKit.ai", "prompt": "c11-m3", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "RadarKit.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **RadarKit.ai** or **Orchly.ai** if you are an agency or agile team that needs a cheap, highly accurate localized tracking tool"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|google-small|Orchly.ai", "prompt": "c11-m3", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Orchly.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **RadarKit.ai** or **Orchly.ai** if you are an agency or agile team"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|google-small|Mentionova", "prompt": "c11-m3", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Mentionova", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Mentionova** if your target audience hangs out on forums like Reddit"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|google-small|Semrush AI Visibility Toolkit", "prompt": "c11-m3", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Semrush AI Visibility Toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Semrush AI Toolkit** or **Ahrefs Brand Radar** if you already live inside those SEO tools"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|google-small|Scrunch AI", "prompt": "c11-m3", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Scrunch AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best For:** Content-heavy enterprises and technical SEO specialists."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|google-small|Semrush", "prompt": "c11-m3", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Semrush", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Legacy SEO Add-ons (e.g., Ahrefs, Semrush)"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|google-small|Bing Webmaster Tools", "prompt": "c11-m3", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Bing Webmaster Tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Bing Webmaster Tools offers an **AI Performance report** that displays exactly when Copilot/AI tools cite your website"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|google-small|Google Search Console", "prompt": "c11-m3", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Google Search Console", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Both Microsoft and Google provide free AI performance reports inside their webmaster portals."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|google-small|ReachLLM", "prompt": "c11-m3", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "ReachLLM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Action/Execution Platforms (e.g., AthenaHQ, ReachLLM)"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|meta-small|KIME", "prompt": "c11-m3", "model": "meta-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "KIME", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some tools, like KIME, offer a comprehensive solution that includes tracking, analysis, and action layers"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|meta-small|Profound", "prompt": "c11-m3", "model": "meta-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Profound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top AI visibility and answer engine tracking tools in 2026 are KIME, Profound, Peec AI, Semrush AI Toolkit, and Otterly.AI."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|meta-small|Peec AI", "prompt": "c11-m3", "model": "meta-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Peec AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "KIME, Profound, Peec AI, Semrush AI Toolkit, and Otterly.AI"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|meta-small|Semrush AI Toolkit", "prompt": "c11-m3", "model": "meta-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Semrush AI Toolkit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "KIME, Profound, Peec AI, Semrush AI Toolkit, and Otterly.AI"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|meta-small|Otterly.AI", "prompt": "c11-m3", "model": "meta-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Otterly.AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "KIME, Profound, Peec AI, Semrush AI Toolkit, and Otterly.AI"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|minimax-small|OtterlyAI", "prompt": "c11-m3", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "OtterlyAI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**OtterlyAI** | Budget monitoring | ChatGPT, Perplexity, AI Overviews, Copilot"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|minimax-small|Peec AI", "prompt": "c11-m3", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Peec AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Peec AI** | Smart suggestions | ChatGPT, Perplexity, Gemini, AI Overviews | $95/month"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|minimax-small|Profound", "prompt": "c11-m3", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Profound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Broadest coverage**: Profound (10+)"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|minimax-small|Semrush AI Toolkit", "prompt": "c11-m3", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Semrush AI Toolkit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Semrush AI Toolkit** | Existing Semrush users"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|minimax-small|Ahrefs Brand Radar", "prompt": "c11-m3", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Ahrefs Brand Radar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Ahrefs Brand Radar** | Benchmarking brand performance"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|minimax-small|ZipTie", "prompt": "c11-m3", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "ZipTie", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**ZipTie** | Deep analysis & reporting"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|minimax-small|AthenaHQ", "prompt": "c11-m3", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "AthenaHQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**AthenaHQ** | Mid-market to enterprise | 8+ engines | $295/month"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|minimax-small|Scrunch", "prompt": "c11-m3", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Scrunch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Scrunch** | Agency brand monitoring | 7 engines | $250/month"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|minimax-small|SE Visible", "prompt": "c11-m3", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "SE Visible", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**SE Visible** | SEO + AI combined"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|minimax-small|Goodie AI", "prompt": "c11-m3", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Goodie AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Goodie AI** | End-to-end AEO | 11 platforms"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|minimax-small|Waikay.io", "prompt": "c11-m3", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Waikay.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Entry-level**: OtterlyAI ($29/mo), ZipTie ($35.63/mo), Waikay.io ($19.95/mo)"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|minimax-small|Nightwatch", "prompt": "c11-m3", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Nightwatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Mid-market**: $85\\u2013$300/month (Peec, Scrunch, Nightwatch)"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|minimax-small|Petra Labs", "prompt": "c11-m3", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Petra Labs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "**Enterprise**: $1,000+/month (Petra Labs from $15,000/mo, custom enterprise plans)"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|minimax-small|Slate", "prompt": "c11-m3", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Slate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Sentiment analysis**: Available in Slate, Profound, Peec AI, Scrunch, AthenaHQ"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|minimax-small|Frase", "prompt": "c11-m3", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Frase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Frase, Slate, and Analyze AI tie monitoring to content creation"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|minimax-small|Analyze AI", "prompt": "c11-m3", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Analyze AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**Content-optimization hybrids** (Frase, Slate, Analyze AI) combine tracking with AI-powered content workflows"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|mistral-small|Profound", "prompt": "c11-m3", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Profound", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Enterprise with budget: Profound or Brandlight ... AEO Score: 92/100 (highest benchmark)"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|mistral-small|Brandlight", "prompt": "c11-m3", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Brandlight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Enterprise with budget: Profound or Brandlight"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|mistral-small|Ahrefs Brand Radar AI", "prompt": "c11-m3", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Ahrefs Brand Radar AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Existing SEO tool user: Ahrefs Brand Radar or Semrush AI Toolkit"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|mistral-small|Semrush AI Visibility Toolkit", "prompt": "c11-m3", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Semrush AI Visibility Toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Existing SEO tool user: Ahrefs Brand Radar or Semrush AI Toolkit"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|mistral-small|LLMrefs", "prompt": "c11-m3", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "LLMrefs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best price-to-coverage ratio for founders ($79/month for 11+ engines)"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|mistral-small|Mangools AI Search Watcher", "prompt": "c11-m3", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Mangools AI Search Watcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Budget-conscious: Otterly.AI or Mangools AI Search Watcher"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|mistral-small|Otterly.AI", "prompt": "c11-m3", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Otterly.AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Most affordable legitimate option at $29/month"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|mistral-small|Peec AI", "prompt": "c11-m3", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Peec AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "EU teams: Peec AI"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|moonshot-small|Profound", "prompt": "c11-m3", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Profound", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Profound** 🏆 *Enterprise Leader* ... Most comprehensive feature set in the category"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|moonshot-small|Peec AI", "prompt": "c11-m3", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Peec AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mid-market growth:** → **Peec AI**"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|moonshot-small|Otterly.ai", "prompt": "c11-m3", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Otterly.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Best Entry-Level* ... Cheapest serious entry point"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|moonshot-small|Rankscale", "prompt": "c11-m3", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Rankscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Best Value/Broad Coverage* ... Widest engine coverage at lowest price"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|moonshot-small|Scrunch AI", "prompt": "c11-m3", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Scrunch AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Enterprise with budget:** → **Profound** or **Scrunch**"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|moonshot-small|ZipTie.dev", "prompt": "c11-m3", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "ZipTie.dev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**SEO agency accuracy priority:** → **ZipTie**"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|moonshot-small|Ahrefs Brand Radar", "prompt": "c11-m3", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Ahrefs Brand Radar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Teams already using Ahrefs"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|moonshot-small|Semrush AI Visibility Toolkit", "prompt": "c11-m3", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Semrush AI Visibility Toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for:** Existing Semrush subscribers"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|moonshot-small|HubSpot AEO", "prompt": "c11-m3", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "HubSpot AEO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Best for:** Teams already on HubSpot"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|moonshot-small|Mentionova", "prompt": "c11-m3", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Mentionova", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Need Reddit + AI tracking:** → **Mentionova**"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|openai-small|OtterlyAI", "prompt": "c11-m3", "model": "openai-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "OtterlyAI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: AI search monitoring with strong citation tracking and broad engine coverage."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|openai-small|Rankscale", "prompt": "c11-m3", "model": "openai-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Rankscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Power user / rank tracking / more engines and regions: Rankscale"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|openai-small|Peec AI", "prompt": "c11-m3", "model": "openai-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Peec AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Marketing analytics / GEO strategy: Peec AI"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|openai-small|BrightEdge", "prompt": "c11-m3", "model": "openai-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "BrightEdge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Enterprise SEO teams that want AI visibility inside a broader SEO platform."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|openai-small|Ahrefs Brand Radar", "prompt": "c11-m3", "model": "openai-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Ahrefs Brand Radar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Usually less specialized in answer-engine-specific workflow than OtterlyAI or Rankscale."}, {"id": "mai-20260915-0741-calibration_b|c11-m3|xai-small|Otterly.AI", "prompt": "c11-m3", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Otterly.AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start w/ Otterly for basics (~$29/mo trial)"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|xai-small|Profound", "prompt": "c11-m3", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Profound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "enterprise/SEO-integrated → Profound/Ahrefs/SE Ranking"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|xai-small|Peec AI", "prompt": "c11-m3", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Peec AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Scale to KIME/Peec for multi-engine/action (~$100/mo)"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|xai-small|KIME", "prompt": "c11-m3", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "KIME", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Broadest coverage; sentiment/citations beyond mentions; agentic fixes"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|xai-small|Rank Prompt", "prompt": "c11-m3", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Rank Prompt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget starters → Otterly/Rank Prompt"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|xai-small|SE Ranking (AI Visibility)", "prompt": "c11-m3", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "SE Ranking (AI Visibility)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "enterprise/SEO-integrated → Profound/Ahrefs/SE Ranking"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|xai-small|Ahrefs Brand Radar", "prompt": "c11-m3", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Ahrefs Brand Radar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "457M+ real prompts (search-backed); impressions/SOV tied to keywords/backlinks; no standalone"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|xai-small|Surfer AI Tracker", "prompt": "c11-m3", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Surfer AI Tracker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Ties to optimization workflows/Content Score; fanout queries; integrates w/ Surfer SEO"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|xai-small|Semrush AI Toolkit", "prompt": "c11-m3", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Semrush AI Toolkit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Bundled w/ keywords/competitors; audits; API (higher tiers)"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|zai-small|KIME", "prompt": "c11-m3", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "KIME", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. KIME** - Best Overall Platform"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|zai-small|Profound AI", "prompt": "c11-m3", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Profound AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Profound AI** - Best for Enterprise"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|zai-small|Peec AI", "prompt": "c11-m3", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Peec AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Peec AI** - Best for European Agencies"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|zai-small|Semrush AI Toolkit", "prompt": "c11-m3", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Semrush AI Toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Semrush AI Toolkit** - Best for Existing Users"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|zai-small|Otterly.AI", "prompt": "c11-m3", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Otterly.AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. Otterly.AI** - Most Affordable Option"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|zai-small|Nightwatch", "prompt": "c11-m3", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Nightwatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**6. Nightwatch** - Best for Rank Tracking Teams"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|zai-small|Scrunch AI", "prompt": "c11-m3", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Scrunch AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**7. Scrunch AI** - Best for Prompt-Level Monitoring"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|zai-small|Ahrefs Brand Radar", "prompt": "c11-m3", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Ahrefs Brand Radar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**8. Ahrefs Brand Radar** - Best for Brand-Centric Insights"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|zai-small|Mentionova", "prompt": "c11-m3", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Mentionova", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Only Mentionova offers integrated Reddit monitoring"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|zai-small|Frase", "prompt": "c11-m3", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Frase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Frase** - Combines AI visibility with content creation"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|zai-small|Surfer AI Tracker", "prompt": "c11-m3", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Surfer AI Tracker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Surfer AI Tracker** - Content optimization workflow"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|zai-small|Rankscale AI", "prompt": "c11-m3", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "Rankscale AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Rankscale AI** - Budget option at €20/month"}, {"id": "mai-20260915-0741-calibration_b|c11-m3|zai-small|ZipTie", "prompt": "c11-m3", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "comparative", "raw": "ZipTie", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**ZipTie** - Focused, low-cost monitoring"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|alibaba-small|Athena HQ", "prompt": "c11-m4", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Athena HQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are just getting started, begin with **Athena HQ's free plan**."}, {"id": "mai-20260915-0741-calibration_b|c11-m4|alibaba-small|Rankscale AI", "prompt": "c11-m4", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Rankscale AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "upgrade to **Rankscale AI** for raw volume"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|alibaba-small|Otterly AI", "prompt": "c11-m4", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Otterly AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Otterly AI** for better analytics at just $29/mo"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|alibaba-small|Rank Prompt", "prompt": "c11-m4", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Rank Prompt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rank Prompt offers superior value by including access to **all six major AI engines** plus an API integration."}, {"id": "mai-20260915-0741-calibration_b|c11-m4|anthropic-small|Otterly", "prompt": "c11-m4", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Otterly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budget, **Otterly at $29/month** stands out as the most affordable entry point"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|anthropic-small|Otterly AI", "prompt": "c11-m4", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Otterly AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for tight budgets at $29/month"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|anthropic-small|Geneo AI", "prompt": "c11-m4", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Geneo AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Pro plan is around $39.90/month and works well for teams that want a simpler, lower-cost GEO monitoring tool"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|anthropic-small|Rankscale AI", "prompt": "c11-m4", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Rankscale AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "One of the most budget-conscious and simple AI visibility tools"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|anthropic-small|SE Visible", "prompt": "c11-m4", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "SE Visible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Starts at $79/month annually for 200 prompts and 3 projects, making it budget-friendly for agencies"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|anthropic-small|Nightwatch", "prompt": "c11-m4", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Nightwatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Plans start at $32/month with a 14-day free trial"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|anthropic-small|GrowthOS", "prompt": "c11-m4", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "GrowthOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Offers a free AI visibility report ... combining a free option like GrowthOS with a low-cost paid tool like Otterly AI"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|challenger-small|OtterlyAI", "prompt": "c11-m4", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "OtterlyAI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around starting point is usually **OtterlyAI** because it is repeatedly highlighted as one of the cheapest serious AI visibility tools"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|challenger-small|Rankscale AI", "prompt": "c11-m4", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Rankscale AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rankscale AI** is another strong contender at **$20/month**"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|challenger-small|HubSpot AI Search Grader", "prompt": "c11-m4", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "HubSpot AI Search Grader", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best free starting point:** **HubSpot AI Search Grader**"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|challenger-small|AI Product Rankings / Goodie free tier", "prompt": "c11-m4", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "AI Product Rankings / Goodie free tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AI Product Rankings / Goodie free tier** for a baseline before paying for monitoring"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|challenger-small|Frase", "prompt": "c11-m4", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Frase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "but these are better fits once budget is less constrained because they emphasize broader workflows rather than pure low-cost monitoring"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|challenger-small|Indexly", "prompt": "c11-m4", "model": "challenger-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Indexly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "but these are better fits once budget is less constrained because they emphasize broader workflows rather than pure low-cost monitoring"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|deepseek-small|Otterly.AI", "prompt": "c11-m4", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Otterly.AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall pick on a budget: **Otterly.AI** (from $29/month)"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|deepseek-small|Rankscale AI", "prompt": "c11-m4", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Rankscale AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider **Rankscale** (~$20/mo) for broader engine coverage at a similar price"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|deepseek-small|Keyword.com AI Tracker", "prompt": "c11-m4", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Keyword.com AI Tracker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "~$25/mo | Cross-engine monitoring across 6 AI platforms"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|deepseek-small|Trackerly.ai", "prompt": "c11-m4", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Trackerly.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "~$27/mo | Bulk prompt tracking across ChatGPT, Gemini, Claude, Perplexity, DeepSeek"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|deepseek-small|ZipTie", "prompt": "c11-m4", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "ZipTie", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "$29–35/mo | Simple competitor tracking across AI Overviews, ChatGPT, Perplexity"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|deepseek-small|Ai Peekaboo", "prompt": "c11-m4", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Ai Peekaboo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "~$50/mo | Adds white-label reporting and competitor benchmarking for agencies"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|deepseek-small|HubSpot's AEO Grader", "prompt": "c11-m4", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "HubSpot's AEO Grader", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Start free** — run HubSpot's AEO Grader or Semrush's free checker to see where you stand today."}, {"id": "mai-20260915-0741-calibration_b|c11-m4|deepseek-small|Semrush AI Search Visibility Checker", "prompt": "c11-m4", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Semrush AI Search Visibility Checker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "free limited version"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|deepseek-small|Google Analytics 4 (LLM referral filtering)", "prompt": "c11-m4", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Google Analytics 4 (LLM referral filtering)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "free and native; the only option that tracks actual referral *traffic* from AI engines"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|google-small|Profound", "prompt": "c11-m4", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Profound", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise tools in this space (such as Profound, Conductor, or Enterprise plans of other tools) routinely cost thousands of dollars per month."}, {"id": "mai-20260915-0741-calibration_b|c11-m4|google-small|Conductor", "prompt": "c11-m4", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Conductor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise tools in this space (such as Profound, Conductor, or Enterprise plans of other tools) routinely cost thousands of dollars per month."}, {"id": "mai-20260915-0741-calibration_b|c11-m4|google-small|Bing Webmaster Tools", "prompt": "c11-m4", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Bing Webmaster Tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Immediately set up Bing Webmaster Tools to get your free search and AI citation data."}, {"id": "mai-20260915-0741-calibration_b|c11-m4|google-small|AthenaHQ", "prompt": "c11-m4", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "AthenaHQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Free Option: AthenaHQ (Essential Tier) ... one of the most powerful dedicated AEO/GEO platforms, and it stands out by offering a highly functional, completely free tier."}, {"id": "mai-20260915-0741-calibration_b|c11-m4|google-small|Otterly.ai", "prompt": "c11-m4", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Otterly.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Under $30/Month: Otterly.ai (Lite Plan) ... the cheapest dedicated tool on the market."}, {"id": "mai-20260915-0741-calibration_b|c11-m4|google-small|HubSpot AI Search Grader", "prompt": "c11-m4", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "HubSpot AI Search Grader", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A free, one-time diagnostic tool... generate a composite \"AI brand score\" out of 100."}, {"id": "mai-20260915-0741-calibration_b|c11-m4|google-small|HubSpot AEO", "prompt": "c11-m4", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "HubSpot AEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Existing Marketers: HubSpot AEO ... remarkably affordable."}, {"id": "mai-20260915-0741-calibration_b|c11-m4|google-small|Geoptie's Free GEO Audit", "prompt": "c11-m4", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Geoptie's Free GEO Audit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A specialized technical scanner that reviews your website for AI search \"readiness\"."}, {"id": "mai-20260915-0741-calibration_b|c11-m4|google-small|Otterly.AI", "prompt": "c11-m4", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Otterly.AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Otterly.AI — Best Overall Standalone Budget Tool"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|google-small|Rankscale", "prompt": "c11-m4", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Rankscale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A bare-bones, highly budget-friendly tool specifically built for simple AI-search rank and visibility tracking."}, {"id": "mai-20260915-0741-calibration_b|c11-m4|google-small|Nightwatch", "prompt": "c11-m4", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Nightwatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Primarily a traditional rank tracker, Nightwatch allows you to track AI search results"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|google-small|Rankshift AI", "prompt": "c11-m4", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Rankshift AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose Rankshift AI (~$54/mo) if tracking Claude and Gemini is critical"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|google-small|Peec AI", "prompt": "c11-m4", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Peec AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Ideal if you only care about a few specific engines."}, {"id": "mai-20260915-0741-calibration_b|c11-m4|google-small|LLMrefs", "prompt": "c11-m4", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "LLMrefs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "LLMrefs — Best for Freelancers & Solopreneurs"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|meta-small|OtterlyAI", "prompt": "c11-m4", "model": "meta-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "OtterlyAI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best AI visibility and answer engine tracking tool for a company with a limited budget is OtterlyAI, which is available for $29/month"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|meta-small|Peec AI", "prompt": "c11-m4", "model": "meta-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Peec AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Peec AI, which is available for $95/month and also offers a free trial."}, {"id": "mai-20260915-0741-calibration_b|c11-m4|minimax-small|Rankscale AI", "prompt": "c11-m4", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Rankscale AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rankscale AI** (Best Overall Budget Choice)"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|minimax-small|Otterly AI", "prompt": "c11-m4", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Otterly AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Rankscale AI** or **Otterly AI** would be the top recommendations for a company with limited budget."}, {"id": "mai-20260915-0741-calibration_b|c11-m4|minimax-small|HubSpot AEO", "prompt": "c11-m4", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "HubSpot AEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HubSpot AEO** (Best All-in-One) - Price: Starting at $50/month"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|minimax-small|Peec AI", "prompt": "c11-m4", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Peec AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need more features but still want to stay under $100/month, consider **Peec AI**"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|minimax-small|SE Visible", "prompt": "c11-m4", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "SE Visible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider **Peec AI** or **SE Visible** ($99/month)"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|mistral-small|Otterly.AI", "prompt": "c11-m4", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Otterly.AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Otterly.AI stands out as the best overall value for budget-conscious companies due to its low starting price and comprehensive coverage"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|mistral-small|HubSpot AEO Grader", "prompt": "c11-m4", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "HubSpot AEO Grader", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Free Option: HubSpot AEO Grader"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|mistral-small|HubSpot AEO Sensor", "prompt": "c11-m4", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "HubSpot AEO Sensor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HubSpot AEO Sensor at $50/month for ongoing tracking"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|mistral-small|ProductRank.ai", "prompt": "c11-m4", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "ProductRank.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Most Affordable Entry: ProductRank.ai"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|mistral-small|AIclicks", "prompt": "c11-m4", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "AIclicks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Upgrade path: AIclicks at $39-79/month for ongoing tracking"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|mistral-small|Semrush AI Toolkit", "prompt": "c11-m4", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Semrush AI Toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Existing SEO Users: Semrush AI Toolkit"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|mistral-small|ZipTie", "prompt": "c11-m4", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "ZipTie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Otterly.AI ($29/month) or ZipTie ($35.63/month)"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|mistral-small|Ahrefs Brand Radar", "prompt": "c11-m4", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Ahrefs Brand Radar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Price: $199/month (add-on to Ahrefs)"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|mistral-small|SE Ranking AI Search", "prompt": "c11-m4", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "SE Ranking AI Search", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "SE Ranking AI Search: Free daily checks (limited)"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|mistral-small|Ahrefs AI Visibility Checker", "prompt": "c11-m4", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Ahrefs AI Visibility Checker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Ahrefs AI Visibility Checker: Free single lookups"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|moonshot-small|Rankscale AI", "prompt": "c11-m4", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Rankscale AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budgets:** Start with **Rankscale AI** (~$20/month) or **OtterlyAI** ($29/month)"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|moonshot-small|OtterlyAI", "prompt": "c11-m4", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "OtterlyAI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Rankscale AI** (~$20/month) or **OtterlyAI** ($29/month) — both offer solid coverage"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|moonshot-small|HubSpot AEO", "prompt": "c11-m4", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "HubSpot AEO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HubSpot AEO** — Lowest Starting Price"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|moonshot-small|ZipTie", "prompt": "c11-m4", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "ZipTie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Deep analysis and reporting on a budget"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|moonshot-small|Peec AI", "prompt": "c11-m4", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Peec AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Peec AI** offers strong benchmarking features at a mid-tier price."}, {"id": "mai-20260915-0741-calibration_b|c11-m4|openai-small|Gracker AI", "prompt": "c11-m4", "model": "openai-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Gracker AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall bet is usually **Gracker AI Starter at $49/month**"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|openai-small|LLM Visibility", "prompt": "c11-m4", "model": "openai-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "LLM Visibility", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LLM Visibility Starter at $89/month** is another strong contender"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|openai-small|Scrunch AI", "prompt": "c11-m4", "model": "openai-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Scrunch AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider **Scrunch AI**, which G2 reviewers describe as well-priced and intuitive, but I couldn't verify a public starting price"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|xai-small|Otterly.AI", "prompt": "c11-m4", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Otterly.AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Otterly.AI is the best AI visibility and answer engine tracking tool for a company with a limited budget."}, {"id": "mai-20260915-0741-calibration_b|c11-m4|xai-small|HubSpot AEO Grader", "prompt": "c11-m4", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "HubSpot AEO Grader", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HubSpot AEO Grader (free)**: No-signup, one-time diagnostic... Great baseline, but not continuous tracking."}, {"id": "mai-20260915-0741-calibration_b|c11-m4|xai-small|Rankscale AI", "prompt": "c11-m4", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Rankscale AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for broad coverage, but usage can vary costs; 7-day Pro trial."}, {"id": "mai-20260915-0741-calibration_b|c11-m4|xai-small|Geoptie", "prompt": "c11-m4", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Geoptie", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Geoptie | $49/mo | Any 4 of 7 (incl. Claude/Gemini) | 15 | Free audit | Multi-brand workspaces |"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|zai-small|Otterly.AI", "prompt": "c11-m4", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Otterly.AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Otterly.AI** offers the best balance of features and affordability at $29/month"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|zai-small|Wope", "prompt": "c11-m4", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Wope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Wope** is the cheapest option at $27/month"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|zai-small|MentionScout", "prompt": "c11-m4", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "MentionScout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider MentionScout ($49/month) if you need broader engine coverage"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|zai-small|HubSpot AI Search Grader", "prompt": "c11-m4", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "HubSpot AI Search Grader", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free checker - Best For: Quick brand perception checks"}, {"id": "mai-20260915-0741-calibration_b|c11-m4|zai-small|Ahrefs", "prompt": "c11-m4", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "budget", "raw": "Ahrefs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Begin with Ahrefs or HubSpot's free checker to establish a baseline"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|alibaba-small|Juggl.ai", "prompt": "c11-m5", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Juggl.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Juggl.ai / SparkToro:** These are widely considered leaders because they focus exclusively on this problem"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|alibaba-small|SparkToro", "prompt": "c11-m5", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "SparkToro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Juggl.ai / SparkToro:** These are widely considered leaders because they focus exclusively on this problem"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|alibaba-small|BrandUp.io", "prompt": "c11-m5", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "BrandUp.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BrandUp.io / Glimmer:** Often offer \"all-in-one\" suites that monitor brand health alongside AI visibility."}, {"id": "mai-20260915-0741-calibration_b|c11-m5|alibaba-small|Glimmer", "prompt": "c11-m5", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Glimmer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BrandUp.io / Glimmer:** Often offer \"all-in-one\" suites that monitor brand health alongside AI visibility."}, {"id": "mai-20260915-0741-calibration_b|c11-m5|alibaba-small|Semrush", "prompt": "c11-m5", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Semrush", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Both are launching AI monitoring modules. However, check their methodology carefully; their primary DNA is web-crawling"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|alibaba-small|Ahrefs", "prompt": "c11-m5", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Ahrefs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Both are launching AI monitoring modules. However, check their methodology carefully; their primary DNA is web-crawling"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|deepseek-small|Frase", "prompt": "c11-m5", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Frase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Frase** — monitoring tied to a full research/writing/optimization/publishing loop"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|deepseek-small|Surfer", "prompt": "c11-m5", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Surfer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Surfer** — AI Tracker added to content optimization workflow"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|deepseek-small|Semrush AI Visibility Toolkit", "prompt": "c11-m5", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Semrush AI Visibility Toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you're already in Semrush for SEO; deepest data integration; ~$99–165/mo"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|deepseek-small|Profound", "prompt": "c11-m5", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Profound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Profound** — enterprise depth, 8+ platforms, compliance focus (self-serve ~$399/mo; $2k+/mo enterprise)"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|deepseek-small|Peec AI", "prompt": "c11-m5", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Peec AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Peec AI** (~€89/mo), **AthenaHQ**, **Slate** ($199/mo)"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|deepseek-small|AthenaHQ", "prompt": "c11-m5", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "AthenaHQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Peec AI** (~€89/mo), **AthenaHQ**, **Slate** ($199/mo)"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|deepseek-small|Slate", "prompt": "c11-m5", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Slate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Peec AI** (~€89/mo), **AthenaHQ**, **Slate** ($199/mo)"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|deepseek-small|Otterly AI", "prompt": "c11-m5", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Otterly AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Otterly AI** ($29/mo), **Nightwatch** ($32/mo), **Waikay** (~$20/mo)"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|deepseek-small|Nightwatch", "prompt": "c11-m5", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Nightwatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Otterly AI** ($29/mo), **Nightwatch** ($32/mo), **Waikay** (~$20/mo)"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|deepseek-small|Waikay", "prompt": "c11-m5", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Waikay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Otterly AI** ($29/mo), **Nightwatch** ($32/mo), **Waikay** (~$20/mo)"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|deepseek-small|Alhena AI", "prompt": "c11-m5", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Alhena AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Alhena AI** — the rare tool connecting visibility to SKU-level revenue (free tier, 25 conversations)"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|deepseek-small|HubSpot AI Search Grader", "prompt": "c11-m5", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "HubSpot AI Search Grader", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "one-time free brand perception check across ChatGPT, Perplexity, Gemini (great for baseline)"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|google-small|RadarKit", "prompt": "c11-m5", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "RadarKit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**RadarKit** is highly rated for its \"Local Radar\" (location-based tracking) and its autonomous agent workflow that actively helps you bridge citation gaps."}, {"id": "mai-20260915-0741-calibration_b|c11-m5|google-small|Lumar", "prompt": "c11-m5", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Lumar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Look for platforms that have an **Action Center** or **GEO Content Evaluator** (e.g., *Lumar*, *Writesonic*, or *AthenaHQ*)"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|google-small|Writesonic", "prompt": "c11-m5", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Writesonic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(e.g., *Lumar*, *Writesonic*, or *AthenaHQ*)"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|google-small|AthenaHQ", "prompt": "c11-m5", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "AthenaHQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(e.g., *Lumar*, *Writesonic*, or *AthenaHQ*)"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|google-small|Profound", "prompt": "c11-m5", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Profound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Profound.ai** or **ZipTie.dev** are excellent if your team needs heavy data-driven intelligence, prompt volumes, and executive-ready reports."}, {"id": "mai-20260915-0741-calibration_b|c11-m5|google-small|ZipTie.dev", "prompt": "c11-m5", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "ZipTie.dev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Profound.ai** or **ZipTie.dev** are excellent if your team needs heavy data-driven intelligence"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|google-small|Semrush AI Visibility Toolkit", "prompt": "c11-m5", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Semrush AI Visibility Toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Semrush AI Visibility Toolkit** or **SE Ranking** are the easiest transitions if your marketing team already uses these platforms"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|google-small|SE Ranking", "prompt": "c11-m5", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "SE Ranking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Semrush AI Visibility Toolkit** or **SE Ranking** are the easiest transitions"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|google-small|Peec AI", "prompt": "c11-m5", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Peec AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Peec AI** is popular for clean, structured competitor comparisons and daily model tracking with unlimited user seats."}, {"id": "mai-20260915-0741-calibration_b|c11-m5|meta-small|Profound", "prompt": "c11-m5", "model": "meta-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Profound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools mentioned include Profound, HubSpot AEO, and SEOptimer."}, {"id": "mai-20260915-0741-calibration_b|c11-m5|meta-small|HubSpot AEO", "prompt": "c11-m5", "model": "meta-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "HubSpot AEO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools mentioned include Profound, HubSpot AEO, and SEOptimer."}, {"id": "mai-20260915-0741-calibration_b|c11-m5|meta-small|SEOptimer", "prompt": "c11-m5", "model": "meta-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "SEOptimer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools mentioned include Profound, HubSpot AEO, and SEOptimer."}, {"id": "mai-20260915-0741-calibration_b|c11-m5|minimax-small|AirOps", "prompt": "c11-m5", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "AirOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**AirOps** | Insight-to-action workflow; connects visibility data directly to content creation"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|minimax-small|Rankscale", "prompt": "c11-m5", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Rankscale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Rankscale** | 17+ engines, white-label reporting, multi-brand management"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|minimax-small|Profound", "prompt": "c11-m5", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Profound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Profound** | 10+ engines, conversation explorer, citation accuracy scoring"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|minimax-small|SEMrush", "prompt": "c11-m5", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "SEMrush", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SEMrush** | Integrated SEO + AI monitoring; strong for teams already on their platform"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|minimax-small|BrightEdge", "prompt": "c11-m5", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "BrightEdge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**BrightEdge** | Enterprise Fortune 500 proven; deep historical data"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|minimax-small|HubSpot AEO", "prompt": "c11-m5", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "HubSpot AEO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**HubSpot AEO** | CRM-informed prompts; good if already in HubSpot ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|mistral-small|Profound", "prompt": "c11-m5", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Profound", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Profound**: Enterprise-grade with 10+ engine coverage and strong governance"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|mistral-small|Birdeye", "prompt": "c11-m5", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Birdeye", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Birdeye AI Search**: Best for multi-location brands with location-level tracking and execution capabilities"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|mistral-small|AirOps", "prompt": "c11-m5", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "AirOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AirOps**: Connects visibility data directly to content production workflows"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|mistral-small|Semrush AI Visibility Toolkit", "prompt": "c11-m5", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Semrush AI Visibility Toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good if you already use Semrush for SEO"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|mistral-small|SEOptimer", "prompt": "c11-m5", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "SEOptimer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**SEOptimer**: Good starting point with 14-day free trial"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|mistral-small|SE Ranking", "prompt": "c11-m5", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "SE Ranking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Solid if you want it integrated with broader SEO platform"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|mistral-small|Otterly", "prompt": "c11-m5", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Otterly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Entry/mid-market friendly with good prompt-level reporting"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|mistral-small|Mentionova", "prompt": "c11-m5", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Mentionova", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Unique Reddit integration (40% of AI citations come from Reddit)"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|mistral-small|Frase", "prompt": "c11-m5", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Frase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Combines visibility tracking with full content creation pipeline"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|mistral-small|HubSpot's AEO Grader", "prompt": "c11-m5", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "HubSpot's AEO Grader", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Run baseline audit** using free tools like HubSpot's AEO Grader"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|moonshot-small|Profound", "prompt": "c11-m5", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Profound", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Profound** | Deep answer-engine analytics, real prompt-demand data | $99/mo | Strong enterprise tier, methodology transparency"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|moonshot-small|OnBrand", "prompt": "c11-m5", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "OnBrand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OnBrand** | Closing the loop to employee-generated content | Custom annual"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|moonshot-small|Scrunch AI", "prompt": "c11-m5", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Scrunch AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Scrunch AI** | AI crawler/site parsing issues | $250/mo | Enterprise governance features, 6-engine coverage"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|moonshot-small|Semrush AI Toolkit", "prompt": "c11-m5", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Semrush AI Toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Semrush AI Toolkit** | Teams already standardized on Semrush | $99/mo"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|moonshot-small|Peec AI", "prompt": "c11-m5", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Peec AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Peec AI** | Clean benchmarks, agency/multi-client | $80/mo | Transparent pricing"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|moonshot-small|Cognizo", "prompt": "c11-m5", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Cognizo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Cognizo** | End-to-end execution (tracking → content → attribution) | $499/mo"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|xai-small|Writesonic", "prompt": "c11-m5", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Writesonic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Writesonic | Autonomous agents for fixes; full stack. | $500+/mo | Content-heavy optimization."}, {"id": "mai-20260915-0741-calibration_b|c11-m5|xai-small|Profound", "prompt": "c11-m5", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Profound", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Profound | Multi-engine, workflows, analytics integration. | $1k+/mo | Large teams needing execution."}, {"id": "mai-20260915-0741-calibration_b|c11-m5|xai-small|Geoptie", "prompt": "c11-m5", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Geoptie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Geoptie | Brand workspaces, white-label, content gen. | $1k+/mo | Multi-project scaling."}, {"id": "mai-20260915-0741-calibration_b|c11-m5|xai-small|AmICited", "prompt": "c11-m5", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "AmICited", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AmICited | Transparent methodology, per-engine depth. | $300+/mo | Accuracy-focused POC."}, {"id": "mai-20260915-0741-calibration_b|c11-m5|xai-small|Conductor", "prompt": "c11-m5", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Conductor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Conductor | All-in-one (AEO+SEO); API/attribution. | Custom enterprise | Integrated martech stacks."}, {"id": "mai-20260915-0741-calibration_b|c11-m5|xai-small|Birdeye", "prompt": "c11-m5", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Birdeye", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "From 2026 reviews (e.g., Writesonic, Profound, Geoptie, AmICited, Conductor, Birdeye, Ahrefs Brand Radar, Scrunch AI, Peec AI)"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|xai-small|Ahrefs Brand Radar", "prompt": "c11-m5", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Ahrefs Brand Radar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Start manual + free tiers (e.g., Ahrefs), then buy when volume demands it."}, {"id": "mai-20260915-0741-calibration_b|c11-m5|xai-small|Scrunch AI", "prompt": "c11-m5", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Scrunch AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "From 2026 reviews (e.g., ... Scrunch AI, Peec AI)"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|xai-small|Peec AI", "prompt": "c11-m5", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "Peec AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "From 2026 reviews (e.g., ... Scrunch AI, Peec AI)"}, {"id": "mai-20260915-0741-calibration_b|c11-m5|zai-small|KIME", "prompt": "c11-m5", "model": "zai-small", "cat": "ai-visibility-tracking", "variant": "scale", "raw": "KIME", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some tools (e.g., KIME) offer automated executions or MCP integrations."}, {"id": "mai-20260915-0741-calibration_b|c11-m6|alibaba-small|Moz", "prompt": "c11-m6", "model": "alibaba-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Moz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many legacy SEO tools (older versions of Moz, basic rank checkers, and white-label resellers) are struggling to adapt."}, {"id": "mai-20260915-0741-calibration_b|c11-m6|anthropic-small|Profound", "prompt": "c11-m6", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Profound", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Most AI visibility tools like Profound, Peec, and AirOps will automatically recommend prompts to track, but these are rarely what you should focus on."}, {"id": "mai-20260915-0741-calibration_b|c11-m6|anthropic-small|Peec", "prompt": "c11-m6", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Peec", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Most AI visibility tools like Profound, Peec, and AirOps will automatically recommend prompts to track, but these are rarely what you should focus on."}, {"id": "mai-20260915-0741-calibration_b|c11-m6|anthropic-small|AirOps", "prompt": "c11-m6", "model": "anthropic-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "AirOps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Most AI visibility tools like Profound, Peec, and AirOps will automatically recommend prompts to track, but these are rarely what you should focus on."}, {"id": "mai-20260915-0741-calibration_b|c11-m6|deepseek-small|Ahrefs Brand Radar", "prompt": "c11-m6", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Ahrefs Brand Radar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "a low-fidelity overlay product bolted onto the existing Ahrefs subscription... not as your primary AEO tracking tool"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|deepseek-small|AI Sightline", "prompt": "c11-m6", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "AI Sightline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "discloses no methodology or accuracy evidence for its composite visibility score"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|deepseek-small|CiteLens", "prompt": "c11-m6", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "CiteLens", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "There's a gap between what it claims and what it delivers."}, {"id": "mai-20260915-0741-calibration_b|c11-m6|deepseek-small|Rankscale", "prompt": "c11-m6", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Rankscale", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "only 2 reviews on G2 — far too little independent validation"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|deepseek-small|Evertune", "prompt": "c11-m6", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Evertune", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "zero reviews on G2 or Capterra for its AI visibility product, yet charges $800+/month"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|deepseek-small|Profound", "prompt": "c11-m6", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Profound", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Largest independent review base (1,128 G2 reviews at 4.5★), daily browser-captured prompts, and documented methodology"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|deepseek-small|Semrush AI Visibility Toolkit", "prompt": "c11-m6", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Semrush AI Visibility Toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Real-prompt clickstream data (317M+ prompts), well-established vendor"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|deepseek-small|Otterly.AI", "prompt": "c11-m6", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Otterly.AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Affordable, decent independent reviews"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|deepseek-small|Peec AI", "prompt": "c11-m6", "model": "deepseek-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Peec AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Good for smart suggestions with reasonable transparency"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|google-small|Ahrefs (Brand Radar)", "prompt": "c11-m6", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Ahrefs (Brand Radar)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Platforms like *Ahrefs (Brand Radar)* or *Semrush (AI Visibility Toolkit)* are highly reliable because they overlay AI search data directly onto existing, verified keyword search-volume data."}, {"id": "mai-20260915-0741-calibration_b|c11-m6|google-small|Semrush (AI Visibility Toolkit)", "prompt": "c11-m6", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Semrush (AI Visibility Toolkit)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Platforms like *Ahrefs (Brand Radar)* or *Semrush (AI Visibility Toolkit)* are highly reliable"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|google-small|Geoptie", "prompt": "c11-m6", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Geoptie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Opt for tools (like *Geoptie*, *Dageno*, or *Profound*) that don't just output a \"visibility score\""}, {"id": "mai-20260915-0741-calibration_b|c11-m6|google-small|Dageno", "prompt": "c11-m6", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Dageno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Opt for tools (like *Geoptie*, *Dageno*, or *Profound*)"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|google-small|Profound", "prompt": "c11-m6", "model": "google-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Profound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Opt for tools (like *Geoptie*, *Dageno*, or *Profound*) that don't just output a \"visibility score\" but generate precise recommendations"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|minimax-small|HubSpot", "prompt": "c11-m6", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Use HubSpot's AEO Grader for a one-time visibility assessment before spending money"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|minimax-small|Semrush", "prompt": "c11-m6", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Semrush", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Many established platforms (HubSpot, Semrush, Ahrefs) have added AEO capabilities"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|minimax-small|Ahrefs", "prompt": "c11-m6", "model": "minimax-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Ahrefs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Many established platforms (HubSpot, Semrush, Ahrefs) have added AEO capabilities"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|mistral-small|Profound", "prompt": "c11-m6", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Profound", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Issues: Inconsistent results, expensive, limited transparency"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|mistral-small|Peec AI", "prompt": "c11-m6", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Peec AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Issues: Inconsistent results, expensive, limited transparency"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|mistral-small|RankPrompt", "prompt": "c11-m6", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "RankPrompt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Issues: Inconsistent results, expensive, limited transparency"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|mistral-small|Zerply.ai", "prompt": "c11-m6", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Zerply.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Issues: Inconsistent results, expensive, limited transparency"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|mistral-small|Semrush AI SEO Toolkit", "prompt": "c11-m6", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Semrush AI SEO Toolkit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Watch for: Integration with enterprise systems that may expand data collection"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|mistral-small|Ahrefs Brand Radar", "prompt": "c11-m6", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Ahrefs Brand Radar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Red flag: Bundling AI visibility with traditional SEO tracking that may include invasive methods"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|mistral-small|Microsoft Clarity (expanded AI features)", "prompt": "c11-m6", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Microsoft Clarity (expanded AI features)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "expansion into AI answer tracking may collect more data than needed"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|mistral-small|Worklytics AI Adoption Dashboard", "prompt": "c11-m6", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Worklytics AI Adoption Dashboard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Recommended Safe Alternatives: Worklytics AI Adoption Dashboard - Aggregates anonymized data at team level"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|mistral-small|WitnessAI", "prompt": "c11-m6", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "WitnessAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "WitnessAI - Network-level visibility without endpoint monitoring"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|mistral-small|Microsoft Copilot", "prompt": "c11-m6", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Microsoft Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Enterprise-native tools from Microsoft Copilot, Google Gemini, ChatGPT Enterprise with proper privacy controls"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|mistral-small|Google Gemini", "prompt": "c11-m6", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Google Gemini", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Enterprise-native tools from Microsoft Copilot, Google Gemini, ChatGPT Enterprise with proper privacy controls"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|mistral-small|ChatGPT Enterprise", "prompt": "c11-m6", "model": "mistral-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "ChatGPT Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Enterprise-native tools from Microsoft Copilot, Google Gemini, ChatGPT Enterprise with proper privacy controls"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|moonshot-small|HubSpot AEO Grader", "prompt": "c11-m6", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "HubSpot AEO Grader", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**HubSpot AEO Grader** | Free one-shot diagnostic | No continuous monitoring"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|moonshot-small|Ahrefs AI Visibility Checker", "prompt": "c11-m6", "model": "moonshot-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Ahrefs AI Visibility Checker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ahrefs AI Visibility Checker** | Free single lookups | Not scalable"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|openai-small|SE Ranking", "prompt": "c11-m6", "model": "openai-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "SE Ranking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "SE Ranking itself notes prompt tracking is a brand-intelligence tool and that the same question can produce different recommendations depending on context."}, {"id": "mai-20260915-0741-calibration_b|c11-m6|xai-small|AthenaHQ", "prompt": "c11-m6", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "AthenaHQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "High-end/enterprise tools like AthenaHQ, Goodie AI, Profound (scraper-based)**: Frequent complaints of opaque/credit-based pricing"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|xai-small|Goodie AI", "prompt": "c11-m6", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Goodie AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid or approach with extreme caution**: ... AthenaHQ, Goodie AI, Profound (scraper-based)"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|xai-small|Profound", "prompt": "c11-m6", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Profound", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Goodie AI, Profound (scraper-based)**: Frequent complaints of opaque/credit-based pricing"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|xai-small|Semrush", "prompt": "c11-m6", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Semrush", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Semrush swings wildly (e.g., 100% to 0% market share in weeks per tests); better for classic SEO than pure AI tracking"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|xai-small|Ahrefs", "prompt": "c11-m6", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Ahrefs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Semrush, Ahrefs add-ons**: Integrated but \"directional\" data"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|xai-small|Otterly AI", "prompt": "c11-m6", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Otterly AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cheapest entry (~$29/mo), but lacks daily refreshes (weekly lag), misses key engines (e.g., no Claude), no traffic attribution; scales poorly"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|xai-small|Peec AI", "prompt": "c11-m6", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Peec AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "monitoring-only (no optimization guidance), steep interface curve, no historical data, extra fees for engines"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|xai-small|Google Search Console", "prompt": "c11-m6", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "Google Search Console", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Safer alternatives**: Google Search Console (AI Overviews report), manual audits, or free graders"}, {"id": "mai-20260915-0741-calibration_b|c11-m6|xai-small|HubSpot", "prompt": "c11-m6", "model": "xai-small", "cat": "ai-visibility-tracking", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "free graders (HubSpot/Semrush)"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|alibaba-small|Bombora", "prompt": "c12-m1", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Bombora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best For:** Pure topic-level intent and ABM scalability... **Cons:** Can be expensive; strict approval process for new partners."}, {"id": "mai-20260915-0741-calibration_b|c12-m1|alibaba-small|ZoomInfo", "prompt": "c12-m1", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Highest Data Volume & Direct Dials** | **ZoomInfo**"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|alibaba-small|6sense", "prompt": "c12-m1", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "6sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Often geared toward Enterprise; can be overkill and costly for some mid-market sellers."}, {"id": "mai-20260915-0741-calibration_b|c12-m1|alibaba-small|RevGenius", "prompt": "c12-m1", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "RevGenius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**RevGenius** is currently widely regarded by sales leaders as the best balance of data accuracy, ease of use, and pricing"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|alibaba-small|Cognism", "prompt": "c12-m1", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** Companies selling globally (especially into Europe)."}, {"id": "mai-20260915-0741-calibration_b|c12-m1|alibaba-small|Leadfeeder", "prompt": "c12-m1", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Leadfeeder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Tracking Visitors on YOUR Website** | **Leadfeeder**"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|alibaba-small|Apollo.io", "prompt": "c12-m1", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best All-in-One (Low Budget)** | **Apollo.io**"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|anthropic-small|Dealfront", "prompt": "c12-m1", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Dealfront", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Dealfront** (formerly Leadfeeder) is well-suited for mid-market teams that need fast, IP-based visibility into anonymous website visitors with low lift and no enterprise complexity."}, {"id": "mai-20260915-0741-calibration_b|c12-m1|anthropic-small|Dealfront (formerly Leadfeeder)", "prompt": "c12-m1", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Dealfront (formerly Leadfeeder)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dealfront (formerly Leadfeeder) fits SMBs and mid-market teams that need fast, IP-based visibility into anonymous website visitors — with low lift and no enterprise complexity"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|anthropic-small|Intentsify", "prompt": "c12-m1", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Intentsify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Intentsify is best for mid-market and enterprise teams wanting managed activation services alongside intent intelligence"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|anthropic-small|Cognism", "prompt": "c12-m1", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "purpose-built for mid-market and enterprise companies selling into Europe"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|anthropic-small|Bombora", "prompt": "c12-m1", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Bombora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Leading B2B options in 2026 include Bombora (co-op intent)"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|anthropic-small|Demandbase", "prompt": "c12-m1", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Demandbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it does not deliver a clean, low-effort signal on its own, with reviews describing real integration work and a multi-month implementation"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|anthropic-small|6sense", "prompt": "c12-m1", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "6sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "6sense is the category leader for predictive intent and the most polished platform for enterprise ABM"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|anthropic-small|ZoomInfo", "prompt": "c12-m1", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "already have an intent signal source baked into their stack, whether through ZoomInfo, an ABM platform, or a standalone co-op subscription"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|challenger-small|Bombora", "prompt": "c12-m1", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Bombora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Bombora** if you want the strongest standalone **third-party intent data** feed"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|challenger-small|G2 Buyer Intent", "prompt": "c12-m1", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**G2 Buyer Intent** if your buyers are software evaluators and you want higher-fidelity review-site signals"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|challenger-small|6sense", "prompt": "c12-m1", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "6sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**6sense** if you want intent plus ABM orchestration in one system and can pay more"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|challenger-small|Demandbase", "prompt": "c12-m1", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Demandbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some reviews place **Demandbase** in the same category for mid-market-to-enterprise ABM teams"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|challenger-small|Dealfront", "prompt": "c12-m1", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Dealfront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Dealfront** if your priority is identifying anonymous website visitors on a mid-market budget"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|challenger-small|Cognism", "prompt": "c12-m1", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you want intent alongside contact data and a more budget-conscious mid-market bundle"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|deepseek-small|Bombora", "prompt": "c12-m1", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Bombora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation for most mid-market teams: Bombora"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|deepseek-small|ZoomInfo", "prompt": "c12-m1", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ZoomInfo is the better all-in-one pick"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|deepseek-small|G2 Buyer Intent", "prompt": "c12-m1", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Add G2 Buyer Intent if you're a software seller"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|deepseek-small|Apollo.io", "prompt": "c12-m1", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Apollo.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best budget/accessible: G2 Buyer Intent or Apollo.io — lower entry cost"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|deepseek-small|6sense", "prompt": "c12-m1", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "6sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Skip 6sense/Demandbase unless you have a mature ABM program... overkill for most mid-market teams"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|deepseek-small|Intentsify", "prompt": "c12-m1", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Intentsify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Intentsify | Multi-source cross-verified | ~$50K+ (custom)"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|deepseek-small|Demandbase", "prompt": "c12-m1", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Demandbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Skip 6sense/Demandbase unless you have a mature ABM program"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|deepseek-small|Cognism", "prompt": "c12-m1", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Cognism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ensure GDPR compliance (Cognism is the standout there)"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|google-small|Apollo.io", "prompt": "c12-m1", "model": "google-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "layer on a budget-friendly third-party intent source like **Apollo** or **G2** to fuel your outbound pipeline"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|google-small|Cognism", "prompt": "c12-m1", "model": "google-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cognism (Best for EMEA/UK & GDPR Compliance):**"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|google-small|Bombora", "prompt": "c12-m1", "model": "google-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Bombora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Apollo integrates **Bombora** (the gold standard for third-party B2B intent) directly into its platform"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|google-small|HubSpot Breeze Intelligence", "prompt": "c12-m1", "model": "google-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "HubSpot Breeze Intelligence", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start by mastering **first-party intent** (using a tool like **Warmly** or **Breeze Intelligence** on your own website)"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|google-small|Warmly", "prompt": "c12-m1", "model": "google-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Warmly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "start by mastering **first-party intent** (using a tool like **Warmly** or **Breeze Intelligence** on your own website)"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|google-small|RB2B", "prompt": "c12-m1", "model": "google-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "RB2B", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Known for its highly effective Slack integration... pushes their real LinkedIn profiles directly into your Slack in real time"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|google-small|G2 Buyer Intent", "prompt": "c12-m1", "model": "google-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you sell software, G2 is the absolute highest-intent signal you can purchase."}, {"id": "mai-20260915-0741-calibration_b|c12-m1|google-small|ZoomInfo", "prompt": "c12-m1", "model": "google-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best if you need an absolute powerhouse of North American contact data paired with real-time \"bidstream\" intent"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|google-small|Demandbase", "prompt": "c12-m1", "model": "google-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Demandbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "but it requires active management to get an ROI"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|google-small|6sense", "prompt": "c12-m1", "model": "google-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "6sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Demandbase (or 6sense):** If you are running an organized Account-Based Marketing (ABM) strategy."}, {"id": "mai-20260915-0741-calibration_b|c12-m1|meta-small|Cognism", "prompt": "c12-m1", "model": "meta-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Cognism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cognism - known for its data quality and compliance, particularly for mid-market and enterprise companies selling into Europe."}, {"id": "mai-20260915-0741-calibration_b|c12-m1|meta-small|Bombora", "prompt": "c12-m1", "model": "meta-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Bombora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Bombora - a third-party intent data provider that is suitable for mid-market and enterprise teams."}, {"id": "mai-20260915-0741-calibration_b|c12-m1|meta-small|Intentsify", "prompt": "c12-m1", "model": "meta-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Intentsify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Intentsify - another third-party intent data provider that is suitable for mid-market and enterprise teams."}, {"id": "mai-20260915-0741-calibration_b|c12-m1|meta-small|Dealfront (ex-Leadfeeder)", "prompt": "c12-m1", "model": "meta-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Dealfront (ex-Leadfeeder)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "best for SMBs and mid-market teams identifying anonymous web visitors"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|meta-small|Abmatic AI", "prompt": "c12-m1", "model": "meta-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Abmatic AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a comprehensive AI-native option with 15+ native capabilities, suitable for mid-market and enterprise B2B teams"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|minimax-small|Bombora", "prompt": "c12-m1", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Bombora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bombora** (Highly Recommended for Mid-Market)"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|minimax-small|Intentsify", "prompt": "c12-m1", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Intentsify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd recommend starting with **Bombora** or **Intentsify** for third-party intent data"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|minimax-small|Factors.ai", "prompt": "c12-m1", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Factors.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is a constraint, **Factors.ai** or **Apollo.io** offer strong alternatives at lower price points"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|minimax-small|6sense", "prompt": "c12-m1", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "6sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More affordable than enterprise options like 6sense or Demandbase"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|minimax-small|Demandbase", "prompt": "c12-m1", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Demandbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More affordable than enterprise options like 6sense or Demandbase"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|minimax-small|Cognism Pro", "prompt": "c12-m1", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Cognism Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for:** Mid-market teams needing combined intent + contact data"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|minimax-small|Apollo.io", "prompt": "c12-m1", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Most affordable option, good for companies just starting with intent data"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|minimax-small|G2 Buyer Intent", "prompt": "c12-m1", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "combined with **G2 Buyer Intent** for additional signals"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|minimax-small|Autobound", "prompt": "c12-m1", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Autobound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Consider **Autobound's** 700+ signal types"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|mistral-small|Dealfront (formerly Leadfeeder)", "prompt": "c12-m1", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Dealfront (formerly Leadfeeder)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Dealfront (formerly Leadfeeder)** - *Best overall value*"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|mistral-small|ZenABM", "prompt": "c12-m1", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "ZenABM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ZenABM** - *Best for LinkedIn-first ABM*"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|mistral-small|MarketBetter", "prompt": "c12-m1", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "MarketBetter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**MarketBetter** - *Best for signal-to-action workflows*"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|mistral-small|RollWorks", "prompt": "c12-m1", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "RollWorks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**RollWorks** - *Best all-in-one ABM platform*"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|mistral-small|G2 Buyer Intent", "prompt": "c12-m1", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Combine **Dealfront** (website visitors) with **G2 Buyer Intent** (review signals) for comprehensive coverage"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|mistral-small|Factors.ai", "prompt": "c12-m1", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Factors.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Factors.ai** - *Best for LinkedIn-first ABM*"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|mistral-small|Bombora", "prompt": "c12-m1", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Bombora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Bombora** - *Best for broad third-party intent*"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|mistral-small|6sense", "prompt": "c12-m1", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "6sense", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid These for Mid-Market Budgets - **6sense/Demandbase:** Typically $50K-$100K+/year (enterprise-focused)"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|mistral-small|Demandbase", "prompt": "c12-m1", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Demandbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**6sense/Demandbase:** Typically $50K-$100K+/year (enterprise-focused)"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|mistral-small|ZoomInfo Intent", "prompt": "c12-m1", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "ZoomInfo Intent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**ZoomInfo Intent:** Usually bundled with expensive enterprise plans"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|mistral-small|TechTarget Priority Engine", "prompt": "c12-m1", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "TechTarget Priority Engine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**TechTarget Priority Engine:** $40K-$80K/year"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|moonshot-small|Bombora", "prompt": "c12-m1", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Bombora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Bombora** — *Best Overall for Mid-Market*"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|moonshot-small|G2 Buyer Intent", "prompt": "c12-m1", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "layering in **G2 Buyer Intent** (~$8K–$20K) if you're in software"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|moonshot-small|TechTarget Priority Engine", "prompt": "c12-m1", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "TechTarget Priority Engine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. TechTarget Priority Engine** — *Best for Tech/IT Companies*"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|moonshot-small|ZoomInfo + Intent", "prompt": "c12-m1", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "ZoomInfo + Intent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. ZoomInfo + Intent** — *Best Bundled Option*"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|moonshot-small|Apollo.io", "prompt": "c12-m1", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Apollo.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "G2 Buyer Intent + Apollo.io or Leadfeeder for first-party signals"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|moonshot-small|Leadfeeder", "prompt": "c12-m1", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Leadfeeder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "G2 Buyer Intent + Apollo.io or Leadfeeder for first-party signals"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|moonshot-small|Intentsify", "prompt": "c12-m1", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Intentsify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "TechTarget Priority Engine or Intentsify (managed activation services)"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|moonshot-small|6sense", "prompt": "c12-m1", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "6sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Full ABM platform (higher cost, ~$60K–$300K+)"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|moonshot-small|Demandbase", "prompt": "c12-m1", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Demandbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Enterprise ABM with orchestration (~$50K–$100K+)"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|openai-small|Bombora", "prompt": "c12-m1", "model": "openai-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Bombora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Bombora**"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|openai-small|Demandbase", "prompt": "c12-m1", "model": "openai-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Demandbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Demandbase** \\u2014 best if you also want ABM/account intelligence"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|openai-small|6sense", "prompt": "c12-m1", "model": "openai-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "6sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**6sense** \\u2014 best if you want predictive revenue orchestration"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|xai-small|Dealfront (formerly Leadfeeder)", "prompt": "c12-m1", "model": "xai-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Dealfront (formerly Leadfeeder)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dealfront (formerly Leadfeeder) – Best Overall for Most Mid-Market Teams"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|xai-small|Apollo.io", "prompt": "c12-m1", "model": "xai-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Apollo.io – Best Budget/Bundled Option"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|xai-small|Bombora", "prompt": "c12-m1", "model": "xai-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Bombora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bombora – Best for Broad Third-Party Coverage"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|xai-small|G2 Buyer Intent", "prompt": "c12-m1", "model": "xai-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "G2 Buyer Intent: Great for SaaS (active evaluators); $10K–$50K but needs strong G2 presence."}, {"id": "mai-20260915-0741-calibration_b|c12-m1|xai-small|Cognism", "prompt": "c12-m1", "model": "xai-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Cognism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cognism: If EMEA-focused or needing contacts + intent."}, {"id": "mai-20260915-0741-calibration_b|c12-m1|xai-small|6sense", "prompt": "c12-m1", "model": "xai-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "6sense", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise-heavy like 6sense/Demandbase ($50K–$150K+; better for $300M+ ARR)."}, {"id": "mai-20260915-0741-calibration_b|c12-m1|xai-small|Demandbase", "prompt": "c12-m1", "model": "xai-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Demandbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise-heavy like 6sense/Demandbase ($50K–$150K+; better for $300M+ ARR)."}, {"id": "mai-20260915-0741-calibration_b|c12-m1|xai-small|ZoomInfo", "prompt": "c12-m1", "model": "xai-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Powers many platforms (ZoomInfo, Apollo, Cognism)"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|zai-small|Dealfront (Leadfeeder)", "prompt": "c12-m1", "model": "zai-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Dealfront (Leadfeeder)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Dealfront or Factors.ai (first-party, affordable, real-time)"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|zai-small|Factors.ai", "prompt": "c12-m1", "model": "zai-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Factors.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Dealfront or Factors.ai (first-party, affordable, real-time)"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|zai-small|RB2B", "prompt": "c12-m1", "model": "zai-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "RB2B", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deploy Dealfront, Factors.ai, or RB2B on your marketing site"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|zai-small|ZoomInfo", "prompt": "c12-m1", "model": "zai-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Add Apollo.io or ZoomInfo if you need contact data"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|zai-small|Apollo.io", "prompt": "c12-m1", "model": "zai-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Add Apollo.io or ZoomInfo if you need contact data"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|zai-small|G2 Buyer Intent", "prompt": "c12-m1", "model": "zai-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Add G2 Buyer Intent if you sell software and your buyers research on G2"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|zai-small|Bombora", "prompt": "c12-m1", "model": "zai-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "Bombora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Add Bombora or 6sense only if you need third-party topic intent"}, {"id": "mai-20260915-0741-calibration_b|c12-m1|zai-small|6sense", "prompt": "c12-m1", "model": "zai-small", "cat": "b2b-intent-data", "variant": "direct", "raw": "6sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Add Bombora or 6sense only if you need third-party topic intent"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|alibaba-small|Bombora", "prompt": "c12-m2", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Bombora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation for Most Mid-Market Companies: **Bombora**"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|alibaba-small|G2 Buyer Intent", "prompt": "c12-m2", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for SaaS Companies: **G2 Buyer Intent**"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|alibaba-small|6sense", "prompt": "c12-m2", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "6sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Only move to expensive \"platforms\" like 6sense once you have the operational resources to manage them."}, {"id": "mai-20260915-0741-calibration_b|c12-m2|alibaba-small|ZoomInfo", "prompt": "c12-m2", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use this if your biggest pain point is finding contact info (emails/phone numbers) alongside intent."}, {"id": "mai-20260915-0741-calibration_b|c12-m2|anthropic-small|Bombora", "prompt": "c12-m2", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Bombora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bombora layered with G2 Buyer Intent is the pragmatic starting point."}, {"id": "mai-20260915-0741-calibration_b|c12-m2|anthropic-small|G2 Buyer Intent", "prompt": "c12-m2", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Bombora layered with G2 Buyer Intent is the pragmatic starting point."}, {"id": "mai-20260915-0741-calibration_b|c12-m2|anthropic-small|Lusha", "prompt": "c12-m2", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lusha is ideal for small teams needing Bombora-powered intent linked with verified contact info."}, {"id": "mai-20260915-0741-calibration_b|c12-m2|anthropic-small|Cognism", "prompt": "c12-m2", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're selling internationally or need GDPR compliance, Cognism combines Bombora intent data with a strong European contact database"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|anthropic-small|Apollo.io", "prompt": "c12-m2", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Bombora + contact database combination** or **Apollo.io** offer the best balance of functionality, cost, and ease of implementation"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|anthropic-small|Demandbase", "prompt": "c12-m2", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Demandbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Demandbase or 6sense (if running ABM)"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|anthropic-small|Leadfeeder", "prompt": "c12-m2", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Leadfeeder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. Leadfeeder** (Best for Website Visitor Identification)"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|anthropic-small|6sense", "prompt": "c12-m2", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "6sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "6sense and Demandbase excel at predictive, AI-powered account intelligence for enterprise ABM."}, {"id": "mai-20260915-0741-calibration_b|c12-m2|challenger-small|Lusha", "prompt": "c12-m2", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Lusha", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Lusha** if you want the best all-around balance of **intent signals + verified contacts + affordability** in one tool."}, {"id": "mai-20260915-0741-calibration_b|c12-m2|challenger-small|Bombora", "prompt": "c12-m2", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Bombora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bombora** is the stronger specialist choice"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|challenger-small|6sense", "prompt": "c12-m2", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "6sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**6sense** or **Demandbase** if you are running a more mature **enterprise ABM** program"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|challenger-small|Demandbase", "prompt": "c12-m2", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Demandbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**6sense** or **Demandbase** if you are running a more mature **enterprise ABM** program"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|challenger-small|G2 Buyer Intent", "prompt": "c12-m2", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**G2 Buyer Intent** if your highest-value signal is **vendor-comparison behavior**"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|deepseek-small|Bombora", "prompt": "c12-m2", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Bombora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you already have a capable RevOps team and an ABM stack: **Bombora** ... Bombora is the gold standard"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|deepseek-small|G2 Buyer Intent", "prompt": "c12-m2", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a typical mid-sized B2B company, I'd recommend starting with G2 Buyer Intent combined with RollWorks"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|deepseek-small|RollWorks", "prompt": "c12-m2", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "RollWorks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with G2 Buyer Intent combined with RollWorks"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|deepseek-small|Intentsify", "prompt": "c12-m2", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Intentsify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Pure data feed | Bombora, Intentsify"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|deepseek-small|6sense", "prompt": "c12-m2", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "6sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Avoid jumping straight to 6sense or Demandbase unless your budget is $60K+"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|deepseek-small|Demandbase", "prompt": "c12-m2", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Demandbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be cautious about: **6sense and Demandbase** ... often overkill and over-budget"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|deepseek-small|ZoomInfo", "prompt": "c12-m2", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Smart budget option: **ZoomInfo** ... bundles Bombora-powered intent with the largest verified contact database"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|deepseek-small|TechTarget", "prompt": "c12-m2", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "TechTarget", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Second-party / review signals | G2, TechTarget, TrustRadius"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|deepseek-small|TrustRadius", "prompt": "c12-m2", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "TrustRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Second-party / review signals | G2, TechTarget, TrustRadius"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|deepseek-small|Apollo.io", "prompt": "c12-m2", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Apollo.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "< $25K → G2, RollWorks, or Apollo.io"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|deepseek-small|Factors.ai", "prompt": "c12-m2", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Factors.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Affordable mid-market | RollWorks, Apollo.io, Factors.ai"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|google-small|6sense", "prompt": "c12-m2", "model": "google-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "6sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise platforms like 6sense and Demandbase are incredibly powerful, but they often require dedicated marketing ops resources and five-figure to six-figure annual contracts"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|google-small|Demandbase", "prompt": "c12-m2", "model": "google-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Demandbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise platforms like 6sense and Demandbase are incredibly powerful, but they often require dedicated marketing ops resources and five-figure to six-figure annual contracts"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|google-small|ZoomInfo (with ZoomInfo Intent)", "prompt": "c12-m2", "model": "google-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "ZoomInfo (with ZoomInfo Intent)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your GTM strategy relies heavily on sales development reps (SDRs) and account executives (AEs) actively prospecting, ZoomInfo is the strongest choice."}, {"id": "mai-20260915-0741-calibration_b|c12-m2|google-small|ZoomInfo", "prompt": "c12-m2", "model": "google-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your budget is larger and you need maximum US contact data depth, **ZoomInfo** is the premium alternative here"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|google-small|Apollo.io", "prompt": "c12-m2", "model": "google-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are on a tighter budget but want to build an automated, outbound system: Choose Apollo.io"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|google-small|Cognism", "prompt": "c12-m2", "model": "google-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you sell into Europe: Go with Cognism."}, {"id": "mai-20260915-0741-calibration_b|c12-m2|google-small|Dealfront (formerly Leadfeeder)", "prompt": "c12-m2", "model": "google-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Dealfront (formerly Leadfeeder)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Lower-Funnel / Website Visitor Identification: **Dealfront (formerly Leadfeeder) or RB2B**"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|google-small|HubSpot Breeze Intelligence", "prompt": "c12-m2", "model": "google-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "HubSpot Breeze Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for HubSpot Power Users: HubSpot Breeze Intelligence"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|google-small|Bombora", "prompt": "c12-m2", "model": "google-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Bombora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Marketing/ABM & Raw Data Portability: Bombora"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|google-small|RB2B", "prompt": "c12-m2", "model": "google-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "RB2B", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**RB2B** ... specializes in person-level deanonymization"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|google-small|G2 Buyer Intent", "prompt": "c12-m2", "model": "google-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you are a B2B SaaS company: Prioritize buying G2 Buyer Intent"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|google-small|Bullseye", "prompt": "c12-m2", "model": "google-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Bullseye", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**RB2B** (or **Bullseye**) specializes in person-level deanonymization"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|minimax-small|Bombora", "prompt": "c12-m2", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Bombora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Bombora** or **Intentsify** as your primary intent data provider"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|minimax-small|Intentsify", "prompt": "c12-m2", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Intentsify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Bombora** or **Intentsify** as your primary intent data provider"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|minimax-small|G2 Buyer Intent", "prompt": "c12-m2", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "potentially layered with **G2 Buyer Intent** for additional signal variety"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|minimax-small|6sense", "prompt": "c12-m2", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "6sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "More enterprise-oriented but powerful for mid-sized companies ready to scale"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|mistral-small|Bombora", "prompt": "c12-m2", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Bombora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Recommendation: Bombora"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|mistral-small|Dealfront (formerly Leadfeeder)", "prompt": "c12-m2", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Dealfront (formerly Leadfeeder)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Budget-Friendly Option: Dealfront (formerly Leadfeeder)"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|mistral-small|Intentsify", "prompt": "c12-m2", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Intentsify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Alternative: Intentsify"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|mistral-small|G2 Buyer Intent", "prompt": "c12-m2", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Need review-site signals | **G2 Buyer Intent** | $15K-$50K/year"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|moonshot-small|Bombora", "prompt": "c12-m2", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Bombora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my primary recommendation is **Bombora**"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|moonshot-small|ZoomInfo", "prompt": "c12-m2", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ZoomInfo Streaming Intent** | Convenient add-on (~$15K–$40K/year on top of your contract)"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|moonshot-small|Demandbase One", "prompt": "c12-m2", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Demandbase One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Demandbase One** | Purpose-built for mid-market to enterprise"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|moonshot-small|RollWorks", "prompt": "c12-m2", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "RollWorks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**RollWorks** | Specifically positioned for SMB/mid-market"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|moonshot-small|G2 Buyer Intent", "prompt": "c12-m2", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best used as a *complementary* second-party source alongside Bombora, not a replacement"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|moonshot-small|Apollo.io", "prompt": "c12-m2", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Budget is tight (<$15K/year) | **Apollo.io** or **Factors.ai**"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|moonshot-small|Factors.ai", "prompt": "c12-m2", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Factors.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Factors.ai (~$1K/month) is solid if you run LinkedIn-first ABM"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|moonshot-small|6sense", "prompt": "c12-m2", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "6sense", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What I'd Avoid - **6sense** unless you have a dedicated RevOps team ... typically overkill and too complex"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|openai-small|Bombora", "prompt": "c12-m2", "model": "openai-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Bombora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Bombora**"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|openai-small|6sense", "prompt": "c12-m2", "model": "openai-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "6sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**6sense** is often the next best fit"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|openai-small|Demandbase", "prompt": "c12-m2", "model": "openai-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Demandbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Demandbase** is similar"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|openai-small|G2", "prompt": "c12-m2", "model": "openai-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "G2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "centralizes third-party intent such as Bombora and G2 inside its system"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|openai-small|G2 Buyer Intent", "prompt": "c12-m2", "model": "openai-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pick G2 Buyer Intent** as an add-on, especially for software vendors"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|openai-small|TechTarget Priority Engine", "prompt": "c12-m2", "model": "openai-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "TechTarget Priority Engine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "best if your buyers are specifically researching technology categories on tech media properties"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|xai-small|RollWorks", "prompt": "c12-m2", "model": "xai-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "RollWorks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend RollWorks (now part of NextRoll) as a strong starting point for buyer intent data."}, {"id": "mai-20260915-0741-calibration_b|c12-m2|xai-small|6sense", "prompt": "c12-m2", "model": "xai-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "6sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "more affordable than enterprise options like 6sense ($60K+)"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|xai-small|Demandbase", "prompt": "c12-m2", "model": "xai-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Demandbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise options like 6sense ($60K+) or Demandbase ($50K+)"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|xai-small|Dealfront (ex-Leadfeeder)", "prompt": "c12-m2", "model": "xai-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Dealfront (ex-Leadfeeder)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Under $10K? Start with Dealfront's free/paid tiers."}, {"id": "mai-20260915-0741-calibration_b|c12-m2|xai-small|ZoomInfo Intent", "prompt": "c12-m2", "model": "xai-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "ZoomInfo Intent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "$20K+? RollWorks or ZoomInfo."}, {"id": "mai-20260915-0741-calibration_b|c12-m2|xai-small|Bombora", "prompt": "c12-m2", "model": "xai-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Bombora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mature ABM? Bombora via integrator."}, {"id": "mai-20260915-0741-calibration_b|c12-m2|xai-small|G2 Buyer Intent", "prompt": "c12-m2", "model": "xai-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "High-intent bottom-funnel signals; pricey for sparse coverage."}, {"id": "mai-20260915-0741-calibration_b|c12-m2|xai-small|Cognism", "prompt": "c12-m2", "model": "xai-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Cognism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "EU-heavy? Dealfront/Cognism for compliance."}, {"id": "mai-20260915-0741-calibration_b|c12-m2|zai-small|Bombora", "prompt": "c12-m2", "model": "zai-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Bombora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Bombora** as the primary buyer intent data vendor for a mid-sized B2B company"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|zai-small|Factors.ai", "prompt": "c12-m2", "model": "zai-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Factors.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Factors.ai** as an excellent complementary option for first-party signals"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|zai-small|Demandbase", "prompt": "c12-m2", "model": "zai-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "Demandbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Demandbase** | $50K-$120K+ | Full ABM with advertising |"}, {"id": "mai-20260915-0741-calibration_b|c12-m2|zai-small|6sense", "prompt": "c12-m2", "model": "zai-small", "cat": "b2b-intent-data", "variant": "paraphrase", "raw": "6sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **6sense** | $60K-$150K+ | Predictive AI scoring & full ABM |"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|alibaba-small|6sense", "prompt": "c12-m3", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "6sense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "6sense (Market Leader in Predictive AI)... Best for: Mature revenue operations teams that want to act on intent without building a complex integration stack."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|alibaba-small|Demandbase", "prompt": "c12-m3", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Demandbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Demandbase is famous for its **Account Identification** accuracy."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|alibaba-small|Bombora", "prompt": "c12-m3", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Bombora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Bombora (The Gold Standard Co-op)... just want the cleanest, broadest topic-level signal available"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|alibaba-small|Intentsify", "prompt": "c12-m3", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Intentsify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Intentsify aggregates data from multiple third-party co-ops and normalizes them."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|alibaba-small|G2", "prompt": "c12-m3", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "G2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "G2 knows which companies are actively comparing software products on their marketplace."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|alibaba-small|Leadfeeder", "prompt": "c12-m3", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Leadfeeder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "first-party website traffic (Leadfeeder)"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|alibaba-small|TechTarget Priority Engine", "prompt": "c12-m3", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "TechTarget Priority Engine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you sell IT services, this is a top contender"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|alibaba-small|ZoomInfo Streaming Intent", "prompt": "c12-m3", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "ZoomInfo Streaming Intent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Leverages the world's largest B2B contact database to attach intent signals to specific phone numbers and emails."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|anthropic-small|Bombora", "prompt": "c12-m3", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Bombora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Bombora operates a large B2B intent data cooperative of 5,500+ B2B media websites"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|anthropic-small|6sense", "prompt": "c12-m3", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "6sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "6sense (predictive AI scoring)"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|anthropic-small|Demandbase", "prompt": "c12-m3", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Demandbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Demandbase is an ABM platform combining account identification, intent data, and campaign orchestration"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|anthropic-small|ZoomInfo", "prompt": "c12-m3", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ZoomInfo (bundled sales intelligence)"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|anthropic-small|TrustRadius", "prompt": "c12-m3", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "TrustRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "TrustRadius (verified review-stage signals)"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|anthropic-small|TechTarget Priority Engine", "prompt": "c12-m3", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "TechTarget Priority Engine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "TechTarget Priority Engine (media network intent)"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|anthropic-small|HG Insights", "prompt": "c12-m3", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "HG Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "HG Insights (technographic, spend, and intent layered together)"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|anthropic-small|Dealfront", "prompt": "c12-m3", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Dealfront", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "website visitor tracking (Dealfront)"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|anthropic-small|Leadfeeder", "prompt": "c12-m3", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Leadfeeder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For identifying visitors already on your website, Leadfeeder and Lead Forensics are strong options."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|anthropic-small|G2", "prompt": "c12-m3", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "G2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "review-site activity (G2, TrustRadius)"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|anthropic-small|Lead Forensics", "prompt": "c12-m3", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Lead Forensics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Leadfeeder and Lead Forensics are strong options"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|anthropic-small|Lead Seeker", "prompt": "c12-m3", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Lead Seeker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "public buying triggers and ICP prompts (Lead Seeker)"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|anthropic-small|Onfire", "prompt": "c12-m3", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Onfire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "some (including Onfire) offer prospect-level granularity"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|anthropic-small|Warmly", "prompt": "c12-m3", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Warmly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "First-party tools like Dealfront and Warmly identify website visitors"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|anthropic-small|Cognism", "prompt": "c12-m3", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Cognism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Cognism provides B2B contact data with a focus on GDPR compliance and European markets"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|challenger-small|Bombora", "prompt": "c12-m3", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Bombora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bombora and 6sense are treated as the strongest pure intent vendors"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|challenger-small|6sense", "prompt": "c12-m3", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "6sense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Bombora and 6sense are treated as the strongest pure intent vendors"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|challenger-small|Demandbase", "prompt": "c12-m3", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Demandbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Demandbase = intent + ABM activation in one platform"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|challenger-small|ZoomInfo", "prompt": "c12-m3", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong when you want intent alongside a large contact database and sales intelligence"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|challenger-small|G2 Buyer Intent", "prompt": "c12-m3", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Captures in-market behavior on G2, so it is strongest for category research and vendor comparisons"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|challenger-small|TrustRadius", "prompt": "c12-m3", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "TrustRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Similar to G2, but centered on TrustRadius review and comparison activity"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|challenger-small|Cognism", "prompt": "c12-m3", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Often used for compliant prospecting and verified mobile numbers, with Bombora-powered intent"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|challenger-small|Leadfeeder/Dealfront", "prompt": "c12-m3", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Leadfeeder/Dealfront", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Limited to companies visiting your site, so it's narrower but often easier to activate quickly"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|deepseek-small|Bombora", "prompt": "c12-m3", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Bombora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "the underlying data source that many other platforms (6sense, Cognism, ZoomInfo) license and resell"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|deepseek-small|6sense", "prompt": "c12-m3", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "6sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The strongest predictive/buying-stage modeling; full orchestration"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|deepseek-small|Demandbase", "prompt": "c12-m3", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Demandbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More transparent scoring model than 6sense; full funnel."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|deepseek-small|ZoomInfo", "prompt": "c12-m3", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Large US outbound/sales teams that want in-market accounts and the decision-makers' emails/phones in one place"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|deepseek-small|G2 Buyer Intent", "prompt": "c12-m3", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Highest-fidelity, most down-funnel signals"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|deepseek-small|TrustRadius", "prompt": "c12-m3", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "TrustRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Bottom-funnel, in-market buyers comparing you now | G2, TrustRadius"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|deepseek-small|Intentsify", "prompt": "c12-m3", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Intentsify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Named a Forrester Wave Leader (Q1 2025) with the highest Current Offering score"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|deepseek-small|TechTarget Priority Engine (Informa TechTarget)", "prompt": "c12-m3", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "TechTarget Priority Engine (Informa TechTarget)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Contact-level attribution from a technology publisher, ideal for technical products. Forrester Leader."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|deepseek-small|Dealfront (formerly Leadfeeder)", "prompt": "c12-m3", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Dealfront (formerly Leadfeeder)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Cheap, low-lift, EU-data-provenance-friendly \\u2014 but limited to your own website traffic only."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|deepseek-small|Lead Forensics", "prompt": "c12-m3", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Lead Forensics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Dealfront (formerly Leadfeeder) & Lead Forensics \\u2014 first-party website visitor ID"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|deepseek-small|Cognism", "prompt": "c12-m3", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Bombora-powered intent + compliant EMEA contact data; strong for GDPR-heavy European markets."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|deepseek-small|Madison Logic", "prompt": "c12-m3", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Madison Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "intent bundled with media/content-syndication activation and managed services"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|deepseek-small|DemandScience", "prompt": "c12-m3", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "DemandScience", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "intent bundled with media/content-syndication activation and managed services"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|deepseek-small|Anteriad", "prompt": "c12-m3", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Anteriad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Compliant data in EMEA | Cognism, Dealfront, Anteriad"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|deepseek-small|HG Insights", "prompt": "c12-m3", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "HG Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "technographic-aware intent that filters by tech stack"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|deepseek-small|Warmly", "prompt": "c12-m3", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Warmly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "cap the funnel's bottom with cheaper, more accurate first-party signals"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|deepseek-small|RB2B", "prompt": "c12-m3", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "RB2B", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Budget DIY tools (RB2B, Factors.ai, ZenABM): from $60\\u2013500/month"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|deepseek-small|Common Room", "prompt": "c12-m3", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Common Room", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Warmly, RB2B, Common Room, Factors.ai cap the funnel's bottom"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|deepseek-small|Factors.ai", "prompt": "c12-m3", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Factors.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Budget DIY tools (RB2B, Factors.ai, ZenABM)"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|deepseek-small|ZenABM", "prompt": "c12-m3", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "ZenABM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "Budget DIY tools (RB2B, Factors.ai, ZenABM): from $60\\u2013500/month"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|google-small|Bombora", "prompt": "c12-m3", "model": "google-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Bombora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The pioneer and gold standard of third-party, consent-based B2B intent data."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|google-small|6sense", "prompt": "c12-m3", "model": "google-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "6sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "An enterprise Account-Based Marketing (ABM) powerhouse."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|google-small|Demandbase", "prompt": "c12-m3", "model": "google-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Demandbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "An enterprise-grade GTM platform combining account identification, intent, and advertising."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|google-small|ZoomInfo (ZoomInfo Intent)", "prompt": "c12-m3", "model": "google-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "ZoomInfo (ZoomInfo Intent)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The market leader in contact and company databases."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|google-small|Cognism", "prompt": "c12-m3", "model": "google-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Cognism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A global sales intelligence provider with market-leading European and EMEA coverage."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|google-small|G2 Buyer Intent", "prompt": "c12-m3", "model": "google-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The world's largest B2B software review marketplace."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|google-small|TechTarget (Priority Engine)", "prompt": "c12-m3", "model": "google-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "TechTarget (Priority Engine)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A technology-focused publisher network of over 150+ websites."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|google-small|RB2B", "prompt": "c12-m3", "model": "google-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "RB2B", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "RB2B identifies the **specific, named individuals** (primarily in the US) who are visiting your website in real-time"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|google-small|Warmly", "prompt": "c12-m3", "model": "google-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Warmly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**RB2B / Warmly**\n* **What it is:** Web-to-person identification software."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|google-small|Apollo.io", "prompt": "c12-m3", "model": "google-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Apollo.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Apollo.io / Clay**\n* **What it is:** GTM database and data-orchestration suites."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|google-small|Clay", "prompt": "c12-m3", "model": "google-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Clay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Clay, for example, acts as an aggregator of dozens of other data sources"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|meta-small|Bombora", "prompt": "c12-m3", "model": "meta-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Bombora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top B2B intent data providers are Bombora, 6sense, Demandbase, ZoomInfo, Cognism, G2, TrustRadius, Lusha, Leadfeeder, and IntentData.io."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|meta-small|6sense", "prompt": "c12-m3", "model": "meta-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "6sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top B2B intent data providers are Bombora, 6sense, Demandbase, ZoomInfo..."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|meta-small|Demandbase", "prompt": "c12-m3", "model": "meta-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Demandbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top B2B intent data providers are Bombora, 6sense, Demandbase, ZoomInfo..."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|meta-small|ZoomInfo", "prompt": "c12-m3", "model": "meta-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top B2B intent data providers are Bombora, 6sense, Demandbase, ZoomInfo, Cognism..."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|meta-small|Cognism", "prompt": "c12-m3", "model": "meta-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Cognism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ZoomInfo, Cognism, G2, TrustRadius, Lusha, Leadfeeder, and IntentData.io"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|meta-small|G2", "prompt": "c12-m3", "model": "meta-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "G2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cognism, G2, TrustRadius, Lusha, Leadfeeder, and IntentData.io"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|meta-small|TrustRadius", "prompt": "c12-m3", "model": "meta-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "TrustRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "G2, TrustRadius, Lusha, Leadfeeder, and IntentData.io"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|meta-small|Lusha", "prompt": "c12-m3", "model": "meta-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Lusha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "TrustRadius, Lusha, Leadfeeder, and IntentData.io"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|meta-small|Leadfeeder", "prompt": "c12-m3", "model": "meta-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Leadfeeder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Lusha, Leadfeeder, and IntentData.io"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|meta-small|IntentData.io", "prompt": "c12-m3", "model": "meta-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "IntentData.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Leadfeeder, and IntentData.io"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|minimax-small|Bombora", "prompt": "c12-m3", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Bombora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The broadest third-party coverage via a cooperative network of 5,000+ B2B websites. Best for adding topic-level intent to existing stacks."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|minimax-small|6sense", "prompt": "c12-m3", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "6sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Category leader for enterprise ABM with buying-stage predictions."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|minimax-small|Demandbase", "prompt": "c12-m3", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Demandbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Multi-source intent plus ABM orchestration. Strong for mid-market to enterprise display ABM."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|minimax-small|TechTarget/Intentsify", "prompt": "c12-m3", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "TechTarget/Intentsify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Editorial-based intent from opt-in content consumption. Contact-level resolution."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|minimax-small|Dealfront (formerly Leadfeeder)", "prompt": "c12-m3", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Dealfront (formerly Leadfeeder)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Identifies anonymous website visitors. Best for SMBs and mid-market."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|minimax-small|RB2B", "prompt": "c12-m3", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "RB2B", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "First-party US website visitor identification at the person level."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|minimax-small|Lead Forensics", "prompt": "c12-m3", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Lead Forensics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "First-party intent tracking limited to your own website traffic."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|minimax-small|G2", "prompt": "c12-m3", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "G2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Product page visits, comparisons, category research. Strong for SaaS buyers."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|minimax-small|TrustRadius", "prompt": "c12-m3", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "TrustRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Review and category-level intent data. 12M+ annual visitors."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|minimax-small|ZoomInfo", "prompt": "c12-m3", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Intent plus vast contact enrichment. Best for sales-led teams."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|minimax-small|Cognism", "prompt": "c12-m3", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Cognism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "GDPR-compliant intent with mobile-verified data. Strong EMEA coverage."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|minimax-small|Apollo.io", "prompt": "c12-m3", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Apollo.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Affordable all-in-one with topic intent + engagement signals."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|minimax-small|Lusha", "prompt": "c12-m3", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Lusha", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Limited intent + contact enrichment for outbound sales."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|minimax-small|Common Room", "prompt": "c12-m3", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Common Room", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Community + first-party signal aggregation for PLG and community-led GTM"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|minimax-small|Factors.ai", "prompt": "c12-m3", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Factors.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "First-party LinkedIn + web + CRM stitching for mid-market"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|minimax-small|ZenABM", "prompt": "c12-m3", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "ZenABM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "LinkedIn-first multi-channel ABM ($59/month)"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|mistral-small|Bombora", "prompt": "c12-m3", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Bombora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Positioning**: Market leader in third-party intent data"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|mistral-small|6sense", "prompt": "c12-m3", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "6sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tier 1: Enterprise Leaders ... Strong for mature ABM organizations"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|mistral-small|Demandbase", "prompt": "c12-m3", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Demandbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise ABM platform with intent at its core"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|mistral-small|ZoomInfo", "prompt": "c12-m3", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ZoomInfo and Cognism** excel for outbound sales teams needing both intent and contact data"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|mistral-small|Cognism", "prompt": "c12-m3", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ZoomInfo and Cognism** excel for outbound sales teams"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|mistral-small|G2", "prompt": "c12-m3", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "G2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**G2 and TrustRadius** provide the highest-intent bottom-funnel signals"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|mistral-small|Leadfeeder/Dealfront", "prompt": "c12-m3", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Leadfeeder/Dealfront", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for**: SMBs and mid-market teams ... Simple website visitor identification"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|mistral-small|TechTarget (Priority Engine)", "prompt": "c12-m3", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "TechTarget (Priority Engine)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "IT buyer intent from research-focused publisher"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|mistral-small|Salesmotion", "prompt": "c12-m3", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Salesmotion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Real-world trigger events vs. traditional intent scoring"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|mistral-small|TrustRadius (now HG Insights)", "prompt": "c12-m3", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "TrustRadius (now HG Insights)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**G2 and TrustRadius** provide the highest-intent bottom-funnel signals for software vendors."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|mistral-small|Lead Forensics", "prompt": "c12-m3", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Lead Forensics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "| **Providers** | ... | Leadfeeder, Lead Forensics |"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|mistral-small|Lusha", "prompt": "c12-m3", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Lusha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Hybrid (Intent + Data) ... ZoomInfo, Cognism, Lusha"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|moonshot-small|6sense", "prompt": "c12-m3", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "6sense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Enterprise ABM with dedicated RevOps | **6sense** or **Demandbase**"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|moonshot-small|Demandbase", "prompt": "c12-m3", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Demandbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Enterprise ABM with dedicated RevOps | **6sense** or **Demandbase**"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|moonshot-small|Bombora", "prompt": "c12-m3", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Bombora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want to layer intent into existing stack | **Bombora** (data-only)"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|moonshot-small|ZoomInfo", "prompt": "c12-m3", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need intent + contact data for sales | **ZoomInfo**, **Cognism**, or **Apollo**"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|moonshot-small|Cognism", "prompt": "c12-m3", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for EMEA Compliance | Cognism, Dealfront"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|moonshot-small|Apollo.io", "prompt": "c12-m3", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Outbound sales teams on a budget | Freemium to custom"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|moonshot-small|Leadfeeder / Dealfront", "prompt": "c12-m3", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Leadfeeder / Dealfront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Budget-conscious, just need web visitors | **RB2B** or **Leadfeeder**"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|moonshot-small|Lead Forensics", "prompt": "c12-m3", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Lead Forensics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "First-party website behavior tracking | Companies wanting on-site behavior insights"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|moonshot-small|RB2B", "prompt": "c12-m3", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "RB2B", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Budget-conscious, just need web visitors | **RB2B** or **Leadfeeder**"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|moonshot-small|Factors.ai", "prompt": "c12-m3", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Factors.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "LinkedIn + web + CRM data stitching | LinkedIn-first ABM teams"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|moonshot-small|G2", "prompt": "c12-m3", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "G2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "SaaS vendor with strong G2 presence | **G2 Buyer Intent**"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|moonshot-small|TrustRadius", "prompt": "c12-m3", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "TrustRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Competitor views, product comparisons | Competitive takeout and retention plays"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|moonshot-small|TechTarget", "prompt": "c12-m3", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "TechTarget", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "IT buyer research intent signals | Technology/IT sellers"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|moonshot-small|Salesmotion", "prompt": "c12-m3", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Salesmotion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Need trigger events (funding, hiring, M&A) | **Salesmotion** or **UserGems**"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|moonshot-small|UserGems", "prompt": "c12-m3", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "UserGems", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Need trigger events (funding, hiring, M&A) | **Salesmotion** or **UserGems**"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|moonshot-small|Common Room", "prompt": "c12-m3", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Common Room", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "PLG/community-led growth | **Common Room**"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|moonshot-small|Madison Logic", "prompt": "c12-m3", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Madison Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Best for ABM Orchestration | 6sense, Demandbase, Madison Logic"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|moonshot-small|ZenABM", "prompt": "c12-m3", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "ZenABM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Most Affordable | Salesmotion, RB2B, ZenABM"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|openai-small|Bombora", "prompt": "c12-m3", "model": "openai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Bombora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **best standalone intent feed**: start with **Bombora**."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|openai-small|6sense", "prompt": "c12-m3", "model": "openai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "6sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want to **act on intent inside an ABM workflow**: look at **6sense** or **Demandbase**."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|openai-small|Demandbase", "prompt": "c12-m3", "model": "openai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Demandbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "look at **6sense** or **Demandbase**"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|openai-small|G2 Buyer Intent", "prompt": "c12-m3", "model": "openai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you sell **software and care about buyers comparing products**: look at **G2 Buyer Intent**."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|openai-small|TechTarget / Informa TechTarget", "prompt": "c12-m3", "model": "openai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "TechTarget / Informa TechTarget", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want **enterprise tech research intent**, **TechTarget** is a strong fit."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|openai-small|ZoomInfo", "prompt": "c12-m3", "model": "openai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want **prospecting + intent + company data** from one vendor: consider **ZoomInfo**."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|openai-small|G2", "prompt": "c12-m3", "model": "openai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "G2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want **software buyer intent**, look hard at **G2** and **TrustRadius**."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|openai-small|TrustRadius", "prompt": "c12-m3", "model": "openai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "TrustRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "integrates third-party intent from partners such as Bombora, G2, and TrustRadius"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|openai-small|NetLine", "prompt": "c12-m3", "model": "openai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "NetLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**NetLine**: useful for demand gen and content-based lead capture."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|openai-small|Madison Logic", "prompt": "c12-m3", "model": "openai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Madison Logic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| Madison Logic | ABM media + intent | Media activation |"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|openai-small|Cognism", "prompt": "c12-m3", "model": "openai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Cognism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "sometimes smaller or adjacent players like **Cognism**"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|openai-small|D&B/Hoovers", "prompt": "c12-m3", "model": "openai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "D&B/Hoovers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "smaller or adjacent players like ... **D&B/Hoovers**"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|openai-small|N.Rich", "prompt": "c12-m3", "model": "openai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "N.Rich", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "smaller or adjacent players like ... **N.Rich**"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|openai-small|Influ2", "prompt": "c12-m3", "model": "openai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Influ2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "smaller or adjacent players like ... **Influ2**, etc."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|xai-small|6sense", "prompt": "c12-m3", "model": "xai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "6sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**6sense** – Enterprise ABM leader with predictive AI scoring."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|xai-small|Bombora", "prompt": "c12-m3", "model": "xai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Bombora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Bombora** – Pure-play third-party intent via massive publisher co-op."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|xai-small|Demandbase", "prompt": "c12-m3", "model": "xai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Demandbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Demandbase** – ABM platform with multi-source intent and orchestration."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|xai-small|ZoomInfo", "prompt": "c12-m3", "model": "xai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**ZoomInfo** – Massive database with streaming intent as an add-on."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|xai-small|Cognism", "prompt": "c12-m3", "model": "xai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Cognism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cognism** – Compliant global data with Bombora-powered signals + extras."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|xai-small|G2 Buyer Intent", "prompt": "c12-m3", "model": "xai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**G2 Buyer Intent** – High-intent review-site signals."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|xai-small|Intentsify", "prompt": "c12-m3", "model": "xai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Intentsify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Intentsify** – Multi-source third-party with top Forrester current offering score."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|xai-small|TechTarget (Priority Engine)", "prompt": "c12-m3", "model": "xai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "TechTarget (Priority Engine)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**TechTarget (Priority Engine)** – Editorial opt-in content engagement."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|xai-small|Lead Forensics/Dealfront", "prompt": "c12-m3", "model": "xai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Lead Forensics/Dealfront", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Lead Forensics/Dealfront** – First-party website visitor ID."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|xai-small|Apollo.io", "prompt": "c12-m3", "model": "xai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Apollo.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Apollo.io** – Affordable all-in-one with intent for outbound."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|xai-small|Lusha", "prompt": "c12-m3", "model": "xai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Lusha", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Others like Lusha, UserGems, TrustRadius, and Foundry appear in top-15 lists but are more niche."}, {"id": "mai-20260915-0741-calibration_b|c12-m3|xai-small|UserGems", "prompt": "c12-m3", "model": "xai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "UserGems", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "appear in top-15 lists but are more niche"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|xai-small|TrustRadius", "prompt": "c12-m3", "model": "xai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "TrustRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "appear in top-15 lists but are more niche"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|xai-small|Foundry", "prompt": "c12-m3", "model": "xai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Foundry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "appear in top-15 lists but are more niche"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|zai-small|Bombora", "prompt": "c12-m3", "model": "zai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Bombora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Bombora**: Publisher co-op network across 5,000+ B2B websites"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|zai-small|6sense", "prompt": "c12-m3", "model": "zai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "6sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Predictive intent + AI-driven buying stage scoring"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|zai-small|Demandbase", "prompt": "c12-m3", "model": "zai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Demandbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Global keyword intent + orchestration platform"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|zai-small|Leadfeeder", "prompt": "c12-m3", "model": "zai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Leadfeeder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Website visitor tracking + company identification"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|zai-small|Lead Forensics", "prompt": "c12-m3", "model": "zai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Lead Forensics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "On-site behavior tracking"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|zai-small|G2", "prompt": "c12-m3", "model": "zai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "G2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**G2 Buyer Intent**: Product page visits, comparisons, category research"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|zai-small|TrustRadius (now HG Insights)", "prompt": "c12-m3", "model": "zai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "TrustRadius (now HG Insights)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Review + category-level intent data"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|zai-small|ZoomInfo", "prompt": "c12-m3", "model": "zai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Streaming intent data from multiple sources"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|zai-small|Cognism", "prompt": "c12-m3", "model": "zai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Cognism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Bombora-powered signals + additional buying signals"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|zai-small|Lusha", "prompt": "c12-m3", "model": "zai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Lusha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Limited intent signals + contact data enrichment"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|zai-small|Datarade", "prompt": "c12-m3", "model": "zai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Datarade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Data marketplace with multiple intent datasets"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|zai-small|IntentData.io", "prompt": "c12-m3", "model": "zai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "IntentData.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Aggregated third-party intent marketplace"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|zai-small|DemandScience", "prompt": "c12-m3", "model": "zai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "DemandScience", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Publisher co-op**: Bombora, DemandScience"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|zai-small|Dealfront", "prompt": "c12-m3", "model": "zai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Dealfront", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**EMEA focus**: Cognism, Dealfront"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|zai-small|Salesmotion", "prompt": "c12-m3", "model": "zai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Salesmotion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**For Trigger Events**: Salesmotion"}, {"id": "mai-20260915-0741-calibration_b|c12-m3|zai-small|Apollo.io", "prompt": "c12-m3", "model": "zai-small", "cat": "b2b-intent-data", "variant": "comparative", "raw": "Apollo.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**For Sales Teams**: ZoomInfo, Apollo.io, Lusha"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|alibaba-small|6sense", "prompt": "c12-m4", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "6sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Most enterprise-grade providers (like 6sense, Demandbase, or standalone Bombora contracts) require minimums of $25k–$40k per year, which is generally out of reach for lean startups."}, {"id": "mai-20260915-0741-calibration_b|c12-m4|alibaba-small|Demandbase", "prompt": "c12-m4", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Demandbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "require minimums of $25k–$40k per year, which is generally out of reach for lean startups"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|alibaba-small|Bombora", "prompt": "c12-m4", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Bombora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "standalone Bombora contracts) require minimums of $25k–$40k per year"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|alibaba-small|Apollo.io", "prompt": "c12-m4", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Apollo is widely considered the best ROI for low-budget teams."}, {"id": "mai-20260915-0741-calibration_b|c12-m4|alibaba-small|Leadfeeder (Dealfront)", "prompt": "c12-m4", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Leadfeeder (Dealfront)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Website Traffic (First-Party Intent): **Leadfeeder (Dealfront)** ... the most affordable specialized tool."}, {"id": "mai-20260915-0741-calibration_b|c12-m4|alibaba-small|G2 Buyer Intent", "prompt": "c12-m4", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Purchase Intent (Second-Party Data): **G2 Buyer Intent**"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|alibaba-small|Trigify", "prompt": "c12-m4", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Trigify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best \"Pay-As-You-Go\" Model: **Trigify**"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|alibaba-small|Warmly", "prompt": "c12-m4", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Warmly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best Free Alternative: **Warmly**"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|alibaba-small|Leaddrive", "prompt": "c12-m4", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Leaddrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Leaddrive** (now part of Dealfront)"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|alibaba-small|Visualping", "prompt": "c12-m4", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Visualping", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Visualping** (monitoring competitors' sites)"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|alibaba-small|Amplemarket", "prompt": "c12-m4", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Amplemarket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Amplemarket** (AI sales assistant with intent triggers)"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|alibaba-small|HubSpot", "prompt": "c12-m4", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "check if your existing CRM or MarTech stack (like HubSpot, ZoomInfo, or Outreach) includes intent data as an add-on"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|alibaba-small|ZoomInfo", "prompt": "c12-m4", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "check if your existing CRM or MarTech stack (like HubSpot, ZoomInfo, or Outreach) includes intent data as an add-on"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|alibaba-small|Outreach", "prompt": "c12-m4", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Outreach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "check if your existing CRM or MarTech stack (like HubSpot, ZoomInfo, or Outreach) includes intent data as an add-on"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|anthropic-small|Apollo.io", "prompt": "c12-m4", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Apollo is the best budget option for small teams."}, {"id": "mai-20260915-0741-calibration_b|c12-m4|anthropic-small|Saleshandy", "prompt": "c12-m4", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Saleshandy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Saleshandy and Apollo.io are the most practical starting points for small teams with limited budgets."}, {"id": "mai-20260915-0741-calibration_b|c12-m4|anthropic-small|Lusha", "prompt": "c12-m4", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lusha works for budget-conscious SMBs."}, {"id": "mai-20260915-0741-calibration_b|c12-m4|anthropic-small|Visualping", "prompt": "c12-m4", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Visualping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Visualping (website change monitoring) ... both have free tiers and paid plans under $200/month."}, {"id": "mai-20260915-0741-calibration_b|c12-m4|anthropic-small|Leadfeeder", "prompt": "c12-m4", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Leadfeeder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Leadfeeder (website visitor identification) both have free tiers and paid plans under $200/month."}, {"id": "mai-20260915-0741-calibration_b|c12-m4|anthropic-small|Bombora", "prompt": "c12-m4", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Bombora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "If you're willing to invest slightly more ($12K-25K annually), Bombora offers the broadest third-party intent coverage"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|challenger-small|Apollo.io", "prompt": "c12-m4", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best B2B intent data provider is usually **Apollo.io** if you want the best all-in-one value"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|challenger-small|Dealfront", "prompt": "c12-m4", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Dealfront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dealfront** is a good cheaper alternative if you mainly need **first-party website visitor intent**"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|challenger-small|G2 Buyer Intent", "prompt": "c12-m4", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Useful if your buyers research on review sites, but usually not the cheapest overall option"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|challenger-small|Google Analytics", "prompt": "c12-m4", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Google Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "starting with **free first-party tools** like Google Analytics or HubSpot lead scoring"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|challenger-small|HubSpot", "prompt": "c12-m4", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "free first-party tools** like Google Analytics or HubSpot lead scoring"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|challenger-small|Leadfeeder", "prompt": "c12-m4", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Leadfeeder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Low budget, website visitor focus** | **Dealfront** / **Leadfeeder**"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|challenger-small|Bombora", "prompt": "c12-m4", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Bombora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "offers broader third-party intent, but it is usually more expensive at roughly **$12K–$25K/year+**"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|deepseek-small|Apollo.io", "prompt": "c12-m4", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most companies with a limited budget, **Apollo.io** is the best B2B intent data provider."}, {"id": "mai-20260915-0741-calibration_b|c12-m4|deepseek-small|Leadfeeder / Dealfront", "prompt": "c12-m4", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Leadfeeder / Dealfront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "combining **Apollo (free or Basic)** with **Leadfeeder's free Lite plan** (for first-party website visitor intent)"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|deepseek-small|Warmly", "prompt": "c12-m4", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Warmly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** Real-time website visitor identification with intent scoring and Slack alerts"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|deepseek-small|RB2B", "prompt": "c12-m4", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "RB2B", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simple and budget-friendly, but uses a single data provider (lower match rates than Warmly's waterfall)"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|deepseek-small|Lusha", "prompt": "c12-m4", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Budget Contact Data + Intent Combo: **Lusha** (from $37/month)"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|deepseek-small|Bombora", "prompt": "c12-m4", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Bombora", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Skip These If You Have a Limited Budget - **Bombora** (~$25K+/yr)"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|deepseek-small|6sense", "prompt": "c12-m4", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "6sense", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Skip These If You Have a Limited Budget ... **6sense** (~$60K+/yr)"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|deepseek-small|Demandbase", "prompt": "c12-m4", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Demandbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Demandbase** (~$50K+/yr) — Enterprise ABM"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|deepseek-small|ZoomInfo", "prompt": "c12-m4", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "ZoomInfo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**ZoomInfo** (~$15K+/yr minimum) — Great data but requires enterprise commitment"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|deepseek-small|Cognism", "prompt": "c12-m4", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Cognism", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Cognism** (~$20K+/yr) — Strong for EMEA but pricey"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|google-small|6sense", "prompt": "c12-m4", "model": "google-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "6sense", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you should avoid enterprise intent platforms like 6sense, Demandbase, and direct Bombora contracts"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|google-small|Demandbase", "prompt": "c12-m4", "model": "google-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Demandbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you should avoid enterprise intent platforms like 6sense, Demandbase, and direct Bombora contracts"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|google-small|Bombora", "prompt": "c12-m4", "model": "google-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Bombora", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid ... direct Bombora contracts, which typically cost between **$25,000 and $150,000+ per year**"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|google-small|Apollo.io", "prompt": "c12-m4", "model": "google-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Apollo.io is the undisputed budget king"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|google-small|RB2B", "prompt": "c12-m4", "model": "google-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "RB2B", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "RB2B is a game-changer for tight budgets"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|google-small|Warmly", "prompt": "c12-m4", "model": "google-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Warmly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Warmly offers a **free plan** ... but be aware that paid packages jump significantly to enterprise-level pricing"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|google-small|Factors.ai", "prompt": "c12-m4", "model": "google-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Factors.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Factors.ai is an excellent choice"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|google-small|Clay", "prompt": "c12-m4", "model": "google-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Clay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Clay is a popular choice for modern GTM teams"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|google-small|Lead411", "prompt": "c12-m4", "model": "google-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Lead411", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Low-Cost Access to Bombora Intent ... Get a demo with **Lead411**."}, {"id": "mai-20260915-0741-calibration_b|c12-m4|google-small|Lusha", "prompt": "c12-m4", "model": "google-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Lusha is primarily known as a Chrome extension ... but it also features a robust buying intent filter powered by Bombora."}, {"id": "mai-20260915-0741-calibration_b|c12-m4|meta-small|Apollo.io", "prompt": "c12-m4", "model": "meta-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Apollo.io - offers basic intent data with contact data and outreach tools starting at $49/user/month."}, {"id": "mai-20260915-0741-calibration_b|c12-m4|meta-small|Visualping", "prompt": "c12-m4", "model": "meta-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Visualping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Visualping - offers website change monitoring with a free tier and paid plans under $200/month."}, {"id": "mai-20260915-0741-calibration_b|c12-m4|meta-small|Leadfeeder", "prompt": "c12-m4", "model": "meta-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Leadfeeder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leadfeeder - offers website visitor identification with a free tier and paid plans under $200/month."}, {"id": "mai-20260915-0741-calibration_b|c12-m4|meta-small|Saleshandy", "prompt": "c12-m4", "model": "meta-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Saleshandy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Saleshandy - offers B2B prospecting + outreach with intent signals starting at $34/mo."}, {"id": "mai-20260915-0741-calibration_b|c12-m4|minimax-small|Apollo.io", "prompt": "c12-m4", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apollo.io** — Best Overall for Limited Budgets"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|minimax-small|Saleshandy", "prompt": "c12-m4", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Saleshandy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Saleshandy at $34/month** offers better value at scale with unlimited team members"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|minimax-small|Dealfront (formerly Leadfeeder)", "prompt": "c12-m4", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Dealfront (formerly Leadfeeder)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Website Visitor Identification"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|minimax-small|Visualping", "prompt": "c12-m4", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Visualping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Visualping** — Best for Website Monitoring"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|minimax-small|6sense", "prompt": "c12-m4", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "6sense", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid\nEnterprise platforms like **6sense** ($60K+/yr)"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|minimax-small|Demandbase", "prompt": "c12-m4", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Demandbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "way beyond typical startup/small business budgets"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|minimax-small|ZoomInfo", "prompt": "c12-m4", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "ZoomInfo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**ZoomInfo** ($15K+/yr) ... way beyond typical startup/small business budgets"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|minimax-small|Bombora", "prompt": "c12-m4", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Bombora", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Bombora** ($25K+/yr) are way beyond typical startup/small business budgets"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|mistral-small|Apollo.io", "prompt": "c12-m4", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Apollo.io offers the best balance of affordability, features, and intent data quality for budget-conscious companies"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|mistral-small|Dealfront (formerly Leadfeeder)", "prompt": "c12-m4", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Dealfront (formerly Leadfeeder)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Dealfront provides excellent first-party website visitor intent for free or very low cost"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|mistral-small|Warmly", "prompt": "c12-m4", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Warmly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Why it's great: Free tier available, scales with business needs"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|mistral-small|Lusha", "prompt": "c12-m4", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affordable pricing with intent capabilities"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|mistral-small|Bombora", "prompt": "c12-m4", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Bombora", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid on a Budget- Bombora: $25K-$100K/year (too expensive for most budgets)"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|mistral-small|6sense", "prompt": "c12-m4", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "6sense", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "6sense: $60K-$300K/year (enterprise-focused)"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|mistral-small|TechTarget", "prompt": "c12-m4", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "TechTarget", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "TechTarget: $60K-$180K/year (premium pricing)"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|mistral-small|ZoomInfo", "prompt": "c12-m4", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "ZoomInfo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "ZoomInfo: $15K-$40K/year (intent add-on)"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|moonshot-small|Apollo.io", "prompt": "c12-m4", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Apollo.io** ⭐ Best Overall Value"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|moonshot-small|Dealfront", "prompt": "c12-m4", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Dealfront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Dealfront** (formerly Leadfeeder) - Free tier available; paid plans start around $99/month"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|moonshot-small|Warmly", "prompt": "c12-m4", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Warmly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Teams wanting to identify and engage anonymous website visitors"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|moonshot-small|VisitorQueue", "prompt": "c12-m4", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "VisitorQueue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Starts at **$39/month** (most affordable paid option)"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|moonshot-small|Saleshandy", "prompt": "c12-m4", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Saleshandy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Teams wanting trigger-based intent signals at low cost"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|moonshot-small|RB2B", "prompt": "c12-m4", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "RB2B", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Apollo.io Pro + Warmly/Dealfront + RB2B ($149/mo)"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|moonshot-small|6sense", "prompt": "c12-m4", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "6sense", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid enterprise platforms:** Solutions like 6sense ($60K+)"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|moonshot-small|Demandbase", "prompt": "c12-m4", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Demandbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise platforms: ... Demandbase ($50K+)"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|moonshot-small|Bombora", "prompt": "c12-m4", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Bombora", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Bombora ($25K+) require significant budgets and are overkill for most smaller teams"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|openai-small|Lusha", "prompt": "c12-m4", "model": "openai-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Lusha", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for limited budget: Lusha — lower-cost entry, easier to adopt, and more suitable for SMB/mid-market teams."}, {"id": "mai-20260915-0741-calibration_b|c12-m4|openai-small|Bombora", "prompt": "c12-m4", "model": "openai-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Bombora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "typically comes with annual contracts and is usually priced in a range that's not \"small budget\" friendly"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|openai-small|6sense", "prompt": "c12-m4", "model": "openai-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "6sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but these are generally more expensive and better fit teams with larger budgets"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|openai-small|Demandbase", "prompt": "c12-m4", "model": "openai-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Demandbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but these are generally more expensive and better fit teams with larger budgets"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|openai-small|Lead Onion", "prompt": "c12-m4", "model": "openai-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Lead Onion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Potential budget-friendly alternative: Lead Onion if you want multiple intent sources in one subscription"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|xai-small|Apollo.io", "prompt": "c12-m4", "model": "xai-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apollo.io stands out as the best B2B intent data provider for companies with a limited budget.**"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|xai-small|Dealfront (Leadfeeder)", "prompt": "c12-m4", "model": "xai-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Dealfront (Leadfeeder)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong free/low-cost alternatives"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|xai-small|Saleshandy", "prompt": "c12-m4", "model": "xai-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Saleshandy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong free/low-cost alternatives"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|xai-small|Warmly", "prompt": "c12-m4", "model": "xai-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Warmly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free (500 visitors/mo + 10 Bombora signals/wk)"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|xai-small|Bombora", "prompt": "c12-m4", "model": "xai-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Bombora", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise options like Bombora/ZoomInfo start at $12K–$25K/year**—avoid for tight budgets"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|xai-small|ZoomInfo", "prompt": "c12-m4", "model": "xai-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "ZoomInfo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise options like Bombora/ZoomInfo start at $12K–$25K/year**—avoid for tight budgets"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|zai-small|Apollo.io", "prompt": "c12-m4", "model": "zai-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Apollo.io** if you want: A single platform for everything"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|zai-small|Lusha", "prompt": "c12-m4", "model": "zai-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Lusha** if you prioritize: Simple, credit-based pricing"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|zai-small|Leadfeeder", "prompt": "c12-m4", "model": "zai-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Leadfeeder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Go with Leadfeeder** if your main goal is: Converting existing website traffic"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|zai-small|Lead411", "prompt": "c12-m4", "model": "zai-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Lead411", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider Lead411** if you need: Large database (450M+ contacts)"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|zai-small|Dealfront", "prompt": "c12-m4", "model": "zai-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Dealfront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for EU Businesses ... Strong EU compliance, budget-friendly"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|zai-small|6Sense", "prompt": "c12-m4", "model": "zai-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "6Sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "significantly cheaper than enterprise platforms like 6Sense, Demandbase, or ZoomInfo (which typically cost $15,000-$50,000+ annually)"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|zai-small|Demandbase", "prompt": "c12-m4", "model": "zai-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "Demandbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "significantly cheaper than enterprise platforms like 6Sense, Demandbase, or ZoomInfo"}, {"id": "mai-20260915-0741-calibration_b|c12-m4|zai-small|ZoomInfo", "prompt": "c12-m4", "model": "zai-small", "cat": "b2b-intent-data", "variant": "budget", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "significantly cheaper than enterprise platforms like 6Sense, Demandbase, or ZoomInfo"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|alibaba-small|6sense", "prompt": "c12-m5", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "6sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3\\u20134 providers (e.g., 6sense, Bombora, Terminus, Demandbase, ZoomInfo Intent"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|alibaba-small|Bombora", "prompt": "c12-m5", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Bombora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., 6sense, Bombora, Terminus, Demandbase, ZoomInfo Intent"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|alibaba-small|Terminus", "prompt": "c12-m5", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Terminus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "6sense, Bombora, Terminus, Demandbase, ZoomInfo Intent"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|alibaba-small|Demandbase", "prompt": "c12-m5", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Demandbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Bombora, Terminus, Demandbase, ZoomInfo Intent"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|alibaba-small|ZoomInfo Intent", "prompt": "c12-m5", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "ZoomInfo Intent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Terminus, Demandbase, ZoomInfo Intent, or niche players"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|alibaba-small|AdExtremist", "prompt": "c12-m5", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "AdExtremist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "niche players like AdExtremist/Snowfall if ABM-heavy"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|alibaba-small|Snowfall", "prompt": "c12-m5", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Snowfall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "niche players like AdExtremist/Snowfall if ABM-heavy"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|deepseek-small|Bombora", "prompt": "c12-m5", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Bombora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "a pure data feed like Bombora (~$25K–$50K/yr) slots in cheaply ... The \"gold standard\" feed"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|deepseek-small|G2", "prompt": "c12-m5", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "G2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "G2 Buyer Intent | ~$10K–$50K | Second-party review signals, closest to purchase"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|deepseek-small|TechTarget/Informa", "prompt": "c12-m5", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "TechTarget/Informa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Bombora, G2, TechTarget/Informa | Raw signals only"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|deepseek-small|6sense", "prompt": "c12-m5", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "6sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If no, you likely need a platform like 6sense/Demandbase ($60K–$150K+)"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|deepseek-small|Demandbase", "prompt": "c12-m5", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Demandbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "you likely need a platform like 6sense/Demandbase ($60K–$150K+)"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|deepseek-small|Intentsify", "prompt": "c12-m5", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Intentsify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Intentsify | ~$30K–$100K | Multi-source aggregation, Forrester leader"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|deepseek-small|ZoomInfo", "prompt": "c12-m5", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ZoomInfo intent add-on | ~$15K–$36K ... Best if you already use ZoomInfo"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|deepseek-small|Cognism", "prompt": "c12-m5", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Cognism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Contact data + intent | ZoomInfo, Cognism | Intent as an add-on"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|deepseek-small|TrustRadius", "prompt": "c12-m5", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "TrustRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "review sites (G2/TrustRadius — closest to purchase)"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|google-small|RB2B", "prompt": "c12-m5", "model": "google-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "RB2B", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you want immediate first-party website identification: **RB2B** or **Warmly**."}, {"id": "mai-20260915-0741-calibration_b|c12-m5|google-small|Warmly", "prompt": "c12-m5", "model": "google-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Warmly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "De-anonymizing who is visiting your website... (e.g., Warmly, Clearbit/HubSpot Breeze, or ZoomInfo Tracker)"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|google-small|Clearbit/HubSpot Breeze", "prompt": "c12-m5", "model": "google-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Clearbit/HubSpot Breeze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(e.g., Warmly, Clearbit/HubSpot Breeze, or ZoomInfo Tracker)"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|google-small|ZoomInfo", "prompt": "c12-m5", "model": "google-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Contact Databases (ZoomInfo, Cognism): Usually sell intent as an add-on to their core contact directory licensing."}, {"id": "mai-20260915-0741-calibration_b|c12-m5|google-small|Dealfront (Leadfeeder)", "prompt": "c12-m5", "model": "google-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Dealfront (Leadfeeder)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "*Providers:* RB2B, Warmly, Dealfront (Leadfeeder), Breeze Intelligence (HubSpot)."}, {"id": "mai-20260915-0741-calibration_b|c12-m5|google-small|Breeze Intelligence (HubSpot)", "prompt": "c12-m5", "model": "google-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Breeze Intelligence (HubSpot)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "*Providers:* RB2B, Warmly, Dealfront (Leadfeeder), Breeze Intelligence (HubSpot)."}, {"id": "mai-20260915-0741-calibration_b|c12-m5|google-small|G2", "prompt": "c12-m5", "model": "google-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "G2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Review platforms like G2 or TrustRadius."}, {"id": "mai-20260915-0741-calibration_b|c12-m5|google-small|TrustRadius", "prompt": "c12-m5", "model": "google-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "TrustRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Review platforms like G2 or TrustRadius."}, {"id": "mai-20260915-0741-calibration_b|c12-m5|google-small|TechTarget", "prompt": "c12-m5", "model": "google-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "TechTarget", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "*Providers:* G2, TechTarget, TrustRadius."}, {"id": "mai-20260915-0741-calibration_b|c12-m5|google-small|Bombora", "prompt": "c12-m5", "model": "google-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Bombora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Networks like **Bombora** aggregate opt-in content consumption across thousands of B2B websites."}, {"id": "mai-20260915-0741-calibration_b|c12-m5|google-small|6sense", "prompt": "c12-m5", "model": "google-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "6sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Some platforms (like 6sense, Demandbase, or ZoomInfo) layer account-level intent with contact databases"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|google-small|Demandbase", "prompt": "c12-m5", "model": "google-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Demandbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Full ABM Platforms (6sense, Demandbase): Bundle intent data with ad orchestration and predictive modeling"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|google-small|Cognism", "prompt": "c12-m5", "model": "google-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Cognism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Contact Databases (ZoomInfo, Cognism): Usually sell intent as an add-on"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|google-small|Apollo.io", "prompt": "c12-m5", "model": "google-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Apollo.io** (highly budget-friendly)"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|minimax-small|6sense", "prompt": "c12-m5", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "6sense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**6sense** or **Demandbase** if you're mature in ABM"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|minimax-small|Bombora", "prompt": "c12-m5", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Bombora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bombora** if you want the industry-standard intent data to layer into your existing stack"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|minimax-small|Intentsify", "prompt": "c12-m5", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Intentsify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Intentsify** (named a Leader in The Forrester Wave Q1 2025) for strong signal accuracy"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|minimax-small|ZoomInfo", "prompt": "c12-m5", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ZoomInfo** if you want intent + enrichment in one platform"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|minimax-small|Demandbase", "prompt": "c12-m5", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Demandbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**6sense** or **Demandbase** if you're mature in ABM"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|minimax-small|Apollo.io", "prompt": "c12-m5", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Apollo.io** if budget is a concern and you need a free/low-cost starting point"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|minimax-small|Cognism", "prompt": "c12-m5", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Cognism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Cognism** | EMEA-focused teams | Custom | GDPR-compliant + Bombora intent |"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|mistral-small|Bombora", "prompt": "c12-m5", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Bombora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Publisher cooperatives (Bombora), first-party platform data (G2, TrustRadius, TechTarget), or bidstream data"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|mistral-small|G2", "prompt": "c12-m5", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "G2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "first-party platform data (G2, TrustRadius, TechTarget)"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|mistral-small|TrustRadius", "prompt": "c12-m5", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "TrustRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "first-party platform data (G2, TrustRadius, TechTarget)"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|mistral-small|TechTarget", "prompt": "c12-m5", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "TechTarget", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "first-party platform data (G2, TrustRadius, TechTarget)"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|moonshot-small|Bombora", "prompt": "c12-m5", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Bombora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**High-quality third-party intent** feeding existing sales stack | **Bombora** or **Intentsify**"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|moonshot-small|TechTarget", "prompt": "c12-m5", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "TechTarget", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "first-party editorial platforms like TechTarget/G2"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|moonshot-small|ZoomInfo", "prompt": "c12-m5", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Intent + contact data + sales engagement in one** | **ZoomInfo** or **Cognism**"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|moonshot-small|6sense", "prompt": "c12-m5", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "6sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise platforms like 6sense can run $60K\\u2013$150K+."}, {"id": "mai-20260915-0741-calibration_b|c12-m5|moonshot-small|Demandbase", "prompt": "c12-m5", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Demandbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Full ABM platform** (scoring, ads, orchestration) | **Demandbase** or **6sense**"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|moonshot-small|Intentsify", "prompt": "c12-m5", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Intentsify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Bombora** or **Intentsify**"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|moonshot-small|G2 Buyer Intent", "prompt": "c12-m5", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**SaaS/review-site signals** ... **G2 Buyer Intent** + **TrustRadius**"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|moonshot-small|TrustRadius", "prompt": "c12-m5", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "TrustRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**G2 Buyer Intent** + **TrustRadius**"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|moonshot-small|Cognism", "prompt": "c12-m5", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**ZoomInfo** or **Cognism**"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|moonshot-small|Leadfeeder (Dealfront)", "prompt": "c12-m5", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Leadfeeder (Dealfront)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Budget-conscious start** with first-party foundation | **Leadfeeder** (Dealfront) or **Warmly**"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|moonshot-small|Warmly", "prompt": "c12-m5", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Warmly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Leadfeeder** (Dealfront) or **Warmly**"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|openai-small|Bombora", "prompt": "c12-m5", "model": "openai-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Bombora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a **comparison framework for Bombora / 6sense / Demandbase / other providers**"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|openai-small|6sense", "prompt": "c12-m5", "model": "openai-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "6sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a **comparison framework for Bombora / 6sense / Demandbase / other providers**"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|openai-small|Demandbase", "prompt": "c12-m5", "model": "openai-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Demandbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a **comparison framework for Bombora / 6sense / Demandbase / other providers**"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|xai-small|Bombora", "prompt": "c12-m5", "model": "xai-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Bombora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prioritize providers like Bombora, 6sense, Demandbase, ZoomInfo, or Cognism, which often suit teams your size"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|xai-small|6sense", "prompt": "c12-m5", "model": "xai-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "6sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Prioritize providers like Bombora, 6sense, Demandbase, ZoomInfo, or Cognism"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|xai-small|Demandbase", "prompt": "c12-m5", "model": "xai-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Demandbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prioritize providers like Bombora, 6sense, Demandbase, ZoomInfo, or Cognism"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|xai-small|ZoomInfo", "prompt": "c12-m5", "model": "xai-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "favor ZoomInfo/Cognism for contact+intent bundles"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|xai-small|Cognism", "prompt": "c12-m5", "model": "xai-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "favor ZoomInfo/Cognism for contact+intent bundles"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|xai-small|G2", "prompt": "c12-m5", "model": "xai-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "G2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "First-party (e.g., review sites like G2)"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|zai-small|G2", "prompt": "c12-m5", "model": "zai-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "G2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Layer 2:** G2/TrustRadius buyer intent + champion tracking"}, {"id": "mai-20260915-0741-calibration_b|c12-m5|zai-small|TrustRadius", "prompt": "c12-m5", "model": "zai-small", "cat": "b2b-intent-data", "variant": "scale", "raw": "TrustRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Layer 2:** G2/TrustRadius buyer intent + champion tracking"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|alibaba-small|6sense", "prompt": "c12-m6", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "6sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why be cautious: There is growing \"buyer's remorse\" associated with 6sense. Users frequently describe it as \"vaporware\" or \"snake oil.\""}, {"id": "mai-20260915-0741-calibration_b|c12-m6|alibaba-small|Bombora", "prompt": "c12-m6", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Bombora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Safe Alternative: Look for transparent providers (like Bombora or ZoomInfo) that show you the specific topics or web pages driving the signal."}, {"id": "mai-20260915-0741-calibration_b|c12-m6|alibaba-small|ZoomInfo", "prompt": "c12-m6", "model": "alibaba-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Safe Alternative: Look for transparent providers (like Bombora or ZoomInfo)"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|anthropic-small|Apollo", "prompt": "c12-m6", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Apollo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Apollo has data privacy issues that could pose a risk to its users, and some reviewers complain about inaccurate data"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|anthropic-small|Intentsify", "prompt": "c12-m6", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Intentsify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The most reputable providers in current rankings (per Forrester Q1 2025) include Intentsify, 6sense, Bombora, Informa TechTarget, and Demandbase"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|anthropic-small|6sense", "prompt": "c12-m6", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "6sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Scoring methodology is opaque, and the most common criticism from buyers is that the AI-generated buying-stage scores don't give reps a specific reason to call"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|anthropic-small|Bombora", "prompt": "c12-m6", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Bombora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The most reputable providers in current rankings (per Forrester Q1 2025) include Intentsify, 6sense, Bombora, Informa TechTarget, and Demandbase"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|anthropic-small|Demandbase", "prompt": "c12-m6", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Demandbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "assembled through multiple acquisitions, which creates technical integration complexity... data freshness concerns among enterprise buyers"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|anthropic-small|Informa TechTarget", "prompt": "c12-m6", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Informa TechTarget", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The most reputable providers in current rankings (per Forrester Q1 2025) include Intentsify, 6sense, Bombora, Informa TechTarget, and Demandbase"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|anthropic-small|HubSpot's Breeze Prospecting Agent", "prompt": "c12-m6", "model": "anthropic-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "HubSpot's Breeze Prospecting Agent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some users have criticized Breeze Prospecting Agent for its inability to use data that it should have access to"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|challenger-small|6sense", "prompt": "c12-m6", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "6sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Vendors like **6sense** and **Demandbase** may be powerful, but multiple reviews note watch-outs such as prediction you cannot always interrogate or module sprawl"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|challenger-small|Demandbase", "prompt": "c12-m6", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Demandbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "one comparison explicitly notes that Demandbase's third-party layer is licensed"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|challenger-small|Bombora", "prompt": "c12-m6", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Bombora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as **Bombora, 6sense, Demandbase, ZoomInfo, G2,** and **TechTarget**"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|challenger-small|ZoomInfo", "prompt": "c12-m6", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as **Bombora, 6sense, Demandbase, ZoomInfo, G2,** and **TechTarget**"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|challenger-small|G2", "prompt": "c12-m6", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "G2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "such as **Bombora, 6sense, Demandbase, ZoomInfo, G2,** and **TechTarget**"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|challenger-small|TechTarget", "prompt": "c12-m6", "model": "challenger-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "TechTarget", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "such as **Bombora, 6sense, Demandbase, ZoomInfo, G2,** and **TechTarget**"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|deepseek-small|Seamless.AI", "prompt": "c12-m6", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Seamless.AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The most consistently flagged provider across G2, Trustpilot, and Reddit"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|deepseek-small|Apollo.io", "prompt": "c12-m6", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Apollo.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Similar structural risks: **Data quality gap:** Claims 91% accuracy, but users report 20–30% bounce rates"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|deepseek-small|6sense", "prompt": "c12-m6", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "6sense", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "flagged heavily for **overpromising and under-delivering**"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|deepseek-small|Demandbase", "prompt": "c12-m6", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Demandbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Demandbase and others lean heavily on bidstream-derived signals."}, {"id": "mai-20260915-0741-calibration_b|c12-m6|deepseek-small|Bombora", "prompt": "c12-m6", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Bombora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Bombora, TechTarget, G2, and TrustRadius are generally considered stronger/cleaner sources"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|deepseek-small|TechTarget", "prompt": "c12-m6", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "TechTarget", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "generally considered stronger/cleaner sources"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|deepseek-small|G2", "prompt": "c12-m6", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "G2", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "generally considered stronger/cleaner sources"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|deepseek-small|TrustRadius", "prompt": "c12-m6", "model": "deepseek-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "TrustRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "generally considered stronger/cleaner sources"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|google-small|ZoomInfo", "prompt": "c12-m6", "model": "google-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "widely regarded in the B2B SaaS and Operations space as a vendor to approach with maximum caution"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|google-small|Bombora", "prompt": "c12-m6", "model": "google-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Bombora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "they white-label third-party data (often from providers like Bombora or legacy bidstream networks)"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|meta-small|Bombora", "prompt": "c12-m6", "model": "meta-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Bombora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some providers, like Bombora and 6sense, are known for their broad third-party coverage"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|meta-small|6sense", "prompt": "c12-m6", "model": "meta-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "6sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some providers, like Bombora and 6sense, are known for their broad third-party coverage"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|meta-small|Demandbase", "prompt": "c12-m6", "model": "meta-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Demandbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top providers include Bombora, 6sense, Demandbase, ZoomInfo, G2, and TechTarget"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|meta-small|ZoomInfo", "prompt": "c12-m6", "model": "meta-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top providers include Bombora, 6sense, Demandbase, ZoomInfo, G2, and TechTarget"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|meta-small|G2", "prompt": "c12-m6", "model": "meta-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "G2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "others, like G2 and TrustRadius, offer strong first-party signals"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|meta-small|TechTarget", "prompt": "c12-m6", "model": "meta-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "TechTarget", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The top providers include Bombora, 6sense, Demandbase, ZoomInfo, G2, and TechTarget, among others."}, {"id": "mai-20260915-0741-calibration_b|c12-m6|meta-small|TrustRadius", "prompt": "c12-m6", "model": "meta-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "TrustRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "others, like G2 and TrustRadius, offer strong first-party signals"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|minimax-small|6sense", "prompt": "c12-m6", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "6sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Accuracy concerns**: User reviews on G2 consistently cite accuracy problems... \"flimsy and vague data\""}, {"id": "mai-20260915-0741-calibration_b|c12-m6|minimax-small|G2 Buyer Intent", "prompt": "c12-m6", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Intent signal accuracy problems**: Platform sometimes flags accounts as in-market that have no real buying activity"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|minimax-small|ZoomInfo", "prompt": "c12-m6", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Expensive for mid-market**... **Data hygiene issues**"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|minimax-small|Cognism", "prompt": "c12-m6", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Cognism", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Patchy Middle East coverage**: Data for the Middle East is fragmented and inconsistent"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|minimax-small|Lead Forensics", "prompt": "c12-m6", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Lead Forensics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Limited to your own website traffic only... introduces accuracy loss"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|minimax-small|Apollo.io", "prompt": "c12-m6", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Apollo.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "While affordable, some users report data quality issues and accuracy inconsistencies"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|minimax-small|Bombora", "prompt": "c12-m6", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Bombora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Even the \"best\" providers (Bombora, 6sense, Demandbase) produce high false positive rates"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|minimax-small|Demandbase", "prompt": "c12-m6", "model": "minimax-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Demandbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Even the \"best\" providers (Bombora, 6sense, Demandbase) produce high false positive rates"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|mistral-small|6sense", "prompt": "c12-m6", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "6sense", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "6sense - Highest Risk ... Why to avoid/be cautious"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|mistral-small|ZoomInfo Intent (Bombora-powered)", "prompt": "c12-m6", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "ZoomInfo Intent (Bombora-powered)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Providers Requiring Extreme Due Diligence ... ZoomInfo Intent (Bombora-powered) Caution flags"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|mistral-small|Lead Forensics", "prompt": "c12-m6", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Lead Forensics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Concerns: Limited signal quality ... Stale data"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|mistral-small|Lusha", "prompt": "c12-m6", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Lusha", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Issues: Contact data quality ... Compliance concerns"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|mistral-small|Salesmotion", "prompt": "c12-m6", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Salesmotion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Safer Alternatives ... Salesmotion ($85/month published pricing - transparent)"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|mistral-small|MarketBetter", "prompt": "c12-m6", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "MarketBetter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "MarketBetter (signal-to-action workflows)"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|mistral-small|G2 Buyer Intent", "prompt": "c12-m6", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "G2 Buyer Intent (first-party review site data)"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|mistral-small|TrustRadius", "prompt": "c12-m6", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "TrustRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "TrustRadius (second-party review activity)"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|mistral-small|TechTarget Priority Engine", "prompt": "c12-m6", "model": "mistral-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "TechTarget Priority Engine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "TechTarget Priority Engine (for IT/technology sellers)"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|moonshot-small|ZoomInfo", "prompt": "c12-m6", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "ZoomInfo Intent — Documented Accuracy Issues ... its intent layer receives **consistent, specific criticism** from practitioners"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|moonshot-small|Demandbase", "prompt": "c12-m6", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Demandbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it's a **data sourcing method** used by several major platforms (including parts of ZoomInfo, Demandbase, and others) ... High false-positive rate"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|moonshot-small|G2 Buyer Intent", "prompt": "c12-m6", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "users report specific frustrations ... Avoid if you expect high-volume, late-stage buying signals."}, {"id": "mai-20260915-0741-calibration_b|c12-m6|moonshot-small|Bombora", "prompt": "c12-m6", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Bombora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "they simply repackage Bombora, bidstream, or G2 data and mark it up"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|moonshot-small|TrustRadius intent products", "prompt": "c12-m6", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "TrustRadius intent products", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "carry **no independently verified user rating with a usable sample size** on major review platforms"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|moonshot-small|Intentsify", "prompt": "c12-m6", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Intentsify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "no independently verified user rating with a usable sample size ... That doesn't make them bad, but it means you *must* run a proof of concept."}, {"id": "mai-20260915-0741-calibration_b|c12-m6|moonshot-small|Informa TechTarget", "prompt": "c12-m6", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Informa TechTarget", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "no independently verified user rating with a usable sample size"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|moonshot-small|PredictLeads", "prompt": "c12-m6", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "PredictLeads", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "no independently verified user rating with a usable sample size"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|moonshot-small|HG Insights", "prompt": "c12-m6", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "HG Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "no independently verified user rating with a usable sample size"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|moonshot-small|SalesIntel", "prompt": "c12-m6", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "SalesIntel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "no independently verified user rating with a usable sample size"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|moonshot-small|Coresignal", "prompt": "c12-m6", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Coresignal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "no independently verified user rating with a usable sample size"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|moonshot-small|Forage AI", "prompt": "c12-m6", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Forage AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "no independently verified user rating with a usable sample size"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|moonshot-small|RB2B", "prompt": "c12-m6", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "RB2B", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "exhaust your own LinkedIn ad engagement, website deanonymization (e.g., RB2B, Factors.ai), and CRM data"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|moonshot-small|Factors.ai", "prompt": "c12-m6", "model": "moonshot-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Factors.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "website deanonymization (e.g., RB2B, Factors.ai)"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|openai-small|6sense Sales Intelligence", "prompt": "c12-m6", "model": "openai-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "6sense Sales Intelligence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "6sense Sales Intelligence is explicitly associated with user complaints about unreliable data, false positives, and messy CRM data"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|openai-small|Salesgenie by Data Axle", "prompt": "c12-m6", "model": "openai-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Salesgenie by Data Axle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "complaints like outdated contacts and inaccurate leads for products such as Salesgenie by Data Axle"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|openai-small|Bombora", "prompt": "c12-m6", "model": "openai-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Bombora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a comparison of the major players like 6sense, Bombora, G2, Demandbase, ZoomInfo, and Cognism"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|openai-small|6sense", "prompt": "c12-m6", "model": "openai-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "6sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "vendor-by-vendor caution list for the major players like **Bombora, 6sense, Demandbase, ZoomInfo, G2, and niche intent vendors**"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|openai-small|G2", "prompt": "c12-m6", "model": "openai-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "G2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparison of the major players like 6sense, Bombora, G2, Demandbase, ZoomInfo, and Cognism"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|openai-small|Demandbase", "prompt": "c12-m6", "model": "openai-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Demandbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "comparison of the major players like 6sense, Bombora, G2, Demandbase, ZoomInfo, and Cognism"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|openai-small|ZoomInfo", "prompt": "c12-m6", "model": "openai-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "comparison of the major players like 6sense, Bombora, G2, Demandbase, ZoomInfo, and Cognism"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|openai-small|Cognism", "prompt": "c12-m6", "model": "openai-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Cognism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "comparison of the major players like 6sense, Bombora, G2, Demandbase, ZoomInfo, and Cognism"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|xai-small|ZoomInfo", "prompt": "c12-m6", "model": "xai-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Streaming Intent partly bidstream (via Clickagy acquisition); G2 reviews cite 40-50% false positives, stale firmographics, IP errors. Still strong overall (4.4/5 G2), but verify sources in contract."}, {"id": "mai-20260915-0741-calibration_b|c12-m6|xai-small|Demandbase", "prompt": "c12-m6", "model": "xai-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Demandbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Keyword/bidstream elements; complaints of broad signals, median $68K/year with opaque ROI."}, {"id": "mai-20260915-0741-calibration_b|c12-m6|xai-small|Seamless.ai", "prompt": "c12-m6", "model": "xai-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Seamless.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "20-30% bounce rates (vs. claimed 98% accuracy); outdated contacts, auto-renew traps, BBB complaints (79 unresolved). Trustpilot 1.4/5."}, {"id": "mai-20260915-0741-calibration_b|c12-m6|xai-small|IntentData.io", "prompt": "c12-m6", "model": "xai-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "IntentData.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Thin reviews; variable quality, \"sometimes too much/too little data.\" Marketplace-style aggregation risks inconsistency."}, {"id": "mai-20260915-0741-calibration_b|c12-m6|xai-small|Datarade", "prompt": "c12-m6", "model": "xai-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Datarade", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Fragmented (resells others); no native data, manual effort needed. Good for niche but not standalone."}, {"id": "mai-20260915-0741-calibration_b|c12-m6|xai-small|6sense", "prompt": "c12-m6", "model": "xai-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "6sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Opaque scoring, late/vague signals, poor conversion (G2: \"flimsy data\"); high cost ($50K+/yr), complex setup."}, {"id": "mai-20260915-0741-calibration_b|c12-m6|xai-small|Bombora", "prompt": "c12-m6", "model": "xai-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Bombora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Bombora**: Co-op leader ($25K+/yr), transparent baselines."}, {"id": "mai-20260915-0741-calibration_b|c12-m6|xai-small|G2/TrustRadius Buyer Intent", "prompt": "c12-m6", "model": "xai-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "G2/TrustRadius Buyer Intent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "High-intent (reviews/comparisons), SaaS-focused."}, {"id": "mai-20260915-0741-calibration_b|c12-m6|zai-small|Lusha", "prompt": "c12-m6", "model": "zai-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Lusha", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**1. Lusha** ⚠️ **Strongly Caution** - **Data Quality Issues:** 15-20% email bounce rates"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|zai-small|6Sense", "prompt": "c12-m6", "model": "zai-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "6Sense", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**2. 6Sense** ⚠️ **Proceed with Extreme Caution**"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|zai-small|Lead Onion", "prompt": "c12-m6", "model": "zai-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Lead Onion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**3. Lead Onion** ⚠️ **Use with Caution**"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|zai-small|Cognism", "prompt": "c12-m6", "model": "zai-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Cognism", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Patchy International Coverage:** Significant gaps outside EMEA region"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|zai-small|ZoomInfo (Sales Intel)", "prompt": "c12-m6", "model": "zai-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "ZoomInfo (Sales Intel)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Poor LATAM Coverage:** Thin coverage of Latin American markets"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|zai-small|Bombora", "prompt": "c12-m6", "model": "zai-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Bombora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Bombora** (clean topic-intent feed)"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|zai-small|Apollo.io", "prompt": "c12-m6", "model": "zai-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Apollo.io** (budget-friendly with good coverage)"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|zai-small|Dealfront/Warmly", "prompt": "c12-m6", "model": "zai-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Dealfront/Warmly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Dealfront/Warmly** (first-party website visitor signals)"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|zai-small|G2 Buyer Intent", "prompt": "c12-m6", "model": "zai-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "G2 Buyer Intent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**G2 Buyer Intent** (review-based high-intent signals)"}, {"id": "mai-20260915-0741-calibration_b|c12-m6|zai-small|Intentsify", "prompt": "c12-m6", "model": "zai-small", "cat": "b2b-intent-data", "variant": "negative", "raw": "Intentsify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Intentsify** (Forrester Wave leader with strong offerings)"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|alibaba-small|HubSpot Marketing Hub", "prompt": "c13-m1", "model": "alibaba-small", "cat": "marketing-automation", "variant": "direct", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HubSpot Marketing Hub (Best All-Around) ... widely considered the dominant force for mid-market B2B"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|alibaba-small|ActiveCampaign", "prompt": "c13-m1", "model": "alibaba-small", "cat": "marketing-automation", "variant": "direct", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ActiveCampaign (Best for Advanced Workflows)"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|alibaba-small|Salesforce Account Engagement (formerly Pardot)", "prompt": "c13-m1", "model": "alibaba-small", "cat": "marketing-automation", "variant": "direct", "raw": "Salesforce Account Engagement (formerly Pardot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Existing Salesforce Users ... often the mandatory choice rather than just the \"best\" choice"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|alibaba-small|Marketo", "prompt": "c13-m1", "model": "alibaba-small", "cat": "marketing-automation", "variant": "direct", "raw": "Marketo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Yes:** You can manage **Salesforce** or **Marketo**."}, {"id": "mai-20260915-0741-calibration_b|c13-m1|anthropic-small|HubSpot Marketing Hub", "prompt": "c13-m1", "model": "anthropic-small", "cat": "marketing-automation", "variant": "direct", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HubSpot Marketing Hub is the best marketing automation platform for most mid-market B2B teams in 2026."}, {"id": "mai-20260915-0741-calibration_b|c13-m1|anthropic-small|ActiveCampaign", "prompt": "c13-m1", "model": "anthropic-small", "cat": "marketing-automation", "variant": "direct", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ActiveCampaign is one of the most budget-friendly options among top marketing platforms"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|anthropic-small|6sense", "prompt": "c13-m1", "model": "anthropic-small", "cat": "marketing-automation", "variant": "direct", "raw": "6sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "6sense is built for mid-sized to enterprise B2B teams running account-based go-to-market programs"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|challenger-small|HubSpot Marketing Hub", "prompt": "c13-m1", "model": "challenger-small", "cat": "marketing-automation", "variant": "direct", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best *default* marketing automation platform is **HubSpot Marketing Hub**"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|challenger-small|Adobe Marketo Engage", "prompt": "c13-m1", "model": "challenger-small", "cat": "marketing-automation", "variant": "direct", "raw": "Adobe Marketo Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is **Salesforce-native** ... **Adobe Marketo Engage** or **Salesforce Account Engagement (Pardot)** can be better fits"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|challenger-small|Salesforce Account Engagement (Pardot)", "prompt": "c13-m1", "model": "challenger-small", "cat": "marketing-automation", "variant": "direct", "raw": "Salesforce Account Engagement (Pardot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Salesforce Account Engagement (Pardot)** can be better fits for more complex workflows"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|challenger-small|ActiveCampaign", "prompt": "c13-m1", "model": "challenger-small", "cat": "marketing-automation", "variant": "direct", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ActiveCampaign** is the most common alternative recommendation for mid-market teams"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|deepseek-small|HubSpot Marketing Hub", "prompt": "c13-m1", "model": "deepseek-small", "cat": "marketing-automation", "variant": "direct", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HubSpot Marketing Hub** is currently the best overall choice"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|deepseek-small|ActiveCampaign", "prompt": "c13-m1", "model": "deepseek-small", "cat": "marketing-automation", "variant": "direct", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ActiveCampaign — Best value / lean teams"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|deepseek-small|Salesforce Account Engagement (formerly Pardot)", "prompt": "c13-m1", "model": "deepseek-small", "cat": "marketing-automation", "variant": "direct", "raw": "Salesforce Account Engagement (formerly Pardot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you live in Salesforce"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|deepseek-small|Adobe Marketo Engage", "prompt": "c13-m1", "model": "deepseek-small", "cat": "marketing-automation", "variant": "direct", "raw": "Adobe Marketo Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for complex/enterprise-leaning operations"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|deepseek-small|Zoho Marketing Plus", "prompt": "c13-m1", "model": "deepseek-small", "cat": "marketing-automation", "variant": "direct", "raw": "Zoho Marketing Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Budget-short and already on Zoho | **Zoho Marketing Plus**"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|deepseek-small|6sense", "prompt": "c13-m1", "model": "deepseek-small", "cat": "marketing-automation", "variant": "direct", "raw": "6sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**6sense** (as an ABM layer on top of another platform)"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|google-small|HubSpot Marketing Hub", "prompt": "c13-m1", "model": "google-small", "cat": "marketing-automation", "variant": "direct", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: The majority of mid-market B2B companies wanting fast implementation, ease of use, and native CRM alignment."}, {"id": "mai-20260915-0741-calibration_b|c13-m1|google-small|Salesforce Marketing Cloud Account Engagement (Formerly Pardot)", "prompt": "c13-m1", "model": "google-small", "cat": "marketing-automation", "variant": "direct", "raw": "Salesforce Marketing Cloud Account Engagement (Formerly Pardot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Mid-market B2B teams whose sales and operations are already deeply rooted in Salesforce CRM."}, {"id": "mai-20260915-0741-calibration_b|c13-m1|google-small|ActiveCampaign", "prompt": "c13-m1", "model": "google-small", "cat": "marketing-automation", "variant": "direct", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ActiveCampaign is highly recommended**. It punches far above its weight class"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|google-small|Adobe Marketo Engage", "prompt": "c13-m1", "model": "google-small", "cat": "marketing-automation", "variant": "direct", "raw": "Adobe Marketo Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Marketo is notoriously complex. It is almost impossible to run effectively without a dedicated, Marketo Certified Expert"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|google-small|Act-On", "prompt": "c13-m1", "model": "google-small", "cat": "marketing-automation", "variant": "direct", "raw": "Act-On", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with Act-On to leverage its active-contact pricing"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|meta-small|HubSpot Marketing Hub", "prompt": "c13-m1", "model": "meta-small", "cat": "marketing-automation", "variant": "direct", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best marketing automation platform for a mid-market B2B company is HubSpot Marketing Hub"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|meta-small|ActiveCampaign", "prompt": "c13-m1", "model": "meta-small", "cat": "marketing-automation", "variant": "direct", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other contenders include ActiveCampaign, Ortto, and MarketBetter"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|meta-small|Ortto", "prompt": "c13-m1", "model": "meta-small", "cat": "marketing-automation", "variant": "direct", "raw": "Ortto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other contenders include ActiveCampaign, Ortto, and MarketBetter"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|meta-small|MarketBetter", "prompt": "c13-m1", "model": "meta-small", "cat": "marketing-automation", "variant": "direct", "raw": "MarketBetter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other contenders include ActiveCampaign, Ortto, and MarketBetter"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|minimax-small|HubSpot Marketing Hub", "prompt": "c13-m1", "model": "minimax-small", "cat": "marketing-automation", "variant": "direct", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HubSpot Marketing Hub** is widely considered the best marketing automation platform for mid-market B2B companies"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|minimax-small|ActiveCampaign", "prompt": "c13-m1", "model": "minimax-small", "cat": "marketing-automation", "variant": "direct", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Teams wanting 80-90% of HubSpot's functionality at a fraction of the cost"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|minimax-small|Salesforce MCAE (formerly Pardot)", "prompt": "c13-m1", "model": "minimax-small", "cat": "marketing-automation", "variant": "direct", "raw": "Salesforce MCAE (formerly Pardot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Companies already using Salesforce as their CRM"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|minimax-small|Adobe Marketo Engage", "prompt": "c13-m1", "model": "minimax-small", "cat": "marketing-automation", "variant": "direct", "raw": "Adobe Marketo Engage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Higher complexity and cost, but best-in-class for control"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|mistral-small|HubSpot Marketing Hub", "prompt": "c13-m1", "model": "mistral-small", "cat": "marketing-automation", "variant": "direct", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HubSpot Marketing Hub remains the safest choice for most mid-market B2B companies"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|mistral-small|ActiveCampaign", "prompt": "c13-m1", "model": "mistral-small", "cat": "marketing-automation", "variant": "direct", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Value Alternative"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|mistral-small|Ortto", "prompt": "c13-m1", "model": "mistral-small", "cat": "marketing-automation", "variant": "direct", "raw": "Ortto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best All-in-One Mid-Market Solution"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|mistral-small|Pardot", "prompt": "c13-m1", "model": "mistral-small", "cat": "marketing-automation", "variant": "direct", "raw": "Pardot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Pardot** | Salesforce shops | $1,250/month | Native Salesforce integration |"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|moonshot-small|HubSpot Marketing Hub", "prompt": "c13-m1", "model": "moonshot-small", "cat": "marketing-automation", "variant": "direct", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **most mid-market B2B companies**, start with **HubSpot Marketing Hub Professional**"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|moonshot-small|ActiveCampaign", "prompt": "c13-m1", "model": "moonshot-small", "cat": "marketing-automation", "variant": "direct", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ActiveCampaign — Best Value for Mid-Market"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|moonshot-small|Marketo Engage (Adobe)", "prompt": "c13-m1", "model": "moonshot-small", "cat": "marketing-automation", "variant": "direct", "raw": "Marketo Engage (Adobe)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it's typically overkill for mid-market unless you have specific needs"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|moonshot-small|Pardot (Salesforce Marketing Cloud Account Engagement)", "prompt": "c13-m1", "model": "moonshot-small", "cat": "marketing-automation", "variant": "direct", "raw": "Pardot (Salesforce Marketing Cloud Account Engagement)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company already runs entirely on **Salesforce CRM**, Pardot is worth considering"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|openai-small|HubSpot Marketing Hub", "prompt": "c13-m1", "model": "openai-small", "cat": "marketing-automation", "variant": "direct", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best default choice is usually HubSpot Marketing Hub"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|openai-small|Salesforce Marketing Cloud Account Engagement", "prompt": "c13-m1", "model": "openai-small", "cat": "marketing-automation", "variant": "direct", "raw": "Salesforce Marketing Cloud Account Engagement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is the strongest alternative"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|openai-small|Adobe Marketo Engage", "prompt": "c13-m1", "model": "openai-small", "cat": "marketing-automation", "variant": "direct", "raw": "Adobe Marketo Engage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but it's generally less \"mid-market simple\" than HubSpot"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|xai-small|HubSpot Marketing Hub", "prompt": "c13-m1", "model": "xai-small", "cat": "marketing-automation", "variant": "direct", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Why HubSpot Edges Out for Most Mid-Market B2B - **Consensus pick**: Frequently ranked #1 for mid-market B2B"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|xai-small|ActiveCampaign", "prompt": "c13-m1", "model": "xai-small", "cat": "marketing-automation", "variant": "direct", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Budget-conscious mid-market with strong email/automation focus"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|xai-small|Salesforce Marketing Cloud Account Engagement (Pardot)", "prompt": "c13-m1", "model": "xai-small", "cat": "marketing-automation", "variant": "direct", "raw": "Salesforce Marketing Cloud Account Engagement (Pardot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Salesforce users → Pardot"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|xai-small|Adobe Marketo Engage", "prompt": "c13-m1", "model": "xai-small", "cat": "marketing-automation", "variant": "direct", "raw": "Adobe Marketo Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Complex, multi-touch campaigns or larger mid-market"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|zai-small|HubSpot Marketing Hub", "prompt": "c13-m1", "model": "zai-small", "cat": "marketing-automation", "variant": "direct", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HubSpot Marketing Hub** - Best Overall for B2B"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|zai-small|ActiveCampaign", "prompt": "c13-m1", "model": "zai-small", "cat": "marketing-automation", "variant": "direct", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ActiveCampaign** - Best Value for Automation"}, {"id": "mai-20260915-0741-calibration_b|c13-m1|zai-small|Klaviyo", "prompt": "c13-m1", "model": "zai-small", "cat": "marketing-automation", "variant": "direct", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Klaviyo** only if you have strong e-commerce components"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|alibaba-small|HubSpot", "prompt": "c13-m2", "model": "alibaba-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HubSpot** is the strongest default recommendation for most mid-market companies"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|alibaba-small|ActiveCampaign", "prompt": "c13-m2", "model": "alibaba-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Value & Agility Choice: ActiveCampaign"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|alibaba-small|Marketo", "prompt": "c13-m2", "model": "alibaba-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Marketo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose if: You have complex, multi-step nurturing programs... Cost: High. Typically starts at $50k+/year"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|alibaba-small|Pardot (Salesforce Account Engagement)", "prompt": "c13-m2", "model": "alibaba-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Pardot (Salesforce Account Engagement)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose if: Your company is deeply committed to Salesforce"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|anthropic-small|HubSpot", "prompt": "c13-m2", "model": "anthropic-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **HubSpot** for mid-sized B2B companies because it balances ease of use, feature richness, and scalability"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|anthropic-small|HubSpot Marketing Hub", "prompt": "c13-m2", "model": "anthropic-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: HubSpot Marketing Hub"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|anthropic-small|ActiveCampaign", "prompt": "c13-m2", "model": "anthropic-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ActiveCampaign offers the best automation-to-price ratio for B2B teams that rely on email-driven nurture"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|anthropic-small|Marketo", "prompt": "c13-m2", "model": "anthropic-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Marketo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Robust for complex B2B campaigns and lead management, but typically higher cost"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|anthropic-small|6sense", "prompt": "c13-m2", "model": "anthropic-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "6sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "6sense is built for mid-sized to enterprise B2B teams running account-based go-to-market programs"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|anthropic-small|Pardot (Salesforce)", "prompt": "c13-m2", "model": "anthropic-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Pardot (Salesforce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent if you're already in the Salesforce ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|anthropic-small|Klaviyo", "prompt": "c13-m2", "model": "anthropic-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Klaviyo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Excellent for data analytics and personalization (good if you do e-commerce"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|anthropic-small|Mailchimp", "prompt": "c13-m2", "model": "anthropic-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Mailchimp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More budget-friendly option, though best for smaller teams or simpler needs"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|challenger-small|HubSpot Marketing Hub", "prompt": "c13-m2", "model": "challenger-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **HubSpot Marketing Hub** as the default choice"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|challenger-small|ActiveCampaign", "prompt": "c13-m2", "model": "challenger-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ActiveCampaign** is the best alternative"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|challenger-small|Salesforce Account Engagement", "prompt": "c13-m2", "model": "challenger-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Salesforce Account Engagement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Already standardized on Salesforce | **Salesforce Account Engagement** or **Marketo**"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|challenger-small|Marketo", "prompt": "c13-m2", "model": "challenger-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Marketo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Already standardized on Salesforce | **Salesforce Account Engagement** or **Marketo**"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|challenger-small|6sense", "prompt": "c13-m2", "model": "challenger-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "6sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ABM-heavy, enterprise-like buying committee motions | **6sense** or **Demandbase**"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|challenger-small|Demandbase", "prompt": "c13-m2", "model": "challenger-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Demandbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ABM-heavy, enterprise-like buying committee motions | **6sense** or **Demandbase**"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|deepseek-small|HubSpot Marketing Hub", "prompt": "c13-m2", "model": "deepseek-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HubSpot Marketing Hub is the best recommendation"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|deepseek-small|Pardot / Marketing Cloud Account Engagement", "prompt": "c13-m2", "model": "deepseek-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Pardot / Marketing Cloud Account Engagement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Native integration with your CRM is the path of least resistance ... Salesforce deprecated standalone Pardot pricing in 2025, so evaluate carefully."}, {"id": "mai-20260915-0741-calibration_b|c13-m2|deepseek-small|Adobe Marketo Engage", "prompt": "c13-m2", "model": "deepseek-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Adobe Marketo Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deepest B2B automation engine ... but requires dedicated marketing ops staff and a 3–6 month implementation."}, {"id": "mai-20260915-0741-calibration_b|c13-m2|deepseek-small|ActiveCampaign", "prompt": "c13-m2", "model": "deepseek-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ActiveCampaign is an excellent value alternative"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|deepseek-small|Customer.io", "prompt": "c13-m2", "model": "deepseek-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Customer.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Purpose-built for lifecycle/product-triggered messaging."}, {"id": "mai-20260915-0741-calibration_b|c13-m2|google-small|HubSpot Marketing Hub", "prompt": "c13-m2", "model": "google-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Pick: HubSpot Marketing Hub (Professional or Enterprise)"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|google-small|Salesforce Marketing Cloud Account Engagement (formerly Pardot)", "prompt": "c13-m2", "model": "google-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Salesforce Marketing Cloud Account Engagement (formerly Pardot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Salesforce CRM Users: Salesforce Marketing Cloud Account Engagement (formerly Pardot)"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|google-small|Adobe Marketo Engage", "prompt": "c13-m2", "model": "google-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Adobe Marketo Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Complex, Enterprise-Leaning Campaigns: Adobe Marketo Engage"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|google-small|ActiveCampaign", "prompt": "c13-m2", "model": "google-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Budget-Friendly & Agile Options: ActiveCampaign or Act-On"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|google-small|Act-On", "prompt": "c13-m2", "model": "google-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Act-On", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Act-On: A hidden gem in B2B marketing automation."}, {"id": "mai-20260915-0741-calibration_b|c13-m2|meta-small|HubSpot Marketing Hub", "prompt": "c13-m2", "model": "meta-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the recommended marketing automation and campaign management tool for a mid-sized B2B company is HubSpot Marketing Hub"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|meta-small|ActiveCampaign", "prompt": "c13-m2", "model": "meta-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other contenders include ActiveCampaign, Ortto, and Brevo"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|meta-small|Ortto", "prompt": "c13-m2", "model": "meta-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Ortto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other contenders include ActiveCampaign, Ortto, and Brevo"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|meta-small|Brevo", "prompt": "c13-m2", "model": "meta-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other contenders include ActiveCampaign, Ortto, and Brevo"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|minimax-small|HubSpot Marketing Hub", "prompt": "c13-m2", "model": "minimax-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HubSpot Marketing Hub** is the top choice for most mid-sized B2B companies"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|minimax-small|ActiveCampaign", "prompt": "c13-m2", "model": "minimax-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: ActiveCampaign"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|minimax-small|Marketo", "prompt": "c13-m2", "model": "minimax-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Marketo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Larger mid-market with complex workflows"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|minimax-small|Pardot (Salesforce)", "prompt": "c13-m2", "model": "minimax-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Pardot (Salesforce)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If already using Salesforce CRM"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|minimax-small|Drift", "prompt": "c13-m2", "model": "minimax-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Drift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AI-powered conversational marketing"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|mistral-small|HubSpot Marketing Hub", "prompt": "c13-m2", "model": "mistral-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Recommendation: HubSpot Marketing Hub"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|mistral-small|ActiveCampaign", "prompt": "c13-m2", "model": "mistral-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Budget-Friendly Alternative: ActiveCampaign"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|mistral-small|Adobe Marketo Engage", "prompt": "c13-m2", "model": "mistral-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Adobe Marketo Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise Option: Adobe Marketo Engage"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|mistral-small|Salesforce Marketing Cloud Account Engagement (Pardot)", "prompt": "c13-m2", "model": "mistral-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Salesforce Marketing Cloud Account Engagement (Pardot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Companies committed to the Salesforce ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|moonshot-small|HubSpot Marketing Hub Professional", "prompt": "c13-m2", "model": "moonshot-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "HubSpot Marketing Hub Professional", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: HubSpot Marketing Hub Professional"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|moonshot-small|ActiveCampaign", "prompt": "c13-m2", "model": "moonshot-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: ActiveCampaign"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|moonshot-small|Marketo Engage", "prompt": "c13-m2", "model": "moonshot-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Marketo Engage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "You have complex, multi-touch enterprise campaigns and dedicated marketing ops staff"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|moonshot-small|Pardot (Salesforce Marketing Cloud Account Engagement)", "prompt": "c13-m2", "model": "moonshot-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Pardot (Salesforce Marketing Cloud Account Engagement)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "You're already deeply invested in Salesforce CRM (~$1,250/mo)"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|moonshot-small|6sense", "prompt": "c13-m2", "model": "moonshot-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "6sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "You're focused on Account-Based Marketing (ABM) with large deal sizes"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|moonshot-small|Demandbase", "prompt": "c13-m2", "model": "moonshot-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Demandbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "You're focused on Account-Based Marketing (ABM) with large deal sizes"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|openai-small|HubSpot Marketing Hub Professional", "prompt": "c13-m2", "model": "openai-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "HubSpot Marketing Hub Professional", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **HubSpot Marketing Hub Professional** as the default choice."}, {"id": "mai-20260915-0741-calibration_b|c13-m2|openai-small|HubSpot Marketing Hub", "prompt": "c13-m2", "model": "openai-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **HubSpot Marketing Hub**"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|openai-small|Adobe", "prompt": "c13-m2", "model": "openai-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Adobe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "includes HubSpot alongside other major vendors like Adobe, Salesforce, Oracle, Microsoft, and Zoho"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|openai-small|Marketo", "prompt": "c13-m2", "model": "openai-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Marketo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3-way comparison: HubSpot vs Salesforce vs Marketo"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|openai-small|Salesforce", "prompt": "c13-m2", "model": "openai-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Salesforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "alongside other major vendors like Adobe, Salesforce, Oracle, Microsoft, and Zoho"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|openai-small|Oracle", "prompt": "c13-m2", "model": "openai-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "other major vendors like Adobe, Salesforce, Oracle, Microsoft, and Zoho"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|openai-small|Microsoft", "prompt": "c13-m2", "model": "openai-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Microsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "other major vendors like Adobe, Salesforce, Oracle, Microsoft, and Zoho"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|openai-small|Zoho", "prompt": "c13-m2", "model": "openai-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Zoho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "other major vendors like Adobe, Salesforce, Oracle, Microsoft, and Zoho"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|openai-small|Adobe Marketo Engage", "prompt": "c13-m2", "model": "openai-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Adobe Marketo Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Adobe Marketo Engage** is often the stronger choice"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|openai-small|Salesforce Account Engagement", "prompt": "c13-m2", "model": "openai-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Salesforce Account Engagement", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "3-way comparison of HubSpot vs Marketo vs Salesforce Account Engagement"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|xai-small|HubSpot Marketing Hub", "prompt": "c13-m2", "model": "xai-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend HubSpot Marketing Hub (Professional tier) as the top choice for a mid-sized B2B company."}, {"id": "mai-20260915-0741-calibration_b|c13-m2|xai-small|ActiveCampaign", "prompt": "c13-m2", "model": "xai-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose ActiveCampaign** if budget is tight (<$50K/year) and you need strong email automations."}, {"id": "mai-20260915-0741-calibration_b|c13-m2|xai-small|Adobe Marketo Engage", "prompt": "c13-m2", "model": "xai-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Adobe Marketo Engage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Steep learning curve, high implementation ($30K+), needs MOps team"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|xai-small|Salesforce Pardot (MCAE)", "prompt": "c13-m2", "model": "xai-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Salesforce Pardot (MCAE)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Tied to SF ecosystem; less flexible standalone"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|zai-small|HubSpot Marketing Hub", "prompt": "c13-m2", "model": "zai-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: HubSpot Marketing Hub"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|zai-small|ActiveCampaign", "prompt": "c13-m2", "model": "zai-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deep Automation Focus: ActiveCampaign"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|zai-small|Salesforce Account Engagement (Pardot)", "prompt": "c13-m2", "model": "zai-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Salesforce Account Engagement (Pardot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Companies already standardized on Salesforce"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|zai-small|Brevo", "prompt": "c13-m2", "model": "zai-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-Conscious Option: Brevo"}, {"id": "mai-20260915-0741-calibration_b|c13-m2|zai-small|Adobe Marketo Engage", "prompt": "c13-m2", "model": "zai-small", "cat": "marketing-automation", "variant": "paraphrase", "raw": "Adobe Marketo Engage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Note: Higher complexity and enterprise pricing"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|alibaba-small|HubSpot", "prompt": "c13-m3", "model": "alibaba-small", "cat": "marketing-automation", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose HubSpot if: You want one system to rule them all (CRM + Marketing) and budget allows for scaling."}, {"id": "mai-20260915-0741-calibration_b|c13-m3|alibaba-small|Salesforce Marketing Cloud", "prompt": "c13-m3", "model": "alibaba-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Salesforce Marketing Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Large Enterprises needing granular control over customer journeys."}, {"id": "mai-20260915-0741-calibration_b|c13-m3|alibaba-small|Adobe Marketo Engage", "prompt": "c13-m3", "model": "alibaba-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Adobe Marketo Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Complex B2B organizations focusing on Account-Based Marketing (ABM)."}, {"id": "mai-20260915-0741-calibration_b|c13-m3|alibaba-small|ActiveCampaign", "prompt": "c13-m3", "model": "alibaba-small", "cat": "marketing-automation", "variant": "comparative", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose ActiveCampaign if: You are a growing SMB that needs sophisticated sales-marketing alignment"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|alibaba-small|Klaviyo", "prompt": "c13-m3", "model": "alibaba-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Klaviyo if: You run an e-commerce store and rely on direct response email/SMS for sales."}, {"id": "mai-20260915-0741-calibration_b|c13-m3|alibaba-small|Mailchimp", "prompt": "c13-m3", "model": "alibaba-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Mailchimp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Klaviyo and Mailchimp excel here because they focus on high-volume, transactional triggers"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|anthropic-small|HubSpot", "prompt": "c13-m3", "model": "anthropic-small", "cat": "marketing-automation", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HubSpot remains the gold standard for B2B marketing automation"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|anthropic-small|Klaviyo", "prompt": "c13-m3", "model": "anthropic-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Positioned for B2C ecommerce growth"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|anthropic-small|CustomerIO", "prompt": "c13-m3", "model": "anthropic-small", "cat": "marketing-automation", "variant": "comparative", "raw": "CustomerIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Suits teams that want a built-in CDP alongside their messaging tools"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|anthropic-small|Braze", "prompt": "c13-m3", "model": "anthropic-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Braze", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Dominates the enterprise tier with AI-powered personalization at scale"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|anthropic-small|ActiveCampaign", "prompt": "c13-m3", "model": "anthropic-small", "cat": "marketing-automation", "variant": "comparative", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Serves SMBs that need email automation with a built-in CRM at an accessible price point"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|anthropic-small|Mailchimp", "prompt": "c13-m3", "model": "anthropic-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Mailchimp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "still lacks the granular revenue attribution and behavioral triggering that serious online sellers rely on"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|challenger-small|HubSpot", "prompt": "c13-m3", "model": "challenger-small", "cat": "marketing-automation", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all-around B2B suite:** **HubSpot** because it combines marketing automation with CRM and sales workflows."}, {"id": "mai-20260915-0741-calibration_b|c13-m3|challenger-small|ActiveCampaign", "prompt": "c13-m3", "model": "challenger-small", "cat": "marketing-automation", "variant": "comparative", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best automation depth for SMBs:** **ActiveCampaign**"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|challenger-small|Klaviyo", "prompt": "c13-m3", "model": "challenger-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for ecommerce growth:** **Klaviyo** or **Omnisend**"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|challenger-small|Brevo", "prompt": "c13-m3", "model": "challenger-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best low-cost option:** **Brevo**"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|challenger-small|Marketo", "prompt": "c13-m3", "model": "challenger-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Marketo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for enterprise B2B demand gen:** **Marketo** or **Salesforce Marketing Cloud**"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|challenger-small|Salesforce Marketing Cloud", "prompt": "c13-m3", "model": "challenger-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Salesforce Marketing Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong when you already use Salesforce and need **enterprise-scale customer engagement**"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|challenger-small|Customer.io", "prompt": "c13-m3", "model": "challenger-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Customer.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for product-led SaaS messaging:** **Customer.io**"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|challenger-small|Omnisend", "prompt": "c13-m3", "model": "challenger-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Omnisend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for ecommerce growth:** **Klaviyo** or **Omnisend**"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|challenger-small|Mailchimp", "prompt": "c13-m3", "model": "challenger-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Mailchimp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Easier entry point, but generally **less advanced** in automation depth than specialist platforms."}, {"id": "mai-20260915-0741-calibration_b|c13-m3|challenger-small|Oracle Eloqua", "prompt": "c13-m3", "model": "challenger-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Oracle Eloqua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Designed for complex, enterprise-level campaign management and B2B workflows."}, {"id": "mai-20260915-0741-calibration_b|c13-m3|challenger-small|Braze", "prompt": "c13-m3", "model": "challenger-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Braze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Built for **large-scale, omnichannel personalization** and advanced customer engagement."}, {"id": "mai-20260915-0741-calibration_b|c13-m3|deepseek-small|HubSpot Marketing Hub", "prompt": "c13-m3", "model": "deepseek-small", "cat": "marketing-automation", "variant": "comparative", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SMB/mid-market B2B wanting one all-in-one system | **HubSpot**"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|deepseek-small|Adobe Marketo Engage", "prompt": "c13-m3", "model": "deepseek-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Adobe Marketo Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise B2B with complex lifecycles & dedicated MOps | **Marketo Engage**"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|deepseek-small|Salesforce Pardot (Marketing Cloud Account Engagement)", "prompt": "c13-m3", "model": "deepseek-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Salesforce Pardot (Marketing Cloud Account Engagement)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Salesforce deprecated standalone Pardot pricing in 2025; UX can feel rigid... Many new deployments are now pointed at HubSpot or Marketing Cloud instead."}, {"id": "mai-20260915-0741-calibration_b|c13-m3|deepseek-small|Klaviyo", "prompt": "c13-m3", "model": "deepseek-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "E-commerce on Shopify, need predictive analytics | **Klaviyo**"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|deepseek-small|Omnisend", "prompt": "c13-m3", "model": "deepseek-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Omnisend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "E-commerce wanting multichannel on a budget | **Omnisend**"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|deepseek-small|Drip", "prompt": "c13-m3", "model": "deepseek-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Drip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: DTC / subscription brands that want CRM-like customer tracking."}, {"id": "mai-20260915-0741-calibration_b|c13-m3|deepseek-small|Mailchimp", "prompt": "c13-m3", "model": "deepseek-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Mailchimp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Very small business, simple email | **Mailchimp** or **Brevo**"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|deepseek-small|Brevo (formerly Sendinblue)", "prompt": "c13-m3", "model": "deepseek-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Brevo (formerly Sendinblue)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Budget-conscious teams and large lists using pay-per-email pricing."}, {"id": "mai-20260915-0741-calibration_b|c13-m3|deepseek-small|Customer.io", "prompt": "c13-m3", "model": "deepseek-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Customer.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Product-led SaaS driven by in-app behavior | **Customer.io**"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|deepseek-small|Iterable", "prompt": "c13-m3", "model": "deepseek-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Iterable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Enterprise multi-channel customer engagement | **Iterable** or **Braze**"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|deepseek-small|Braze", "prompt": "c13-m3", "model": "deepseek-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Braze", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Best for: Large enterprise brands with millions of MAUs"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|google-small|HubSpot (Marketing Hub)", "prompt": "c13-m3", "model": "google-small", "cat": "marketing-automation", "variant": "comparative", "raw": "HubSpot (Marketing Hub)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose HubSpot if you want a premium, highly intuitive, all-in-one system where your marketing and sales departments use the exact same software."}, {"id": "mai-20260915-0741-calibration_b|c13-m3|google-small|ActiveCampaign", "prompt": "c13-m3", "model": "google-small", "cat": "marketing-automation", "variant": "comparative", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose ActiveCampaign if you are a B2B business ... needs powerful, customized automation sequences but has a limited software budget."}, {"id": "mai-20260915-0741-calibration_b|c13-m3|google-small|Salesforce Marketing Cloud / Account Engagement (formerly Pardot)", "prompt": "c13-m3", "model": "google-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Salesforce Marketing Cloud / Account Engagement (formerly Pardot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Large enterprises deeply embedded in the Salesforce CRM ecosystem."}, {"id": "mai-20260915-0741-calibration_b|c13-m3|google-small|Klaviyo", "prompt": "c13-m3", "model": "google-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Klaviyo if you sell products online."}, {"id": "mai-20260915-0741-calibration_b|c13-m3|google-small|Adobe Marketo Engage", "prompt": "c13-m3", "model": "google-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Adobe Marketo Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Marketo or Salesforce if you are an enterprise organization with highly complex data compliance needs"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|google-small|Salesforce Marketing Cloud & Account Engagement (Pardot)", "prompt": "c13-m3", "model": "google-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Salesforce Marketing Cloud & Account Engagement (Pardot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Large enterprises already using Salesforce CRM."}, {"id": "mai-20260915-0741-calibration_b|c13-m3|google-small|Brevo (formerly Sendinblue)", "prompt": "c13-m3", "model": "google-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Brevo (formerly Sendinblue)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Brevo if you have a massive contact list but only send newsletters or transactional emails once in a while."}, {"id": "mai-20260915-0741-calibration_b|c13-m3|google-small|Omnisend", "prompt": "c13-m3", "model": "google-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Omnisend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Omnisend is the primary rival to Klaviyo in the e-commerce space"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|minimax-small|HubSpot", "prompt": "c13-m3", "model": "minimax-small", "cat": "marketing-automation", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HubSpot Marketing Hub** — *Best Overall*"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|minimax-small|ActiveCampaign", "prompt": "c13-m3", "model": "minimax-small", "cat": "marketing-automation", "variant": "comparative", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Best Automation Builder* - **Strength:** Most advanced automation builder with granular control"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|minimax-small|Klaviyo", "prompt": "c13-m3", "model": "minimax-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Best for Ecommerce* ... Ecommerce → Klaviyo or Drip"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|minimax-small|Marketo Engage", "prompt": "c13-m3", "model": "minimax-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Marketo Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Best for Enterprise B2B* — Deep customization, lead scoring, and analytics"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|minimax-small|Pardot", "prompt": "c13-m3", "model": "minimax-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Pardot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "B2B + Salesforce → Pardot"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|minimax-small|Mailchimp", "prompt": "c13-m3", "model": "minimax-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Mailchimp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "*Best for Beginners* — Clean templates and ease of use"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|minimax-small|Brevo", "prompt": "c13-m3", "model": "minimax-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Budget + multichannel → Brevo"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|minimax-small|Drip", "prompt": "c13-m3", "model": "minimax-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Drip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "*Best for Ecommerce Revenue* — Built specifically for ecommerce revenue automation"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|mistral-small|HubSpot Marketing Hub", "prompt": "c13-m3", "model": "mistral-small", "cat": "marketing-automation", "variant": "comparative", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. HubSpot Marketing Hub** ... Best for: B2B companies, agencies, and mid-market teams wanting an all-in-one CRM + marketing solution"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|mistral-small|ActiveCampaign", "prompt": "c13-m3", "model": "mistral-small", "cat": "marketing-automation", "variant": "comparative", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose ActiveCampaign for advanced B2B automation with granular control"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|mistral-small|Klaviyo", "prompt": "c13-m3", "model": "mistral-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Klaviyo for ecommerce revenue tracking and Shopify integration"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|mistral-small|Brevo (formerly Sendinblue)", "prompt": "c13-m3", "model": "mistral-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Brevo (formerly Sendinblue)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Brevo if you're on a tight budget but need multichannel capabilities"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|mistral-small|Omnisend", "prompt": "c13-m3", "model": "mistral-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Omnisend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Omnisend if SMS marketing is your primary focus for ecommerce"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|moonshot-small|HubSpot Marketing Hub", "prompt": "c13-m3", "model": "moonshot-small", "cat": "marketing-automation", "variant": "comparative", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. HubSpot Marketing Hub** ⭐ Best Overall for Mid-Market"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|moonshot-small|ActiveCampaign", "prompt": "c13-m3", "model": "moonshot-small", "cat": "marketing-automation", "variant": "comparative", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. ActiveCampaign** ⭐ Best Value for Automation Depth"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|moonshot-small|Klaviyo", "prompt": "c13-m3", "model": "moonshot-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for E-commerce"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|moonshot-small|Adobe Marketo Engage", "prompt": "c13-m3", "model": "moonshot-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Adobe Marketo Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Enterprise B2B"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|moonshot-small|Salesforce Marketing Cloud (SFMC)", "prompt": "c13-m3", "model": "moonshot-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Salesforce Marketing Cloud (SFMC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Enterprise Multi-Channel"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|moonshot-small|Salesforce Pardot (Marketing Cloud Account Engagement)", "prompt": "c13-m3", "model": "moonshot-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Salesforce Pardot (Marketing Cloud Account Engagement)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Salesforce-Native B2B"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|moonshot-small|Brevo (formerly Sendinblue)", "prompt": "c13-m3", "model": "moonshot-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Brevo (formerly Sendinblue)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Budget Option"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|moonshot-small|Customer.io", "prompt": "c13-m3", "model": "moonshot-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Customer.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for Product-Led SaaS"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|openai-small|HubSpot Marketing Hub", "prompt": "c13-m3", "model": "openai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ease of use and an all-in-one platform** → **HubSpot**"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|openai-small|Adobe Marketo Engage", "prompt": "c13-m3", "model": "openai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Adobe Marketo Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Enterprise B2B power and ABM** → **Marketo Engage**"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|openai-small|Salesforce Marketing Cloud", "prompt": "c13-m3", "model": "openai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Salesforce Marketing Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose **Salesforce Marketing Cloud** if you need enterprise-grade omnichannel orchestration"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|openai-small|Salesforce Account Engagement (Pardot)", "prompt": "c13-m3", "model": "openai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Salesforce Account Engagement (Pardot)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose **Account Engagement (Pardot)** if you're a B2B team using Salesforce CRM."}, {"id": "mai-20260915-0741-calibration_b|c13-m3|openai-small|Salesforce Marketing Cloud Account Engagement", "prompt": "c13-m3", "model": "openai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Salesforce Marketing Cloud Account Engagement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Deep Salesforce CRM alignment** → **Salesforce Account Engagement**"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|openai-small|Salesforce Marketing Cloud Engagement", "prompt": "c13-m3", "model": "openai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Salesforce Marketing Cloud Engagement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Complex enterprise cross-channel journeys** → **Salesforce Marketing Cloud Engagement**"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|openai-small|Oracle Eloqua", "prompt": "c13-m3", "model": "openai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Oracle Eloqua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Oracle enterprise B2B stack** → **Eloqua**"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|openai-small|Mailchimp", "prompt": "c13-m3", "model": "openai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Mailchimp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Basic email-first automation** → **Mailchimp**"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|openai-small|ActiveCampaign", "prompt": "c13-m3", "model": "openai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "ActiveCampaign", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Choose **ActiveCampaign** if you want strong automation without enterprise complexity."}, {"id": "mai-20260915-0741-calibration_b|c13-m3|openai-small|Klaviyo", "prompt": "c13-m3", "model": "openai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Choose **Klaviyo** if you're ecommerce and want revenue-focused lifecycle automation."}, {"id": "mai-20260915-0741-calibration_b|c13-m3|xai-small|HubSpot Marketing Hub", "prompt": "c13-m3", "model": "xai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leader on G2/Gartner for B2B/inbound. All-in-one CRM + deep workflows, lead scoring, multi-channel"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|xai-small|ActiveCampaign", "prompt": "c13-m3", "model": "xai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top for SMBs/growing businesses (G2 best free-ish option). Advanced email automation"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|xai-small|Klaviyo", "prompt": "c13-m3", "model": "xai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ecommerce king (Shopify-heavy). Event-based flows, segmentation on revenue metrics"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|xai-small|Omnisend", "prompt": "c13-m3", "model": "xai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Omnisend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ecommerce/SMBs (SMS-first). Prebuilt carts/abandonment flows, multi-channel"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|xai-small|Brevo (formerly Sendinblue)", "prompt": "c13-m3", "model": "xai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Brevo (formerly Sendinblue)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget multichannel. Unlimited contacts free... Great for startups/large lists"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|xai-small|Marketo (Adobe)", "prompt": "c13-m3", "model": "xai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Marketo (Adobe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Enterprise B2B leaders (Gartner)... Heavy for big orgs, steep learning curve/onboarding"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|xai-small|Salesforce Marketing Cloud (Pardot)", "prompt": "c13-m3", "model": "xai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Salesforce Marketing Cloud (Pardot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Enterprise B2B leaders (Gartner). Complex journeys, personalization, Salesforce integration"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|xai-small|Drip", "prompt": "c13-m3", "model": "xai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Drip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Ecommerce \\u2192 Klaviyo/Omnisend/Drip"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|xai-small|Mailchimp", "prompt": "c13-m3", "model": "xai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Mailchimp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Beginners \\u2192 Mailchimp/Brevo (simple)"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|zai-small|ActiveCampaign", "prompt": "c13-m3", "model": "zai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ActiveCampaign and HubSpot are strong all-arounders"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|zai-small|HubSpot Marketing Hub", "prompt": "c13-m3", "model": "zai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "ActiveCampaign and HubSpot are strong all-arounders"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|zai-small|Klaviyo", "prompt": "c13-m3", "model": "zai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Klaviyo leads for ecommerce"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|zai-small|Brevo (Sendinblue)", "prompt": "c13-m3", "model": "zai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Brevo (Sendinblue)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Brevo is ideal for budget multichannel needs"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|zai-small|Mailchimp", "prompt": "c13-m3", "model": "zai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Mailchimp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Small businesses on a budget: Brevo (free tier) or Mailchimp"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|zai-small|Drip", "prompt": "c13-m3", "model": "zai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Drip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Ecommerce and DTC brands focused on revenue automation"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|zai-small|Omnisend", "prompt": "c13-m3", "model": "zai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Omnisend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Ecommerce brands: Klaviyo or Omnise\bnd"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|zai-small|Marketo Engage (Adobe)", "prompt": "c13-m3", "model": "zai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Marketo Engage (Adobe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Enterprise B2B: Marketo Engage or Salesforce Marketing Cloud"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|zai-small|Salesforce Marketing Cloud", "prompt": "c13-m3", "model": "zai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Salesforce Marketing Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Enterprise B2B: Marketo Engage or Salesforce Marketing Cloud"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|zai-small|Customer.io", "prompt": "c13-m3", "model": "zai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Customer.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Product-led SaaS: Customer.io"}, {"id": "mai-20260915-0741-calibration_b|c13-m3|zai-small|Iterable", "prompt": "c13-m3", "model": "zai-small", "cat": "marketing-automation", "variant": "comparative", "raw": "Iterable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best for: Enterprise ecommerce and consumer brands"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|alibaba-small|Brevo", "prompt": "c13-m4", "model": "alibaba-small", "cat": "marketing-automation", "variant": "budget", "raw": "Brevo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Brevo is widely considered the most budget-friendly option for scaling businesses."}, {"id": "mai-20260915-0741-calibration_b|c13-m4|alibaba-small|Omnisend", "prompt": "c13-m4", "model": "alibaba-small", "cat": "marketing-automation", "variant": "budget", "raw": "Omnisend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you sell products online, Omnisend is the top choice for budgets under $100/mo."}, {"id": "mai-20260915-0741-calibration_b|c13-m4|alibaba-small|Kit", "prompt": "c13-m4", "model": "alibaba-small", "cat": "marketing-automation", "variant": "budget", "raw": "Kit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Kit is ideal if your primary goal is growing an email list and sending newsletters via automated workflows."}, {"id": "mai-20260915-0741-calibration_b|c13-m4|alibaba-small|MailerLite", "prompt": "c13-m4", "model": "alibaba-small", "cat": "marketing-automation", "variant": "budget", "raw": "MailerLite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "MailerLite provides a clean interface and strong automation capabilities for small teams."}, {"id": "mai-20260915-0741-calibration_b|c13-m4|alibaba-small|Mailchimp", "prompt": "c13-m4", "model": "alibaba-small", "cat": "marketing-automation", "variant": "budget", "raw": "Mailchimp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "whereas competitors like Mailchimp lock these behind higher-priced plans"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|alibaba-small|ActiveCampaign", "prompt": "c13-m4", "model": "alibaba-small", "cat": "marketing-automation", "variant": "budget", "raw": "ActiveCampaign", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "14-day trial only | Most powerful automation logic (but pricey)."}, {"id": "mai-20260915-0741-calibration_b|c13-m4|anthropic-small|Brevo", "prompt": "c13-m4", "model": "anthropic-small", "cat": "marketing-automation", "variant": "budget", "raw": "Brevo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Brevo** is \nthe best choice if budget is the main constraint"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|anthropic-small|Brevo (formerly Sendinblue)", "prompt": "c13-m4", "model": "anthropic-small", "cat": "marketing-automation", "variant": "budget", "raw": "Brevo (formerly Sendinblue)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Brevo is consistently recommended as the top budget-friendly all-in-one solution."}, {"id": "mai-20260915-0741-calibration_b|c13-m4|anthropic-small|Moosend", "prompt": "c13-m4", "model": "anthropic-small", "cat": "marketing-automation", "variant": "budget", "raw": "Moosend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Moosend - Most affordable entry point"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|anthropic-small|Zoho Campaigns", "prompt": "c13-m4", "model": "anthropic-small", "cat": "marketing-automation", "variant": "budget", "raw": "Zoho Campaigns", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho Campaigns is one of the most affordable automation platforms"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|anthropic-small|Omnisend", "prompt": "c13-m4", "model": "anthropic-small", "cat": "marketing-automation", "variant": "budget", "raw": "Omnisend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Omnisend - Great for e-commerce on a budget"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|anthropic-small|ActiveCampaign", "prompt": "c13-m4", "model": "anthropic-small", "cat": "marketing-automation", "variant": "budget", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ActiveCampaign is the best marketing automation software for small businesses"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|anthropic-small|Zoho", "prompt": "c13-m4", "model": "anthropic-small", "cat": "marketing-automation", "variant": "budget", "raw": "Zoho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zoho - Most affordable for complete CRM + automation"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|anthropic-small|Mailchimp", "prompt": "c13-m4", "model": "anthropic-small", "cat": "marketing-automation", "variant": "budget", "raw": "Mailchimp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free plans from Brevo, Omnisend, and Mailchimp give you enough features to start automating."}, {"id": "mai-20260915-0741-calibration_b|c13-m4|anthropic-small|HubSpot", "prompt": "c13-m4", "model": "anthropic-small", "cat": "marketing-automation", "variant": "budget", "raw": "HubSpot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "$39/mo at 2,500 contacts versus HubSpot's $150/mo"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|challenger-small|Brevo", "prompt": "c13-m4", "model": "challenger-small", "cat": "marketing-automation", "variant": "budget", "raw": "Brevo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **Brevo** if you want the cheapest practical all-in-one option"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|challenger-small|ActiveCampaign", "prompt": "c13-m4", "model": "challenger-small", "cat": "marketing-automation", "variant": "budget", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ActiveCampaign** if you need stronger automation logic and can stretch the budget a bit"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|challenger-small|Omnisend", "prompt": "c13-m4", "model": "challenger-small", "cat": "marketing-automation", "variant": "budget", "raw": "Omnisend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "E-commerce store on a budget | **Omnisend** | Built for small stores with prebuilt cart and post-purchase automations."}, {"id": "mai-20260915-0741-calibration_b|c13-m4|challenger-small|Mailchimp", "prompt": "c13-m4", "model": "challenger-small", "cat": "marketing-automation", "variant": "budget", "raw": "Mailchimp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Very simple email-only marketing | **Mailchimp** | Solid starter option when you only need basic email journeys."}, {"id": "mai-20260915-0741-calibration_b|c13-m4|deepseek-small|Brevo (formerly Sendinblue)", "prompt": "c13-m4", "model": "deepseek-small", "cat": "marketing-automation", "variant": "budget", "raw": "Brevo (formerly Sendinblue)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Brevo (formerly Sendinblue) — Best overall value / free option ... offers the most generous free automation"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|deepseek-small|ActiveCampaign", "prompt": "c13-m4", "model": "deepseek-small", "cat": "marketing-automation", "variant": "budget", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "ActiveCampaign is the strongest all-around recommendation"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|deepseek-small|Mailchimp", "prompt": "c13-m4", "model": "deepseek-small", "cat": "marketing-automation", "variant": "budget", "raw": "Mailchimp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mailchimp — Safest free-tier pick for beginners"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|deepseek-small|MailerLite", "prompt": "c13-m4", "model": "deepseek-small", "cat": "marketing-automation", "variant": "budget", "raw": "MailerLite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "MailerLite — Excellent budget value"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|deepseek-small|Zoho Marketing+", "prompt": "c13-m4", "model": "deepseek-small", "cat": "marketing-automation", "variant": "budget", "raw": "Zoho Marketing+", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Budget-friendly alternatives"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|deepseek-small|Sender.net", "prompt": "c13-m4", "model": "deepseek-small", "cat": "marketing-automation", "variant": "budget", "raw": "Sender.net", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "these offer capable automation at low monthly rates"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|deepseek-small|Moosend", "prompt": "c13-m4", "model": "deepseek-small", "cat": "marketing-automation", "variant": "budget", "raw": "Moosend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Lowest paid cost with full features | MailerLite / Moosend / Sender.net"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|deepseek-small|HubSpot", "prompt": "c13-m4", "model": "deepseek-small", "cat": "marketing-automation", "variant": "budget", "raw": "HubSpot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid HubSpot for automation on a budget"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|google-small|MailerLite", "prompt": "c13-m4", "model": "google-small", "cat": "marketing-automation", "variant": "budget", "raw": "MailerLite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best All-Rounder & Easiest to Use: MailerLite ... MailerLite is the best choice."}, {"id": "mai-20260915-0741-calibration_b|c13-m4|google-small|Brevo (formerly Sendinblue)", "prompt": "c13-m4", "model": "google-small", "cat": "marketing-automation", "variant": "budget", "raw": "Brevo (formerly Sendinblue)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Brevo is the gold standard for companies with limited budgets because of its unique pricing model"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|google-small|ActiveCampaign", "prompt": "c13-m4", "model": "google-small", "cat": "marketing-automation", "variant": "budget", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Complex, Advanced Automations: ActiveCampaign ... ActiveCampaign is the gold standard."}, {"id": "mai-20260915-0741-calibration_b|c13-m4|google-small|Brevo", "prompt": "c13-m4", "model": "google-small", "cat": "marketing-automation", "variant": "budget", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Brevo is the ultimate budget saver because you only pay for what you send."}, {"id": "mai-20260915-0741-calibration_b|c13-m4|google-small|Omnisend", "prompt": "c13-m4", "model": "google-small", "cat": "marketing-automation", "variant": "budget", "raw": "Omnisend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for E-Commerce: Omnisend ... Seamless integration with e-commerce platforms."}, {"id": "mai-20260915-0741-calibration_b|c13-m4|google-small|Mailchimp", "prompt": "c13-m4", "model": "google-small", "cat": "marketing-automation", "variant": "budget", "raw": "Mailchimp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "scale very gently compared to competitors like Mailchimp"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|google-small|HubSpot", "prompt": "c13-m4", "model": "google-small", "cat": "marketing-automation", "variant": "budget", "raw": "HubSpot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid HubSpot if you have a strict, limited budget."}, {"id": "mai-20260915-0741-calibration_b|c13-m4|google-small|Klaviyo", "prompt": "c13-m4", "model": "google-small", "cat": "marketing-automation", "variant": "budget", "raw": "Klaviyo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "top-tier e-commerce tools like Klaviyo are notoriously expensive"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|google-small|FluentCRM", "prompt": "c13-m4", "model": "google-small", "cat": "marketing-automation", "variant": "budget", "raw": "FluentCRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The Ultimate \"No-SaaS-Fee\" Option for WordPress Users"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|google-small|Salesforce", "prompt": "c13-m4", "model": "google-small", "cat": "marketing-automation", "variant": "budget", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "It is significantly cheaper than Salesforce or HubSpot Professional."}, {"id": "mai-20260915-0741-calibration_b|c13-m4|meta-small|Brevo", "prompt": "c13-m4", "model": "meta-small", "cat": "marketing-automation", "variant": "budget", "raw": "Brevo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best marketing automation platform for a company with a limited budget is Brevo, which offers a free tier"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|meta-small|MailerLite", "prompt": "c13-m4", "model": "meta-small", "cat": "marketing-automation", "variant": "budget", "raw": "MailerLite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include MailerLite, which offers a strong free automation tier"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|meta-small|ActiveCampaign Plus", "prompt": "c13-m4", "model": "meta-small", "cat": "marketing-automation", "variant": "budget", "raw": "ActiveCampaign Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ActiveCampaign Plus, which delivers the best value for growing teams under 5,000 contacts"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|minimax-small|Brevo", "prompt": "c13-m4", "model": "minimax-small", "cat": "marketing-automation", "variant": "budget", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you want free automation, start with **Brevo** and upgrade as you grow."}, {"id": "mai-20260915-0741-calibration_b|c13-m4|minimax-small|ActiveCampaign", "prompt": "c13-m4", "model": "minimax-small", "cat": "marketing-automation", "variant": "budget", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ActiveCampaign** offers the best balance of features and price"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|minimax-small|Mailchimp", "prompt": "c13-m4", "model": "minimax-small", "cat": "marketing-automation", "variant": "budget", "raw": "Mailchimp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for Beginners) ... Best for: Companies new to marketing automation"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|minimax-small|Zoho Marketing+", "prompt": "c13-m4", "model": "minimax-small", "cat": "marketing-automation", "variant": "budget", "raw": "Zoho Marketing+", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best All-in-One Budget)"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|minimax-small|Kit (formerly ConvertKit)", "prompt": "c13-m4", "model": "minimax-small", "cat": "marketing-automation", "variant": "budget", "raw": "Kit (formerly ConvertKit)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(Best for Creators)"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|minimax-small|Campaigner", "prompt": "c13-m4", "model": "minimax-small", "cat": "marketing-automation", "variant": "budget", "raw": "Campaigner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| Campaigner | $30/mo | AI-assisted email |"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|minimax-small|Omnisend", "prompt": "c13-m4", "model": "minimax-small", "cat": "marketing-automation", "variant": "budget", "raw": "Omnisend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| Omnisend | $36/mo | eCommerce |"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|mistral-small|Brevo (formerly Sendinblue)", "prompt": "c13-m4", "model": "mistral-small", "cat": "marketing-automation", "variant": "budget", "raw": "Brevo (formerly Sendinblue)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Brevo (formerly Sendinblue) - Best Overall Free Plan"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|mistral-small|MailerLite", "prompt": "c13-m4", "model": "mistral-small", "cat": "marketing-automation", "variant": "budget", "raw": "MailerLite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with**: If you're just beginning, try **MailerLite** (free) or **Sender** ($7/month)"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|mistral-small|HubSpot Free CRM", "prompt": "c13-m4", "model": "mistral-small", "cat": "marketing-automation", "variant": "budget", "raw": "HubSpot Free CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HubSpot Free CRM - Best All-in-One"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|mistral-small|Sender", "prompt": "c13-m4", "model": "mistral-small", "cat": "marketing-automation", "variant": "budget", "raw": "Sender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sender** ($7/month) - best value paid option"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|mistral-small|ActiveCampaign", "prompt": "c13-m4", "model": "mistral-small", "cat": "marketing-automation", "variant": "budget", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ActiveCampaign** ($15/month) - best for growing businesses"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|mistral-small|EngageBay", "prompt": "c13-m4", "model": "mistral-small", "cat": "marketing-automation", "variant": "budget", "raw": "EngageBay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "EngageBay - Best All-in-One Suite"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|mistral-small|HubSpot Marketing Hub", "prompt": "c13-m4", "model": "mistral-small", "cat": "marketing-automation", "variant": "budget", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ActiveCampaign** or **HubSpot Marketing Hub** as you grow"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|moonshot-small|ActiveCampaign", "prompt": "c13-m4", "model": "moonshot-small", "cat": "marketing-automation", "variant": "budget", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: ActiveCampaign"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|moonshot-small|Brevo (formerly Sendinblue)", "prompt": "c13-m4", "model": "moonshot-small", "cat": "marketing-automation", "variant": "budget", "raw": "Brevo (formerly Sendinblue)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Brevo** if you want a free option that scales affordably, or **ActiveCampaign**"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|moonshot-small|Kit (formerly ConvertKit)", "prompt": "c13-m4", "model": "moonshot-small", "cat": "marketing-automation", "variant": "budget", "raw": "Kit (formerly ConvertKit)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Free Option: Kit (formerly ConvertKit)"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|moonshot-small|Omnisend", "prompt": "c13-m4", "model": "moonshot-small", "cat": "marketing-automation", "variant": "budget", "raw": "Omnisend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for E-commerce: Omnisend"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|moonshot-small|Mailchimp", "prompt": "c13-m4", "model": "moonshot-small", "cat": "marketing-automation", "variant": "budget", "raw": "Mailchimp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Mailchimp** | Yes (limited) | $13/month | Beginners, simple needs |"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|moonshot-small|Zoho Campaigns", "prompt": "c13-m4", "model": "moonshot-small", "cat": "marketing-automation", "variant": "budget", "raw": "Zoho Campaigns", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Zoho Campaigns** | Yes | $3/month | Ultra-tight budgets |"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|moonshot-small|HubSpot", "prompt": "c13-m4", "model": "moonshot-small", "cat": "marketing-automation", "variant": "budget", "raw": "HubSpot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "without the enterprise price tags of platforms like HubSpot or Marketo"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|moonshot-small|Marketo", "prompt": "c13-m4", "model": "moonshot-small", "cat": "marketing-automation", "variant": "budget", "raw": "Marketo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "without the enterprise price tags of platforms like HubSpot or Marketo"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|openai-small|Brevo", "prompt": "c13-m4", "model": "openai-small", "cat": "marketing-automation", "variant": "budget", "raw": "Brevo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best marketing automation platform for many small companies is usually Brevo or MailerLite"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|openai-small|MailerLite", "prompt": "c13-m4", "model": "openai-small", "cat": "marketing-automation", "variant": "budget", "raw": "MailerLite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "best marketing automation platform for many small companies is usually Brevo or MailerLite"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|openai-small|HubSpot", "prompt": "c13-m4", "model": "openai-small", "cat": "marketing-automation", "variant": "budget", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HubSpot Free/Starter** as the best \"upgrade path\" if you want a broader all-in-one platform"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|openai-small|Klaviyo", "prompt": "c13-m4", "model": "openai-small", "cat": "marketing-automation", "variant": "budget", "raw": "Klaviyo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Klaviyo is strong, but usually not the cheapest"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|xai-small|Brevo (formerly Sendinblue)", "prompt": "c13-m4", "model": "xai-small", "cat": "marketing-automation", "variant": "budget", "raw": "Brevo (formerly Sendinblue)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Brevo (formerly Sendinblue) stands out as the best marketing automation platform for companies with a limited budget."}, {"id": "mai-20260915-0741-calibration_b|c13-m4|xai-small|MailerLite", "prompt": "c13-m4", "model": "xai-small", "cat": "marketing-automation", "variant": "budget", "raw": "MailerLite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Simple, creator-focused with clean automation and high ratings (4.7/5). Best for newsletters/small lists."}, {"id": "mai-20260915-0741-calibration_b|c13-m4|xai-small|Mailchimp", "prompt": "c13-m4", "model": "xai-small", "cat": "marketing-automation", "variant": "budget", "raw": "Mailchimp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "free automation is limited, and costs rise quickly with contacts/duplicates"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|xai-small|Zoho Campaigns", "prompt": "c13-m4", "model": "xai-small", "cat": "marketing-automation", "variant": "budget", "raw": "Zoho Campaigns", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great for lead capture in Zoho ecosystems, very cheap for teams."}, {"id": "mai-20260915-0741-calibration_b|c13-m4|xai-small|ActiveCampaign", "prompt": "c13-m4", "model": "xai-small", "cat": "marketing-automation", "variant": "budget", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best *value* for growing businesses needing advanced automation/CRM/lead scoring, but no free plan"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|zai-small|Brevo (formerly Sendinblue)", "prompt": "c13-m4", "model": "zai-small", "cat": "marketing-automation", "variant": "budget", "raw": "Brevo (formerly Sendinblue)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most small businesses should start with the free tier of Brevo, MailerLite, or HubSpot"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|zai-small|MailerLite", "prompt": "c13-m4", "model": "zai-small", "cat": "marketing-automation", "variant": "budget", "raw": "MailerLite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Most small businesses should start with the free tier of Brevo, MailerLite, or HubSpot"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|zai-small|HubSpot Free CRM", "prompt": "c13-m4", "model": "zai-small", "cat": "marketing-automation", "variant": "budget", "raw": "HubSpot Free CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Most small businesses should start with the free tier of Brevo, MailerLite, or HubSpot"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|zai-small|EngageBay", "prompt": "c13-m4", "model": "zai-small", "cat": "marketing-automation", "variant": "budget", "raw": "EngageBay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're a solo founder wanting everything in one place: → EngageBay (250 contacts free, full suite included)"}, {"id": "mai-20260915-0741-calibration_b|c13-m4|zai-small|ActiveCampaign", "prompt": "c13-m4", "model": "zai-small", "cat": "marketing-automation", "variant": "budget", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need serious automation capabilities: → ActiveCampaign ($15/month for 1,000 contacts)"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|alibaba-small|Adobe Marketo", "prompt": "c13-m5", "model": "alibaba-small", "cat": "marketing-automation", "variant": "scale", "raw": "Adobe Marketo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Platforms like **Adobe Marketo** or **Salesforce Marketing Cloud Account Engagement** are standard here."}, {"id": "mai-20260915-0741-calibration_b|c13-m5|alibaba-small|Salesforce Marketing Cloud Account Engagement", "prompt": "c13-m5", "model": "alibaba-small", "cat": "marketing-automation", "variant": "scale", "raw": "Salesforce Marketing Cloud Account Engagement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Platforms like **Adobe Marketo** or **Salesforce Marketing Cloud Account Engagement** are standard here."}, {"id": "mai-20260915-0741-calibration_b|c13-m5|alibaba-small|HubSpot Marketing Hub", "prompt": "c13-m5", "model": "alibaba-small", "cat": "marketing-automation", "variant": "scale", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the consensus leans toward **\"Agile All-in-One\"** platforms (like HubSpot or ActiveCampaign)"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|alibaba-small|ActiveCampaign", "prompt": "c13-m5", "model": "alibaba-small", "cat": "marketing-automation", "variant": "scale", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "the consensus leans toward **\"Agile All-in-One\"** platforms (like HubSpot or ActiveCampaign) because they offer the best balance of power and ease-of-use"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|alibaba-small|Brevo", "prompt": "c13-m5", "model": "alibaba-small", "cat": "marketing-automation", "variant": "scale", "raw": "Brevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "*Examples:* HubSpot (Professional/Enterprise), ActiveCampaign, Brevo."}, {"id": "mai-20260915-0741-calibration_b|c13-m5|deepseek-small|HubSpot Marketing Hub", "prompt": "c13-m5", "model": "deepseek-small", "cat": "marketing-automation", "variant": "scale", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HubSpot Marketing Hub** — best ease-of-use, fastest time-to-value, all-in-one"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|deepseek-small|Adobe Marketo Engage", "prompt": "c13-m5", "model": "deepseek-small", "cat": "marketing-automation", "variant": "scale", "raw": "Adobe Marketo Engage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**HubSpot vs. Marketo** is the most common fork... Marketo wins when lifecycle complexity, multi-region ops, and governance outweigh UX"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|deepseek-small|Salesforce Account Engagement (ex-Pardot)", "prompt": "c13-m5", "model": "deepseek-small", "cat": "marketing-automation", "variant": "scale", "raw": "Salesforce Account Engagement (ex-Pardot)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "note: standalone Pardot pricing was deprecated in 2025; evaluate Marketing Cloud Engagement instead"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|deepseek-small|Marketing Cloud Engagement", "prompt": "c13-m5", "model": "deepseek-small", "cat": "marketing-automation", "variant": "scale", "raw": "Marketing Cloud Engagement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "evaluate Marketing Cloud Engagement instead"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|deepseek-small|Oracle Eloqua", "prompt": "c13-m5", "model": "deepseek-small", "cat": "marketing-automation", "variant": "scale", "raw": "Oracle Eloqua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Heavily regulated, need audit trails/approvals | **Oracle Eloqua**"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|deepseek-small|Braze", "prompt": "c13-m5", "model": "deepseek-small", "cat": "marketing-automation", "variant": "scale", "raw": "Braze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Braze ~$310K+** (B2C)"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|google-small|HubSpot (Marketing Hub Enterprise/Professional)", "prompt": "c13-m5", "model": "google-small", "cat": "marketing-automation", "variant": "scale", "raw": "HubSpot (Marketing Hub Enterprise/Professional)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Companies looking for ease of use, rapid onboarding, and a unified platform... Cons: Can become incredibly expensive as your contact database grows"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|google-small|Salesforce Account Engagement (formerly Pardot)", "prompt": "c13-m5", "model": "google-small", "cat": "marketing-automation", "variant": "scale", "raw": "Salesforce Account Engagement (formerly Pardot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: B2B companies already deeply embedded in the Salesforce CRM ecosystem."}, {"id": "mai-20260915-0741-calibration_b|c13-m5|google-small|Adobe Marketo Engage", "prompt": "c13-m5", "model": "google-small", "cat": "marketing-automation", "variant": "scale", "raw": "Adobe Marketo Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Companies with complex, highly custom marketing operations... Cons: High TCO, steep learning curve, dated user interface."}, {"id": "mai-20260915-0741-calibration_b|c13-m5|google-small|ActiveCampaign (Enterprise)", "prompt": "c13-m5", "model": "google-small", "cat": "marketing-automation", "variant": "scale", "raw": "ActiveCampaign (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: High-growth companies wanting advanced automation and personalization without the enterprise price tag."}, {"id": "mai-20260915-0741-calibration_b|c13-m5|google-small|Klaviyo", "prompt": "c13-m5", "model": "google-small", "cat": "marketing-automation", "variant": "scale", "raw": "Klaviyo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Companies with a heavy B2C, mobile-first, or e-commerce focus"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|google-small|Iterable", "prompt": "c13-m5", "model": "google-small", "cat": "marketing-automation", "variant": "scale", "raw": "Iterable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Klaviyo / Iterable / Braze: Best for: Companies with a heavy B2C, mobile-first, or e-commerce focus"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|google-small|Braze", "prompt": "c13-m5", "model": "google-small", "cat": "marketing-automation", "variant": "scale", "raw": "Braze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Klaviyo / Iterable / Braze: Best for: Companies with a heavy B2C, mobile-first, or e-commerce focus"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|minimax-small|Braze", "prompt": "c13-m5", "model": "minimax-small", "cat": "marketing-automation", "variant": "scale", "raw": "Braze", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Braze, Iterable, and MoEngage lead on omnichannel breadth"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|minimax-small|Iterable", "prompt": "c13-m5", "model": "minimax-small", "cat": "marketing-automation", "variant": "scale", "raw": "Iterable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Braze, Iterable, and MoEngage lead on omnichannel breadth"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|minimax-small|MoEngage", "prompt": "c13-m5", "model": "minimax-small", "cat": "marketing-automation", "variant": "scale", "raw": "MoEngage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Braze, Iterable, and MoEngage lead on omnichannel breadth"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|minimax-small|Klaviyo", "prompt": "c13-m5", "model": "minimax-small", "cat": "marketing-automation", "variant": "scale", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Email-first with commerce depth | Klaviyo CDP"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|minimax-small|HubSpot", "prompt": "c13-m5", "model": "minimax-small", "cat": "marketing-automation", "variant": "scale", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Speed to value + unified CRM | HubSpot Enterprise"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|minimax-small|Segment", "prompt": "c13-m5", "model": "minimax-small", "cat": "marketing-automation", "variant": "scale", "raw": "Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Is your data already in a CDP (Segment, RudderStack, Hightouch)?"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|minimax-small|RudderStack", "prompt": "c13-m5", "model": "minimax-small", "cat": "marketing-automation", "variant": "scale", "raw": "RudderStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Is your data already in a CDP (Segment, RudderStack, Hightouch)?"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|minimax-small|Hightouch", "prompt": "c13-m5", "model": "minimax-small", "cat": "marketing-automation", "variant": "scale", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Is your data already in a CDP (Segment, RudderStack, Hightouch)?"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|minimax-small|Marketo Engage", "prompt": "c13-m5", "model": "minimax-small", "cat": "marketing-automation", "variant": "scale", "raw": "Marketo Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "B2B complexity + Marketo expertise | Marketo Engage"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|minimax-small|Salesforce Marketing Cloud / Account Engagement", "prompt": "c13-m5", "model": "minimax-small", "cat": "marketing-automation", "variant": "scale", "raw": "Salesforce Marketing Cloud / Account Engagement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Salesforce-native ecosystem | Salesforce Marketing Cloud / Account Engagement"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|xai-small|HubSpot Enterprise", "prompt": "c13-m5", "model": "xai-small", "cat": "marketing-automation", "variant": "scale", "raw": "HubSpot Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Trial HubSpot (ease for B2B)"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|xai-small|ActiveCampaign Enterprise", "prompt": "c13-m5", "model": "xai-small", "cat": "marketing-automation", "variant": "scale", "raw": "ActiveCampaign Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ActiveCampaign (value)"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|xai-small|Marketo Engage", "prompt": "c13-m5", "model": "xai-small", "cat": "marketing-automation", "variant": "scale", "raw": "Marketo Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Marketo/Braze (enterprise depth)"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|xai-small|Braze", "prompt": "c13-m5", "model": "xai-small", "cat": "marketing-automation", "variant": "scale", "raw": "Braze", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Marketo/Braze (enterprise depth)"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|xai-small|Iterable", "prompt": "c13-m5", "model": "xai-small", "cat": "marketing-automation", "variant": "scale", "raw": "Iterable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focus on platforms like ... Iterable, or Salesforce Marketing Cloud"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|xai-small|Salesforce Marketing Cloud", "prompt": "c13-m5", "model": "xai-small", "cat": "marketing-automation", "variant": "scale", "raw": "Salesforce Marketing Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Avoid overbuying (e.g., Salesforce if not Salesforce-native)"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|zai-small|Braze", "prompt": "c13-m5", "model": "zai-small", "cat": "marketing-automation", "variant": "scale", "raw": "Braze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Look for platforms with genuine profile stores (Braze, Iterable, Klaviyo CDP, modern HubSpot)"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|zai-small|Iterable", "prompt": "c13-m5", "model": "zai-small", "cat": "marketing-automation", "variant": "scale", "raw": "Iterable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "genuine profile stores (Braze, Iterable, Klaviyo CDP, modern HubSpot)"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|zai-small|Klaviyo CDP", "prompt": "c13-m5", "model": "zai-small", "cat": "marketing-automation", "variant": "scale", "raw": "Klaviyo CDP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "genuine profile stores (Braze, Iterable, Klaviyo CDP, modern HubSpot)"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|zai-small|HubSpot", "prompt": "c13-m5", "model": "zai-small", "cat": "marketing-automation", "variant": "scale", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "modern HubSpot) that can handle millions of attributes and event streams"}, {"id": "mai-20260915-0741-calibration_b|c13-m5|zai-small|Marketo", "prompt": "c13-m5", "model": "zai-small", "cat": "marketing-automation", "variant": "scale", "raw": "Marketo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "HubSpot charges $3K+, Marketo implementations often exceed $10K"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|alibaba-small|HubSpot Marketing Hub", "prompt": "c13-m6", "model": "alibaba-small", "cat": "marketing-automation", "variant": "negative", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "HubSpot Marketing Hub (Caution: Pricing & Integration)"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|alibaba-small|Adobe Marketo Engage", "prompt": "c13-m6", "model": "alibaba-small", "cat": "marketing-automation", "variant": "negative", "raw": "Adobe Marketo Engage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Adobe Marketo Engage (Caution: Stagnation & Hidden Costs)"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|alibaba-small|ActiveCampaign", "prompt": "c13-m6", "model": "alibaba-small", "cat": "marketing-automation", "variant": "negative", "raw": "ActiveCampaign", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "ActiveCampaign (Caution: Tier-Gated Support)"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|alibaba-small|Klaviyo", "prompt": "c13-m6", "model": "alibaba-small", "cat": "marketing-automation", "variant": "negative", "raw": "Klaviyo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Klaviyo (Caution: Use-Case Fit)"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|alibaba-small|Braze", "prompt": "c13-m6", "model": "alibaba-small", "cat": "marketing-automation", "variant": "negative", "raw": "Braze", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Braze (Caution: Engineering Dependency)"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|anthropic-small|Sharpspring", "prompt": "c13-m6", "model": "anthropic-small", "cat": "marketing-automation", "variant": "negative", "raw": "Sharpspring", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Sharpspring has multiple complaints from customers about glitches, bugs, and unreliable Salesforce integration."}, {"id": "mai-20260915-0741-calibration_b|c13-m6|anthropic-small|Marketo (Adobe Marketo Engage)", "prompt": "c13-m6", "model": "anthropic-small", "cat": "marketing-automation", "variant": "negative", "raw": "Marketo (Adobe Marketo Engage)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Marketo is too advanced for small-to-medium businesses (SMBs), its interface is not as smooth as other tools, and the automation is way too expensive for the mid-market."}, {"id": "mai-20260915-0741-calibration_b|c13-m6|anthropic-small|SALESmanago", "prompt": "c13-m6", "model": "anthropic-small", "cat": "marketing-automation", "variant": "negative", "raw": "SALESmanago", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "very difficult to setup automations and overall platform functionalities are very dated ... users report being locked in 2-year contracts"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|anthropic-small|Marketo", "prompt": "c13-m6", "model": "anthropic-small", "cat": "marketing-automation", "variant": "negative", "raw": "Marketo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The platform is way too advanced for SMBs, its interface is not as smooth as other tools, and Marketo automation is way too expensive for the mid-market."}, {"id": "mai-20260915-0741-calibration_b|c13-m6|anthropic-small|MailChimp", "prompt": "c13-m6", "model": "anthropic-small", "cat": "marketing-automation", "variant": "negative", "raw": "MailChimp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The lack of team notification and visual workflow editor can be problematic."}, {"id": "mai-20260915-0741-calibration_b|c13-m6|challenger-small|Eloqua", "prompt": "c13-m6", "model": "challenger-small", "cat": "marketing-automation", "variant": "negative", "raw": "Eloqua", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the 2026 comparison guide says to *avoid Eloqua unless you already run it*"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|challenger-small|Zoho CRM", "prompt": "c13-m6", "model": "challenger-small", "cat": "marketing-automation", "variant": "negative", "raw": "Zoho CRM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "one result explicitly places it on a \"blacklist\" of software platforms to avoid"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|challenger-small|Salesforce Marketing Cloud", "prompt": "c13-m6", "model": "challenger-small", "cat": "marketing-automation", "variant": "negative", "raw": "Salesforce Marketing Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "not \"bad,\" but the results repeatedly warn that enterprise platforms can bring **implementation fees, mandatory premium support, higher total cost, and complexity**"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|challenger-small|Marketo", "prompt": "c13-m6", "model": "challenger-small", "cat": "marketing-automation", "variant": "negative", "raw": "Marketo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "not \"bad,\" but the results repeatedly warn that enterprise platforms can bring **implementation fees, mandatory premium support, higher total cost, and complexity**"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|challenger-small|HubSpot", "prompt": "c13-m6", "model": "challenger-small", "cat": "marketing-automation", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "HubSpot's own guidance warns to avoid pricing models that punish growth"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|deepseek-small|Klaviyo", "prompt": "c13-m6", "model": "deepseek-small", "cat": "marketing-automation", "variant": "negative", "raw": "Klaviyo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Highest caution — aggressive billing / pricing concerns ... Accounts suspended without warning"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|deepseek-small|Intuit Mailchimp", "prompt": "c13-m6", "model": "deepseek-small", "cat": "marketing-automation", "variant": "negative", "raw": "Intuit Mailchimp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "most consistently flagged for billing surprises and poor support are Klaviyo, Mailchimp, and HubSpot"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|deepseek-small|HubSpot Marketing Hub", "prompt": "c13-m6", "model": "deepseek-small", "cat": "marketing-automation", "variant": "negative", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "The Starter → Professional price jump is the single most-cited complaint ... mandatory non-refundable onboarding fees"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|deepseek-small|Adobe Marketo Engage", "prompt": "c13-m6", "model": "deepseek-small", "cat": "marketing-automation", "variant": "negative", "raw": "Adobe Marketo Engage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Caution — dated UX, expensive, support decline ... \"High Risk\" 66/100"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|deepseek-small|Microsoft Dynamics 365 Marketing", "prompt": "c13-m6", "model": "deepseek-small", "cat": "marketing-automation", "variant": "negative", "raw": "Microsoft Dynamics 365 Marketing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "least intuitive and slowest platforms in this space"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|deepseek-small|Zoho CRM / Zoho Marketing Automation", "prompt": "c13-m6", "model": "deepseek-small", "cat": "marketing-automation", "variant": "negative", "raw": "Zoho CRM / Zoho Marketing Automation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Recurring complaints about data synchronization issues between modules, slow/basic support"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|deepseek-small|Braze", "prompt": "c13-m6", "model": "deepseek-small", "cat": "marketing-automation", "variant": "negative", "raw": "Braze", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "enterprise-priced and best-in-class omnichannel only at scale. Avoid them for small teams"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|deepseek-small|Iterable", "prompt": "c13-m6", "model": "deepseek-small", "cat": "marketing-automation", "variant": "negative", "raw": "Iterable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "enterprise-priced ... Avoid them for small teams where you'd pay for power you'll never use"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|deepseek-small|MoEngage", "prompt": "c13-m6", "model": "deepseek-small", "cat": "marketing-automation", "variant": "negative", "raw": "MoEngage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "enterprise-priced and best-in-class omnichannel only at scale"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|deepseek-small|Brevo", "prompt": "c13-m6", "model": "deepseek-small", "cat": "marketing-automation", "variant": "negative", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "safer alternatives like Brevo, MailerLite, ActiveCampaign"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|deepseek-small|MailerLite", "prompt": "c13-m6", "model": "deepseek-small", "cat": "marketing-automation", "variant": "negative", "raw": "MailerLite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "safer alternatives like Brevo, MailerLite, ActiveCampaign"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|deepseek-small|ActiveCampaign", "prompt": "c13-m6", "model": "deepseek-small", "cat": "marketing-automation", "variant": "negative", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "safer alternatives like Brevo, MailerLite, ActiveCampaign"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|google-small|HubSpot (Marketing Hub)", "prompt": "c13-m6", "model": "google-small", "cat": "marketing-automation", "variant": "negative", "raw": "HubSpot (Marketing Hub)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is notorious for steep pricing jumps... can instantly balloon your bill to $800+ per month"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|google-small|Mailchimp", "prompt": "c13-m6", "model": "google-small", "cat": "marketing-automation", "variant": "negative", "raw": "Mailchimp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "their pricing has climbed aggressively... automation workflows can feel clunky"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|google-small|ActiveCampaign", "prompt": "c13-m6", "model": "google-small", "cat": "marketing-automation", "variant": "negative", "raw": "ActiveCampaign", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Compared to modern competitors like ActiveCampaign or Klaviyo"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|google-small|Klaviyo", "prompt": "c13-m6", "model": "google-small", "cat": "marketing-automation", "variant": "negative", "raw": "Klaviyo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Compared to modern competitors like ActiveCampaign or Klaviyo"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|google-small|Adobe Marketo Engage", "prompt": "c13-m6", "model": "google-small", "cat": "marketing-automation", "variant": "negative", "raw": "Adobe Marketo Engage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid If You Lack Dedicated Admins or Developers... Marketo will sit underutilized"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|google-small|Salesforce Marketing Cloud (SFMC)", "prompt": "c13-m6", "model": "google-small", "cat": "marketing-automation", "variant": "negative", "raw": "Salesforce Marketing Cloud (SFMC)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "without dedicated developer resources, setting up automated journeys is exhausting and prone to \"silent failures\""}, {"id": "mai-20260915-0741-calibration_b|c13-m6|google-small|Keap (Formerly Infusionsoft)", "prompt": "c13-m6", "model": "google-small", "cat": "marketing-automation", "variant": "negative", "raw": "Keap (Formerly Infusionsoft)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Keap can quickly become an overwhelming, expensive mess"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|google-small|Oracle Eloqua", "prompt": "c13-m6", "model": "google-small", "cat": "marketing-automation", "variant": "negative", "raw": "Oracle Eloqua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Eloqua is often described by modern marketers as looking and feeling \"ancient\""}, {"id": "mai-20260915-0741-calibration_b|c13-m6|minimax-small|Marketo (Adobe)", "prompt": "c13-m6", "model": "minimax-small", "cat": "marketing-automation", "variant": "negative", "raw": "Marketo (Adobe)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Often cited as **too expensive and complex for small-to-medium businesses**"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|minimax-small|Microsoft Dynamics 365 Marketing", "prompt": "c13-m6", "model": "minimax-small", "cat": "marketing-automation", "variant": "negative", "raw": "Microsoft Dynamics 365 Marketing", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Frequently called one of the **least intuitive solutions** on the market"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|minimax-small|Salesforce", "prompt": "c13-m6", "model": "minimax-small", "cat": "marketing-automation", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Salesforce, for example, starts at $25/month but quickly escalates to $75+/user/month for essential features"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|minimax-small|HubSpot", "prompt": "c13-m6", "model": "minimax-small", "cat": "marketing-automation", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Significantly slower to use compared to competitors like Salesforce or HubSpot"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|mistral-small|Marketo Engage (Adobe)", "prompt": "c13-m6", "model": "mistral-small", "cat": "marketing-automation", "variant": "negative", "raw": "Marketo Engage (Adobe)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "platforms you should **avoid or approach with extreme caution**... Risk Score: 66/100 (highest in category)"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|mistral-small|Oracle Eloqua", "prompt": "c13-m6", "model": "mistral-small", "cat": "marketing-automation", "variant": "negative", "raw": "Oracle Eloqua", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The platforms to avoid are primarily the legacy enterprise systems (Marketo, Eloqua, Pardot)"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|mistral-small|Salesforce Pardot (Marketing Cloud Account Engagement)", "prompt": "c13-m6", "model": "mistral-small", "cat": "marketing-automation", "variant": "negative", "raw": "Salesforce Pardot (Marketing Cloud Account Engagement)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "The platforms to avoid are primarily the legacy enterprise systems (Marketo, Eloqua, Pardot)"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|mistral-small|HubSpot (Marketing Hub)", "prompt": "c13-m6", "model": "mistral-small", "cat": "marketing-automation", "variant": "negative", "raw": "HubSpot (Marketing Hub)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "platforms with concerning business practices (HubSpot's pricing...)"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|mistral-small|Mailchimp", "prompt": "c13-m6", "model": "mistral-small", "cat": "marketing-automation", "variant": "negative", "raw": "Mailchimp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Platforms with Significant Limitations... Not a true automation platform"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|mistral-small|Constant Contact", "prompt": "c13-m6", "model": "mistral-small", "cat": "marketing-automation", "variant": "negative", "raw": "Constant Contact", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not suitable for serious automation: Email-focused only"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|mistral-small|ActiveCampaign", "prompt": "c13-m6", "model": "mistral-small", "cat": "marketing-automation", "variant": "negative", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**ActiveCampaign**: Best overall for SMBs, strong automation, good value"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|mistral-small|Brevo (Sendinblue)", "prompt": "c13-m6", "model": "mistral-small", "cat": "marketing-automation", "variant": "negative", "raw": "Brevo (Sendinblue)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Affordable all-in-one solution with free tier"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|mistral-small|Klaviyo", "prompt": "c13-m6", "model": "mistral-small", "cat": "marketing-automation", "variant": "negative", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Excellent for e-commerce with strong ROI tracking"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|mistral-small|Customer.io", "prompt": "c13-m6", "model": "mistral-small", "cat": "marketing-automation", "variant": "negative", "raw": "Customer.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Highly rated for technical teams and product-led growth"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|mistral-small|Omnisend", "prompt": "c13-m6", "model": "mistral-small", "cat": "marketing-automation", "variant": "negative", "raw": "Omnisend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Great for e-commerce with strong SMS capabilities"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|mistral-small|ConvertKit", "prompt": "c13-m6", "model": "mistral-small", "cat": "marketing-automation", "variant": "negative", "raw": "ConvertKit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Best for creators and newsletter-focused businesses"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|mistral-small|MailerLite", "prompt": "c13-m6", "model": "mistral-small", "cat": "marketing-automation", "variant": "negative", "raw": "MailerLite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Excellent budget option for bootstrapped startups"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|moonshot-small|Drift", "prompt": "c13-m6", "model": "moonshot-small", "cat": "marketing-automation", "variant": "negative", "raw": "Drift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid / Plan Your Migration Now ... Salesloft acquired Drift ... sunsetting it as a standalone product"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|moonshot-small|SAP Marketing Cloud", "prompt": "c13-m6", "model": "moonshot-small", "cat": "marketing-automation", "variant": "negative", "raw": "SAP Marketing Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Confirmed for sunset on December 31, 2026. If you're still on it, export data and migrate now."}, {"id": "mai-20260915-0741-calibration_b|c13-m6|moonshot-small|HubSpot Marketing Hub", "prompt": "c13-m6", "model": "moonshot-small", "cat": "marketing-automation", "variant": "negative", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Extreme Caution: Pricing & Billing Traps ... Dangerous if you're growing rapidly"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|moonshot-small|Klaviyo", "prompt": "c13-m6", "model": "moonshot-small", "cat": "marketing-automation", "variant": "negative", "raw": "Klaviyo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Still a strong choice for Shopify-native ecommerce, but audit your database meticulously before committing"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|moonshot-small|ActiveCampaign", "prompt": "c13-m6", "model": "moonshot-small", "cat": "marketing-automation", "variant": "negative", "raw": "ActiveCampaign", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "ActiveCampaign scores poorly on Trustpilot (2.8/5) due to billing and support frustrations"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|moonshot-small|Mailgun", "prompt": "c13-m6", "model": "moonshot-small", "cat": "marketing-automation", "variant": "negative", "raw": "Mailgun", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "It went from a developer-friendly email API to cost-prohibitive for early-stage projects"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|moonshot-small|Brevo (formerly Sendinblue)", "prompt": "c13-m6", "model": "moonshot-small", "cat": "marketing-automation", "variant": "negative", "raw": "Brevo (formerly Sendinblue)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "offers excellent value for solopreneurs with clean lists, but carries serious risks"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|moonshot-small|Marketo Engage", "prompt": "c13-m6", "model": "moonshot-small", "cat": "marketing-automation", "variant": "negative", "raw": "Marketo Engage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Avoid unless you're a large B2B org with dedicated staff. It's overkill and financially brutal for mid-market teams."}, {"id": "mai-20260915-0741-calibration_b|c13-m6|moonshot-small|Salesforce Account Engagement (Pardot)", "prompt": "c13-m6", "model": "moonshot-small", "cat": "marketing-automation", "variant": "negative", "raw": "Salesforce Account Engagement (Pardot)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "the hidden trap is that it requires Salesforce ... total cost of ownership escalates fast"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|xai-small|Adobe Marketo Engage", "prompt": "c13-m6", "model": "xai-small", "cat": "marketing-automation", "variant": "negative", "raw": "Adobe Marketo Engage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid if:** You're not enterprise-scale or lack technical resources."}, {"id": "mai-20260915-0741-calibration_b|c13-m6|xai-small|Salesforce Marketing Cloud Account Engagement (formerly Pardot; Risk Score: 47/100)", "prompt": "c13-m6", "model": "xai-small", "cat": "marketing-automation", "variant": "negative", "raw": "Salesforce Marketing Cloud Account Engagement (formerly Pardot; Risk Score: 47/100)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Reddit threads call it \"garbage\" for non-experts; requires consultants for setup."}, {"id": "mai-20260915-0741-calibration_b|c13-m6|xai-small|SendGrid", "prompt": "c13-m6", "model": "xai-small", "cat": "marketing-automation", "variant": "negative", "raw": "SendGrid", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Major support deficits... risky for full automation campaigns"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|xai-small|Zoho CRM/Marketing Automation", "prompt": "c13-m6", "model": "xai-small", "cat": "marketing-automation", "variant": "negative", "raw": "Zoho CRM/Marketing Automation", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid if:** Prioritizing responsive help or seamless mobile/large-scale use."}, {"id": "mai-20260915-0741-calibration_b|c13-m6|xai-small|HubSpot", "prompt": "c13-m6", "model": "xai-small", "cat": "marketing-automation", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Safer alternatives:** HubSpot (intuitive, free tier)"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|xai-small|ActiveCampaign", "prompt": "c13-m6", "model": "xai-small", "cat": "marketing-automation", "variant": "negative", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ActiveCampaign (automation-focused, 4.4/5 G2)"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|xai-small|Klaviyo", "prompt": "c13-m6", "model": "xai-small", "cat": "marketing-automation", "variant": "negative", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Klaviyo (ecomm-strong)—higher overall satisfaction, fewer complaints"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|zai-small|HubSpot Marketing Hub", "prompt": "c13-m6", "model": "zai-small", "cat": "marketing-automation", "variant": "negative", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Pricing cliffs**: The jump from Starter ($250/mo) to Professional ($17,500/mo) is extremely steep"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|zai-small|Marketo Engage (Adobe)", "prompt": "c13-m6", "model": "zai-small", "cat": "marketing-automation", "variant": "negative", "raw": "Marketo Engage (Adobe)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Steep learning curve**: Requires 60-90 days of ramp time for new users"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|zai-small|Klaviyo", "prompt": "c13-m6", "model": "zai-small", "cat": "marketing-automation", "variant": "negative", "raw": "Klaviyo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Contact-tier escalator**: The upgrade cliff is the single most common gripe"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|zai-small|Salesforce Marketing Cloud (SFMC)", "prompt": "c13-m6", "model": "zai-small", "cat": "marketing-automation", "variant": "negative", "raw": "Salesforce Marketing Cloud (SFMC)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Extremely expensive**: Typical enterprise contracts run $40,000 to $250,000 per year"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|zai-small|Pardot (Marketing Cloud Account Engagement)", "prompt": "c13-m6", "model": "zai-small", "cat": "marketing-automation", "variant": "negative", "raw": "Pardot (Marketing Cloud Account Engagement)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Expensive for what you get**: Not cost-effective for non-Salesforce organizations"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|zai-small|Mailchimp", "prompt": "c13-m6", "model": "zai-small", "cat": "marketing-automation", "variant": "negative", "raw": "Mailchimp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Entry-Level Tools to Avoid ... **Mailchimp** - **Limited automation** ... **Poor deliverability**"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|zai-small|GetResponse", "prompt": "c13-m6", "model": "zai-small", "cat": "marketing-automation", "variant": "negative", "raw": "GetResponse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Entry-Level Tools to Avoid ... **GetResponse** - **Basic functionality**: Not suitable for complex automation needs"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|zai-small|Customer.io", "prompt": "c13-m6", "model": "zai-small", "cat": "marketing-automation", "variant": "negative", "raw": "Customer.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Customer.io**: Highest-scoring MAP on TrustRadius (9.0–9.1/10)"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|zai-small|ActiveCampaign", "prompt": "c13-m6", "model": "zai-small", "cat": "marketing-automation", "variant": "negative", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "ActiveCampaign**: Best automation-to-price ratio"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|zai-small|Brevo", "prompt": "c13-m6", "model": "zai-small", "cat": "marketing-automation", "variant": "negative", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Brevo**: Budget-friendly with transparent pricing"}, {"id": "mai-20260915-0741-calibration_b|c13-m6|zai-small|Mautic", "prompt": "c13-m6", "model": "zai-small", "cat": "marketing-automation", "variant": "negative", "raw": "Mautic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Mautic**: Open-source option with no licensing costs"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|alibaba-small|HubSpot", "prompt": "c14-m1", "model": "alibaba-small", "cat": "email-marketing", "variant": "direct", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B startups & growth companies: Start with **HubSpot** or **ActiveCampaign**."}, {"id": "mai-20260915-0741-calibration_b|c14-m1|alibaba-small|ActiveCampaign", "prompt": "c14-m1", "model": "alibaba-small", "cat": "email-marketing", "variant": "direct", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **HubSpot** or **ActiveCampaign**. They offer the fastest time-to-value"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|alibaba-small|Salesforce Marketing Cloud / Account Engagement (Pardot)", "prompt": "c14-m1", "model": "alibaba-small", "cat": "email-marketing", "variant": "direct", "raw": "Salesforce Marketing Cloud / Account Engagement (Pardot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your org already runs on Salesforce, this is the logical path."}, {"id": "mai-20260915-0741-calibration_b|c14-m1|alibaba-small|Marketo Engage (Adobe)", "prompt": "c14-m1", "model": "alibaba-small", "cat": "email-marketing", "variant": "direct", "raw": "Marketo Engage (Adobe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For established mid-market firms with mature ops: Move to **Marketo** or **Salesforce Pardot**"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|anthropic-small|HubSpot", "prompt": "c14-m1", "model": "anthropic-small", "cat": "email-marketing", "variant": "direct", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall for Mid-Market B2B:**\n\nHubSpot is an all-in-one solution for B2B marketers"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|anthropic-small|ActiveCampaign", "prompt": "c14-m1", "model": "anthropic-small", "cat": "email-marketing", "variant": "direct", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best Value for Budget-Conscious Mid-Market:**\n\nActiveCampaign is used by mid-market B2B SaaS companies"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|anthropic-small|Mailsoftly", "prompt": "c14-m1", "model": "anthropic-small", "cat": "email-marketing", "variant": "direct", "raw": "Mailsoftly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mailsoftly is a deliverability-focused email marketing platform for B2B teams"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|anthropic-small|Brevo", "prompt": "c14-m1", "model": "anthropic-small", "cat": "email-marketing", "variant": "direct", "raw": "Brevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Brevo is a budget-friendly platform that combines email, SMS, and CRM features."}, {"id": "mai-20260915-0741-calibration_b|c14-m1|challenger-small|HubSpot Marketing Hub", "prompt": "c14-m1", "model": "challenger-small", "cat": "email-marketing", "variant": "direct", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around email marketing platform is usually **HubSpot Marketing Hub**"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|challenger-small|ActiveCampaign", "prompt": "c14-m1", "model": "challenger-small", "cat": "email-marketing", "variant": "direct", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ActiveCampaign** is the strongest alternative"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|challenger-small|Marketo Engage", "prompt": "c14-m1", "model": "challenger-small", "cat": "email-marketing", "variant": "direct", "raw": "Marketo Engage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "better fit for larger enterprise B2B organizations ... rather than typical mid-market teams"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|deepseek-small|HubSpot Marketing Hub", "prompt": "c14-m1", "model": "deepseek-small", "cat": "email-marketing", "variant": "direct", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Short answer: HubSpot is the best default choice"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|deepseek-small|Salesforce Marketing Cloud Account Engagement (formerly Pardot)", "prompt": "c14-m1", "model": "deepseek-small", "cat": "email-marketing", "variant": "direct", "raw": "Salesforce Marketing Cloud Account Engagement (formerly Pardot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "This is the strongest choice if you're Salesforce-committed."}, {"id": "mai-20260915-0741-calibration_b|c14-m1|deepseek-small|Adobe Marketo Engage", "prompt": "c14-m1", "model": "deepseek-small", "cat": "email-marketing", "variant": "direct", "raw": "Adobe Marketo Engage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Powerful but requires a certified admin — often \"more platform than you need\" under ~50 marketing staff."}, {"id": "mai-20260915-0741-calibration_b|c14-m1|deepseek-small|ActiveCampaign", "prompt": "c14-m1", "model": "deepseek-small", "cat": "email-marketing", "variant": "direct", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Under ~$500/mo → ActiveCampaign ($49/mo)... Good for leaner teams, though with less enterprise governance."}, {"id": "mai-20260915-0741-calibration_b|c14-m1|deepseek-small|Brevo", "prompt": "c14-m1", "model": "deepseek-small", "cat": "email-marketing", "variant": "direct", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Brevo (formerly Sendinblue, free–$18/mo). Good for leaner teams"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|deepseek-small|MarketBetter", "prompt": "c14-m1", "model": "deepseek-small", "cat": "email-marketing", "variant": "direct", "raw": "MarketBetter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "$500–$2,000/mo → HubSpot Professional, MarketBetter."}, {"id": "mai-20260915-0741-calibration_b|c14-m1|deepseek-small|Oracle Eloqua", "prompt": "c14-m1", "model": "deepseek-small", "cat": "email-marketing", "variant": "direct", "raw": "Oracle Eloqua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Complex/unregulated enterprise programs | Marketo (Adobe) or Oracle Eloqua"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|google-small|HubSpot Marketing Hub", "prompt": "c14-m1", "model": "google-small", "cat": "email-marketing", "variant": "direct", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall (The \"Gold Standard\" for B2B Inbound)... HubSpot is the default choice for mid-market B2B companies."}, {"id": "mai-20260915-0741-calibration_b|c14-m1|google-small|ActiveCampaign", "prompt": "c14-m1", "model": "google-small", "cat": "email-marketing", "variant": "direct", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ActiveCampaign is the strongest challenger to HubSpot, offering enterprise-grade automation features for a fraction of the cost."}, {"id": "mai-20260915-0741-calibration_b|c14-m1|google-small|Salesforce Account Engagement (Formerly Pardot)", "prompt": "c14-m1", "model": "google-small", "cat": "email-marketing", "variant": "direct", "raw": "Salesforce Account Engagement (Formerly Pardot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if Your Sales Team Lives in Salesforce... is the logical choice."}, {"id": "mai-20260915-0741-calibration_b|c14-m1|google-small|Adobe Marketo Engage", "prompt": "c14-m1", "model": "google-small", "cat": "email-marketing", "variant": "direct", "raw": "Adobe Marketo Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Upper Mid-Market with High-Volume, Complex Sales Cycles"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|google-small|Apollo.io", "prompt": "c14-m1", "model": "google-small", "cat": "email-marketing", "variant": "direct", "raw": "Apollo.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "you should look at dedicated sales engagement platforms like **Apollo.io**, **Outreach**, or **Salesloft**"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|google-small|Outreach", "prompt": "c14-m1", "model": "google-small", "cat": "email-marketing", "variant": "direct", "raw": "Outreach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "dedicated sales engagement platforms like **Apollo.io**, **Outreach**, or **Salesloft**"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|google-small|Salesloft", "prompt": "c14-m1", "model": "google-small", "cat": "email-marketing", "variant": "direct", "raw": "Salesloft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "dedicated sales engagement platforms like **Apollo.io**, **Outreach**, or **Salesloft**"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|meta-small|HubSpot", "prompt": "c14-m1", "model": "meta-small", "cat": "email-marketing", "variant": "direct", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HubSpot - Best for B2B service companies that need to connect email campaigns directly to revenue attribution."}, {"id": "mai-20260915-0741-calibration_b|c14-m1|meta-small|Klaviyo", "prompt": "c14-m1", "model": "meta-small", "cat": "email-marketing", "variant": "direct", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Klaviyo - Recommended as the default email marketing platform for most Shopify-based mid-market brands."}, {"id": "mai-20260915-0741-calibration_b|c14-m1|meta-small|Attentive Email", "prompt": "c14-m1", "model": "meta-small", "cat": "email-marketing", "variant": "direct", "raw": "Attentive Email", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A powerful complementary or alternative solution for brands already invested in Attentive's SMS ecosystem."}, {"id": "mai-20260915-0741-calibration_b|c14-m1|minimax-small|ActiveCampaign", "prompt": "c14-m1", "model": "minimax-small", "cat": "email-marketing", "variant": "direct", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **ActiveCampaign** offers the best balance of advanced automation and pricing."}, {"id": "mai-20260915-0741-calibration_b|c14-m1|minimax-small|HubSpot Marketing Hub", "prompt": "c14-m1", "model": "minimax-small", "cat": "email-marketing", "variant": "direct", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need deep CRM integration and have the budget, **HubSpot** is the industry standard for mid-market B2B SaaS."}, {"id": "mai-20260915-0741-calibration_b|c14-m1|minimax-small|Customer.io", "prompt": "c14-m1", "model": "minimax-small", "cat": "email-marketing", "variant": "direct", "raw": "Customer.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Customer.io** \\u2013 Good for B2B with lifecycle marketing focus"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|minimax-small|Klaviyo", "prompt": "c14-m1", "model": "minimax-small", "cat": "email-marketing", "variant": "direct", "raw": "Klaviyo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Klaviyo** \\u2013 Strong for e-commerce but also viable for B2B"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|mistral-small|ActiveCampaign", "prompt": "c14-m1", "model": "mistral-small", "cat": "email-marketing", "variant": "direct", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **ActiveCampaign** provides the best value with superior automation capabilities and deliverability"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|mistral-small|HubSpot Marketing Hub", "prompt": "c14-m1", "model": "mistral-small", "cat": "email-marketing", "variant": "direct", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for:** B2B companies already using HubSpot CRM or needing tight sales-marketing alignment"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|mistral-small|Klaviyo", "prompt": "c14-m1", "model": "mistral-small", "cat": "email-marketing", "variant": "direct", "raw": "Klaviyo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Klaviyo** | Ecommerce B2B | ⭐⭐⭐ | ⭐⭐⭐⭐ | $150/month | Ecommerce lifecycle marketing |"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|mistral-small|Brevo", "prompt": "c14-m1", "model": "mistral-small", "cat": "email-marketing", "variant": "direct", "raw": "Brevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Brevo** | Budget-conscious | ⭐⭐ | ⭐⭐⭐ | $25/month | Low-cost multi-channel |"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|moonshot-small|HubSpot Marketing Hub", "prompt": "c14-m1", "model": "moonshot-small", "cat": "email-marketing", "variant": "direct", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HubSpot Marketing Hub** — Best Overall for Mid-Market B2B"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|moonshot-small|ActiveCampaign", "prompt": "c14-m1", "model": "moonshot-small", "cat": "email-marketing", "variant": "direct", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ActiveCampaign provides the best alternative for cost-conscious teams**"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|moonshot-small|Marketo Engage (Adobe)", "prompt": "c14-m1", "model": "moonshot-small", "cat": "email-marketing", "variant": "direct", "raw": "Marketo Engage (Adobe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Complex Enterprise B2B ... Ideal for: Large mid-market companies with sophisticated sales cycles"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|moonshot-small|Salesforce Marketing Cloud Account Engagement (formerly Pardot)", "prompt": "c14-m1", "model": "moonshot-small", "cat": "email-marketing", "variant": "direct", "raw": "Salesforce Marketing Cloud Account Engagement (formerly Pardot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal for: Companies already deeply invested in Salesforce CRM"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|openai-small|HubSpot Marketing Hub", "prompt": "c14-m1", "model": "openai-small", "cat": "email-marketing", "variant": "direct", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default pick is **HubSpot Marketing Hub** ... best overall for mid-market B2B"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|openai-small|ActiveCampaign", "prompt": "c14-m1", "model": "openai-small", "cat": "email-marketing", "variant": "direct", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ActiveCampaign** is often the strongest alternative for mid-market teams"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|openai-small|Salesforce Account Engagement / Marketo", "prompt": "c14-m1", "model": "openai-small", "cat": "email-marketing", "variant": "direct", "raw": "Salesforce Account Engagement / Marketo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "I'm being cautious here because those products are typically a better fit as complexity grows rather than being the simplest mid-market default"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|openai-small|Brevo", "prompt": "c14-m1", "model": "openai-small", "cat": "email-marketing", "variant": "direct", "raw": "Brevo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "good value and simpler needs, but generally less deep for sophisticated B2B lifecycle automation"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|openai-small|Mailchimp", "prompt": "c14-m1", "model": "openai-small", "cat": "email-marketing", "variant": "direct", "raw": "Mailchimp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "great for basic campaigns, but usually not my first choice for mid-market B2B lifecycle marketing"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|xai-small|HubSpot Marketing Hub", "prompt": "c14-m1", "model": "xai-small", "cat": "email-marketing", "variant": "direct", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with **HubSpot** if sales-marketing alignment and attribution are priorities (common in B2B)—it's purpose-built for this."}, {"id": "mai-20260915-0741-calibration_b|c14-m1|xai-small|ActiveCampaign", "prompt": "c14-m1", "model": "xai-small", "cat": "email-marketing", "variant": "direct", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the top recommendations are HubSpot Marketing Hub and ActiveCampaign"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|xai-small|Marketo Engage", "prompt": "c14-m1", "model": "xai-small", "cat": "email-marketing", "variant": "direct", "raw": "Marketo Engage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Marketo** if you're Salesforce-native and need advanced lead scoring (enterprise-leaning, high cost/TCO $60K+/year)"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|xai-small|Brevo", "prompt": "c14-m1", "model": "xai-small", "cat": "email-marketing", "variant": "direct", "raw": "Brevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Brevo** or **Customer.io** for cheaper multi-channel (email/SMS) but lighter on B2B sales."}, {"id": "mai-20260915-0741-calibration_b|c14-m1|xai-small|Customer.io", "prompt": "c14-m1", "model": "xai-small", "cat": "email-marketing", "variant": "direct", "raw": "Customer.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Brevo** or **Customer.io** for cheaper multi-channel (email/SMS) but lighter on B2B sales."}, {"id": "mai-20260915-0741-calibration_b|c14-m1|xai-small|Klaviyo", "prompt": "c14-m1", "model": "xai-small", "cat": "email-marketing", "variant": "direct", "raw": "Klaviyo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid e-comm focused like Klaviyo unless hybrid B2C."}, {"id": "mai-20260915-0741-calibration_b|c14-m1|zai-small|ActiveCampaign", "prompt": "c14-m1", "model": "zai-small", "cat": "email-marketing", "variant": "direct", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ActiveCampaign** ⭐ Best Overall for B2B"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|zai-small|HubSpot Marketing Hub", "prompt": "c14-m1", "model": "zai-small", "cat": "email-marketing", "variant": "direct", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HubSpot Marketing Hub** ⭐ Best All-in-One Solution"}, {"id": "mai-20260915-0741-calibration_b|c14-m1|zai-small|Brevo", "prompt": "c14-m1", "model": "zai-small", "cat": "email-marketing", "variant": "direct", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Brevo** ⭐ Best Value"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|alibaba-small|ActiveCampaign", "prompt": "c14-m2", "model": "alibaba-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall (Automation & Logic) **ActiveCampaign** ... widely considered the \"Goldilocks\" solution for B2B"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|alibaba-small|Mailchimp", "prompt": "c14-m2", "model": "alibaba-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "Mailchimp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "It bridges the gap between a simple email provider (like Mailchimp) and an enterprise software suite."}, {"id": "mai-20260915-0741-calibration_b|c14-m2|alibaba-small|HubSpot", "prompt": "c14-m2", "model": "alibaba-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best \"All-in-One\" Ecosystem **HubSpot** ... Cons: As you scale, HubSpot gets significantly more expensive"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|alibaba-small|Customer.io", "prompt": "c14-m2", "model": "alibaba-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "Customer.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for High-Tech / SaaS Products **Customer.io** ... this is a top contender."}, {"id": "mai-20260915-0741-calibration_b|c14-m2|alibaba-small|Brevo (formerly Sendinblue)", "prompt": "c14-m2", "model": "alibaba-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "Brevo (formerly Sendinblue)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have a large database but a smaller marketing budget, Brevo is often the go-to."}, {"id": "mai-20260915-0741-calibration_b|c14-m2|anthropic-small|ActiveCampaign", "prompt": "c14-m2", "model": "anthropic-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ActiveCampaign is one of the currently best B2B email marketing tools."}, {"id": "mai-20260915-0741-calibration_b|c14-m2|anthropic-small|HubSpot", "prompt": "c14-m2", "model": "anthropic-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HubSpot is good for companies looking for an all-in-one marketing and CRM platform."}, {"id": "mai-20260915-0741-calibration_b|c14-m2|anthropic-small|Brevo", "prompt": "c14-m2", "model": "anthropic-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Brevo** (Best budget-friendly)"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|anthropic-small|Brevo (formerly Sendinblue)", "prompt": "c14-m2", "model": "anthropic-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "Brevo (formerly Sendinblue)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Brevo is good for growing businesses that need affordable email + SMS tools."}, {"id": "mai-20260915-0741-calibration_b|c14-m2|challenger-small|HubSpot Marketing Hub", "prompt": "c14-m2", "model": "challenger-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **HubSpot Marketing Hub** if you want the strongest all-around option"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|challenger-small|ActiveCampaign", "prompt": "c14-m2", "model": "challenger-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ActiveCampaign** is often the better fit for mid-market B2B teams"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|challenger-small|Mailchimp", "prompt": "c14-m2", "model": "challenger-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "Mailchimp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your team is more **mid-sized SMB than sales-led B2B** and values ease of use"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|deepseek-small|ActiveCampaign", "prompt": "c14-m2", "model": "deepseek-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **ActiveCampaign** (best overall for B2B)"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|deepseek-small|HubSpot Marketing Hub", "prompt": "c14-m2", "model": "deepseek-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose HubSpot if you want **marketing and sales under one roof**... It's the premium pick."}, {"id": "mai-20260915-0741-calibration_b|c14-m2|deepseek-small|Brevo", "prompt": "c14-m2", "model": "deepseek-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "Brevo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "weaker automation depth, more limited segmentation, and reportedly lower deliverability — not ideal for complex B2B nurturing"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|google-small|Mailchimp", "prompt": "c14-m2", "model": "google-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "Mailchimp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Basic tools like Mailchimp or MailerLite are usually too restrictive once you need advanced branching logic and lead scoring"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|google-small|MailerLite", "prompt": "c14-m2", "model": "google-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "MailerLite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Basic tools like Mailchimp or MailerLite are usually too restrictive"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|google-small|Marketo", "prompt": "c14-m2", "model": "google-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "Marketo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise tools like Marketo or Salesforce Marketing Cloud are often too expensive and require a dedicated administrator"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|google-small|Salesforce Marketing Cloud", "prompt": "c14-m2", "model": "google-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "Salesforce Marketing Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprise tools like Marketo or Salesforce Marketing Cloud are often too expensive"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|google-small|ActiveCampaign", "prompt": "c14-m2", "model": "google-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Best Overall for Mid-Sized B2B (Value + Automation Power)"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|google-small|HubSpot Marketing Hub (Professional Tier)", "prompt": "c14-m2", "model": "google-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "HubSpot Marketing Hub (Professional Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "HubSpot is the industry standard for mid-market B2B ... The Catch: Cost."}, {"id": "mai-20260915-0741-calibration_b|c14-m2|google-small|Brevo (formerly Sendinblue)", "prompt": "c14-m2", "model": "google-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "Brevo (formerly Sendinblue)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Budget-Friendly & Volume-Based Option"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|google-small|Apollo.io", "prompt": "c14-m2", "model": "google-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Bonus Recommendation: Apollo.io — Best if your primary focus is Outbound Sales Prospecting"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|meta-small|HubSpot", "prompt": "c14-m2", "model": "meta-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HubSpot - ideal for B2B service companies that need to connect email campaigns directly to revenue attribution."}, {"id": "mai-20260915-0741-calibration_b|c14-m2|meta-small|Maileroo", "prompt": "c14-m2", "model": "meta-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "Maileroo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Maileroo - suitable for small to medium-sized businesses looking to grow their presence and manage multiple brands"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|meta-small|EmailToolTester", "prompt": "c14-m2", "model": "meta-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "EmailToolTester", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other notable mentions include EmailToolTester, Sequenzy, and Business.com"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|meta-small|Sequenzy", "prompt": "c14-m2", "model": "meta-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "Sequenzy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other notable mentions include EmailToolTester, Sequenzy, and Business.com"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|meta-small|Business.com", "prompt": "c14-m2", "model": "meta-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "Business.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notable mentions include EmailToolTester, Sequenzy, and Business.com"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|minimax-small|HubSpot Email Marketing", "prompt": "c14-m2", "model": "minimax-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "HubSpot Email Marketing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, I'd suggest **HubSpot** or **ActiveCampaign**"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|minimax-small|Marketo", "prompt": "c14-m2", "model": "minimax-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "Marketo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cons: Higher learning curve, expensive"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|minimax-small|ActiveCampaign", "prompt": "c14-m2", "model": "minimax-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**ActiveCampaign** if you want powerful automation at a better price point"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|minimax-small|Pardot (Salesforce)", "prompt": "c14-m2", "model": "minimax-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "Pardot (Salesforce)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cons: Requires Salesforce, expensive"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|mistral-small|ActiveCampaign", "prompt": "c14-m2", "model": "mistral-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: ActiveCampaign"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|mistral-small|HubSpot Marketing Hub", "prompt": "c14-m2", "model": "mistral-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: HubSpot Marketing Hub"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|mistral-small|Brevo (formerly Sendinblue)", "prompt": "c14-m2", "model": "mistral-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "Brevo (formerly Sendinblue)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-Friendly Option: Brevo (formerly Sendinblue)"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|moonshot-small|HubSpot Marketing Hub", "prompt": "c14-m2", "model": "moonshot-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: HubSpot Marketing Hub"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|moonshot-small|ActiveCampaign", "prompt": "c14-m2", "model": "moonshot-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Value Alternative: ActiveCampaign"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|moonshot-small|Marketing Cloud Account Engagement (formerly Pardot)", "prompt": "c14-m2", "model": "moonshot-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "Marketing Cloud Account Engagement (formerly Pardot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: B2B companies already deeply invested in Salesforce CRM"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|openai-small|HubSpot Marketing Hub", "prompt": "c14-m2", "model": "openai-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **HubSpot Marketing Hub**"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|openai-small|ActiveCampaign", "prompt": "c14-m2", "model": "openai-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ActiveCampaign** is a very strong alternative"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|openai-small|Mailchimp", "prompt": "c14-m2", "model": "openai-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "Mailchimp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "for a mid-sized B2B company it often becomes less compelling once you need more robust B2B automation and CRM alignment"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|xai-small|ActiveCampaign", "prompt": "c14-m2", "model": "xai-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend ActiveCampaign as the top choice."}, {"id": "mai-20260915-0741-calibration_b|c14-m2|xai-small|HubSpot Marketing Hub", "prompt": "c14-m2", "model": "xai-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Strong Alternative: HubSpot Marketing Hub"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|xai-small|Mailchimp", "prompt": "c14-m2", "model": "xai-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "Mailchimp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Skip Mailchimp if you're past basics—it's better for small B2C."}, {"id": "mai-20260915-0741-calibration_b|c14-m2|zai-small|ActiveCampaign", "prompt": "c14-m2", "model": "zai-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ActiveCampaign** as your top choice"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|zai-small|HubSpot", "prompt": "c14-m2", "model": "zai-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **HubSpot** as an alternative if you need deeper CRM integration"}, {"id": "mai-20260915-0741-calibration_b|c14-m2|zai-small|Mailchimp", "prompt": "c14-m2", "model": "zai-small", "cat": "email-marketing", "variant": "paraphrase", "raw": "Mailchimp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "More expressive branching and conditional logic than Mailchimp"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|alibaba-small|Klaviyo", "prompt": "c14-m3", "model": "alibaba-small", "cat": "email-marketing", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Klaviyo**: The industry standard for data-driven ecommerce brands."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|alibaba-small|Omnisend", "prompt": "c14-m3", "model": "alibaba-small", "cat": "email-marketing", "variant": "comparative", "raw": "Omnisend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong alternative to Klaviyo that is often easier to use and slightly more affordable for smaller stores."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|alibaba-small|ActiveCampaign", "prompt": "c14-m3", "model": "alibaba-small", "cat": "email-marketing", "variant": "comparative", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "ActiveCampaign is widely regarded as the gold standard for complex workflow automation."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|alibaba-small|Mailchimp", "prompt": "c14-m3", "model": "alibaba-small", "cat": "email-marketing", "variant": "comparative", "raw": "Mailchimp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best All-In-One / Beginner Friendly: Mailchimp"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|alibaba-small|Brevo (Sendinblue)", "prompt": "c14-m3", "model": "alibaba-small", "cat": "email-marketing", "variant": "comparative", "raw": "Brevo (Sendinblue)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for SMBs & Multi-Channel Marketing: Brevo (Sendinblue)"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|alibaba-small|Sender", "prompt": "c14-m3", "model": "alibaba-small", "cat": "email-marketing", "variant": "comparative", "raw": "Sender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Known for offering a very generous free tier and high-value pricing for paid plans."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|alibaba-small|Kit (formerly ConvertKit)", "prompt": "c14-m3", "model": "alibaba-small", "cat": "email-marketing", "variant": "comparative", "raw": "Kit (formerly ConvertKit)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Kit is designed for bloggers, podcasters, and digital creators"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|alibaba-small|HubSpot", "prompt": "c14-m3", "model": "alibaba-small", "cat": "email-marketing", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "it is also the most expensive option, with costs scaling rapidly as you add seats and features."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|anthropic-small|MailerLite", "prompt": "c14-m3", "model": "anthropic-small", "cat": "email-marketing", "variant": "comparative", "raw": "MailerLite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MailerLite consistently earns top marks for ease of use... generous free plan"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|anthropic-small|Mailchimp", "prompt": "c14-m3", "model": "anthropic-small", "cat": "email-marketing", "variant": "comparative", "raw": "Mailchimp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mailchimp is among the top email marketing solutions to check out"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|anthropic-small|ActiveCampaign", "prompt": "c14-m3", "model": "anthropic-small", "cat": "email-marketing", "variant": "comparative", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "stands out if your focus is advanced automation and scalability"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|anthropic-small|Constant Contact", "prompt": "c14-m3", "model": "anthropic-small", "cat": "email-marketing", "variant": "comparative", "raw": "Constant Contact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for small businesses looking for simple, multi-channel marketing tools"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|anthropic-small|Klaviyo", "prompt": "c14-m3", "model": "anthropic-small", "cat": "email-marketing", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For ecommerce, Klaviyo leads, particularly with Shopify integration"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|anthropic-small|Brevo", "prompt": "c14-m3", "model": "anthropic-small", "cat": "email-marketing", "variant": "comparative", "raw": "Brevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Brevo is a marketing and CRM platform with tools to automate email campaigns"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|anthropic-small|Kit", "prompt": "c14-m3", "model": "anthropic-small", "cat": "email-marketing", "variant": "comparative", "raw": "Kit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Kit is designed specifically to help creators grow an audience"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|anthropic-small|HubSpot", "prompt": "c14-m3", "model": "anthropic-small", "cat": "email-marketing", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "HubSpot offers a more integrated solution"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|anthropic-small|Mailercloud", "prompt": "c14-m3", "model": "anthropic-small", "cat": "email-marketing", "variant": "comparative", "raw": "Mailercloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Mailercloud and MailerLite offer the best combination of features and affordability"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|anthropic-small|Omnisend", "prompt": "c14-m3", "model": "anthropic-small", "cat": "email-marketing", "variant": "comparative", "raw": "Omnisend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "for ecommerce, Klaviyo or Omnisend lead"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|challenger-small|Mailchimp", "prompt": "c14-m3", "model": "challenger-small", "cat": "email-marketing", "variant": "comparative", "raw": "Mailchimp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Known for **simplicity**, broad brand recognition... with lighter automation than the more advanced tools."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|challenger-small|Brevo", "prompt": "c14-m3", "model": "challenger-small", "cat": "email-marketing", "variant": "comparative", "raw": "Brevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Stands out for **multi-channel marketing** and often **unlimited contacts**"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|challenger-small|HubSpot", "prompt": "c14-m3", "model": "challenger-small", "cat": "email-marketing", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "it is the most \"all-in-one\" option but typically costs more"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|challenger-small|ActiveCampaign", "prompt": "c14-m3", "model": "challenger-small", "cat": "email-marketing", "variant": "comparative", "raw": "ActiveCampaign", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best known for **deep workflow automation**"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|challenger-small|Klaviyo", "prompt": "c14-m3", "model": "challenger-small", "cat": "email-marketing", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strongest when you need **ecommerce segmentation**"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|challenger-small|MailerLite", "prompt": "c14-m3", "model": "challenger-small", "cat": "email-marketing", "variant": "comparative", "raw": "MailerLite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Often praised for **ease of use** and a generous free plan"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|challenger-small|Kit", "prompt": "c14-m3", "model": "challenger-small", "cat": "email-marketing", "variant": "comparative", "raw": "Kit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focuses on **audience tagging, newsletter growth, and monetization** for creators"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|challenger-small|Omnisend", "prompt": "c14-m3", "model": "challenger-small", "cat": "email-marketing", "variant": "comparative", "raw": "Omnisend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Built around **pre-made ecommerce workflows** and omnichannel messaging"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|challenger-small|GetResponse", "prompt": "c14-m3", "model": "challenger-small", "cat": "email-marketing", "variant": "comparative", "raw": "GetResponse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Differentiates itself by including **webinar hosting**"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|challenger-small|Constant Contact", "prompt": "c14-m3", "model": "challenger-small", "cat": "email-marketing", "variant": "comparative", "raw": "Constant Contact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "A more conventional email tool often chosen for **simplicity**"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|challenger-small|Sender", "prompt": "c14-m3", "model": "challenger-small", "cat": "email-marketing", "variant": "comparative", "raw": "Sender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Brevo, MailerLite, and Sender are often highlighted for generous or low-cost starting options"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|deepseek-small|Mailchimp", "prompt": "c14-m3", "model": "deepseek-small", "cat": "email-marketing", "variant": "comparative", "raw": "Mailchimp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "\"I just want something easy that works\" → **Mailchimp** (Standard at ~$20/mo)"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|deepseek-small|Klaviyo", "prompt": "c14-m3", "model": "deepseek-small", "cat": "email-marketing", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Klaviyo is the gold standard; Omnisend is the budget-friendly alternative."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|deepseek-small|HubSpot", "prompt": "c14-m3", "model": "deepseek-small", "cat": "email-marketing", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "\"I'm B2B and need CRM integration\" → **HubSpot Marketing Hub**"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|deepseek-small|ActiveCampaign", "prompt": "c14-m3", "model": "deepseek-small", "cat": "email-marketing", "variant": "comparative", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ActiveCampaign** offers the **most advanced automation**"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|deepseek-small|Brevo", "prompt": "c14-m3", "model": "deepseek-small", "cat": "email-marketing", "variant": "comparative", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "\"I want to save money / have a big list\" → **Brevo** or **MailerLite**"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|deepseek-small|MailerLite", "prompt": "c14-m3", "model": "deepseek-small", "cat": "email-marketing", "variant": "comparative", "raw": "MailerLite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**MailerLite** leads at ~97.2% inbox placement (best in category)."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|deepseek-small|Omnisend", "prompt": "c14-m3", "model": "deepseek-small", "cat": "email-marketing", "variant": "comparative", "raw": "Omnisend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "\"I run an online store\" → **Klaviyo** (established) or **Omnisend** (growing/budget)"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|deepseek-small|Kit (formerly ConvertKit)", "prompt": "c14-m3", "model": "deepseek-small", "cat": "email-marketing", "variant": "comparative", "raw": "Kit (formerly ConvertKit)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Content creators / newsletters** → **Kit (ConvertKit)**"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|deepseek-small|GetResponse", "prompt": "c14-m3", "model": "deepseek-small", "cat": "email-marketing", "variant": "comparative", "raw": "GetResponse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**GetResponse** adds built-in **webinar hosting** and landing pages."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|deepseek-small|Constant Contact", "prompt": "c14-m3", "model": "deepseek-small", "cat": "email-marketing", "variant": "comparative", "raw": "Constant Contact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Constant Contact | Small/local businesses, nonprofits | ~$12/mo"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|deepseek-small|Moosend", "prompt": "c14-m3", "model": "deepseek-small", "cat": "email-marketing", "variant": "comparative", "raw": "Moosend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Per-email-sent (billing by volume):** Brevo, MailerLite, Moosend."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|deepseek-small|HiMail", "prompt": "c14-m3", "model": "deepseek-small", "cat": "email-marketing", "variant": "comparative", "raw": "HiMail", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Others like HiMail, ActiveCampaign, and Mailchimp generally fall in the 93–96% range."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|deepseek-small|Sender", "prompt": "c14-m3", "model": "deepseek-small", "cat": "email-marketing", "variant": "comparative", "raw": "Sender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Brevo, MailerLite, Klaviyo, and Sender all offer genuinely usable free tiers"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|google-small|Klaviyo", "prompt": "c14-m3", "model": "google-small", "cat": "email-marketing", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Klaviyo is the undisputed powerhouse of e-commerce email marketing."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|google-small|Kit", "prompt": "c14-m3", "model": "google-small", "cat": "email-marketing", "variant": "comparative", "raw": "Kit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Kit** if you are a writer, blogger, course creator, or influencer."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|google-small|Omnisend", "prompt": "c14-m3", "model": "google-small", "cat": "email-marketing", "variant": "comparative", "raw": "Omnisend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "cost-effective Klaviyo alternative"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|google-small|Kit (formerly ConvertKit)", "prompt": "c14-m3", "model": "google-small", "cat": "email-marketing", "variant": "comparative", "raw": "Kit (formerly ConvertKit)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you are an educator, influencer, or coach: Go with Kit."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|google-small|Beehiiv", "prompt": "c14-m3", "model": "google-small", "cat": "email-marketing", "variant": "comparative", "raw": "Beehiiv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Go with **Beehiiv** (for scaling)"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|google-small|Substack", "prompt": "c14-m3", "model": "google-small", "cat": "email-marketing", "variant": "comparative", "raw": "Substack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Extremely limited customization, no integrations, no advanced marketing automation, and highly expensive once you reach thousands of paid subscribers."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|google-small|Flodesk", "prompt": "c14-m3", "model": "google-small", "cat": "email-marketing", "variant": "comparative", "raw": "Flodesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Highly visual brands, influencers, and aesthetic-focused small businesses"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|google-small|Brevo", "prompt": "c14-m3", "model": "google-small", "cat": "email-marketing", "variant": "comparative", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Brevo** if you have a massive contact list but only send emails occasionally"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|google-small|MailerLite", "prompt": "c14-m3", "model": "google-small", "cat": "email-marketing", "variant": "comparative", "raw": "MailerLite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "MailerLite is widely considered the best overall value in email marketing."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|google-small|Mailchimp", "prompt": "c14-m3", "model": "google-small", "cat": "email-marketing", "variant": "comparative", "raw": "Mailchimp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Mailchimp's free plan has become incredibly restrictive, and its paid plans scale steeply. It can feel cluttered to navigate."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|google-small|Brevo (formerly Sendinblue)", "prompt": "c14-m3", "model": "google-small", "cat": "email-marketing", "variant": "comparative", "raw": "Brevo (formerly Sendinblue)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best For: Companies with massive contact lists but low sending frequency."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|google-small|ActiveCampaign", "prompt": "c14-m3", "model": "google-small", "cat": "email-marketing", "variant": "comparative", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "ActiveCampaign has the best visual automation builder in the industry."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|google-small|HubSpot", "prompt": "c14-m3", "model": "google-small", "cat": "email-marketing", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Best For: B2B mid-market and enterprise companies looking for an all-in-one marketing hub."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|meta-small|Omnisend", "prompt": "c14-m3", "model": "meta-small", "cat": "email-marketing", "variant": "comparative", "raw": "Omnisend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Omnisend is best for eCommerce"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|meta-small|ActiveCampaign", "prompt": "c14-m3", "model": "meta-small", "cat": "email-marketing", "variant": "comparative", "raw": "ActiveCampaign", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "ActiveCampaign is best for growing businesses"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|meta-small|Brevo", "prompt": "c14-m3", "model": "meta-small", "cat": "email-marketing", "variant": "comparative", "raw": "Brevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Brevo is best for growing businesses and offers affordable automation"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|meta-small|HubSpot", "prompt": "c14-m3", "model": "meta-small", "cat": "email-marketing", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "HubSpot is best for enterprise B2B with existing HubSpot investment"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|meta-small|Mailchimp", "prompt": "c14-m3", "model": "meta-small", "cat": "email-marketing", "variant": "comparative", "raw": "Mailchimp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mailchimp is best for simple emailing"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|meta-small|Klaviyo", "prompt": "c14-m3", "model": "meta-small", "cat": "email-marketing", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Klaviyo is best for eCommerce automation"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|minimax-small|Klaviyo", "prompt": "c14-m3", "model": "minimax-small", "cat": "email-marketing", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| **Klaviyo** | $20/mo | Ecommerce | Advanced segmentation & customer data |"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|minimax-small|ActiveCampaign", "prompt": "c14-m3", "model": "minimax-small", "cat": "email-marketing", "variant": "comparative", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "| **ActiveCampaign** | $15/mo | Automation/CRM | Premade workflows & CRM integration |"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|minimax-small|Brevo", "prompt": "c14-m3", "model": "minimax-small", "cat": "email-marketing", "variant": "comparative", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **Brevo** | $9/mo | Growing businesses | All-in-one (email + SMS + CRM) |"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|minimax-small|Omnisend", "prompt": "c14-m3", "model": "minimax-small", "cat": "email-marketing", "variant": "comparative", "raw": "Omnisend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Online store with complex automation | **Klaviyo** or **Omnisend**"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|minimax-small|HubSpot", "prompt": "c14-m3", "model": "minimax-small", "cat": "email-marketing", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| **HubSpot** | $20/mo | Enterprise/B2B | Free CRM & account-based lead scoring |"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|minimax-small|Mailchimp", "prompt": "c14-m3", "model": "minimax-small", "cat": "email-marketing", "variant": "comparative", "raw": "Mailchimp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Small business, need ease of use | **Mailchimp** or **Brevo**"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|minimax-small|Sender", "prompt": "c14-m3", "model": "minimax-small", "cat": "email-marketing", "variant": "comparative", "raw": "Sender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tight budget, need value | **MailerLite** or **Sender**"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|minimax-small|EmailOctopus", "prompt": "c14-m3", "model": "minimax-small", "cat": "email-marketing", "variant": "comparative", "raw": "EmailOctopus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Budget options**: EmailOctopus ($8/mo)"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|minimax-small|Moosend", "prompt": "c14-m3", "model": "minimax-small", "cat": "email-marketing", "variant": "comparative", "raw": "Moosend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Moosend ($9/mo)"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|minimax-small|MailerLite", "prompt": "c14-m3", "model": "minimax-small", "cat": "email-marketing", "variant": "comparative", "raw": "MailerLite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Tight budget, need value | **MailerLite** or **Sender**"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|minimax-small|Drip", "prompt": "c14-m3", "model": "minimax-small", "cat": "email-marketing", "variant": "comparative", "raw": "Drip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "| **Ecommerce** | Klaviyo, Omnisend, Drip |"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|minimax-small|Kit (ConvertKit)", "prompt": "c14-m3", "model": "minimax-small", "cat": "email-marketing", "variant": "comparative", "raw": "Kit (ConvertKit)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Content creator/influencer | **Kit (ConvertKit)**"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|minimax-small|AWeber", "prompt": "c14-m3", "model": "minimax-small", "cat": "email-marketing", "variant": "comparative", "raw": "AWeber", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "| **Content creators/bloggers** | Kit (ConvertKit), AWeber |"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|minimax-small|HiMail.ai", "prompt": "c14-m3", "model": "minimax-small", "cat": "email-marketing", "variant": "comparative", "raw": "HiMail.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "HiMail.ai: ~96.3%"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|minimax-small|SendGrid", "prompt": "c14-m3", "model": "minimax-small", "cat": "email-marketing", "variant": "comparative", "raw": "SendGrid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "SendGrid: ~95.8% (transactional)"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|minimax-small|GetResponse", "prompt": "c14-m3", "model": "minimax-small", "cat": "email-marketing", "variant": "comparative", "raw": "GetResponse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Running webinars | **GetResponse**"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|mistral-small|HiMail.ai", "prompt": "c14-m3", "model": "mistral-small", "cat": "email-marketing", "variant": "comparative", "raw": "HiMail.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HiMail.ai** - Best overall value with 96.3% deliverability, AI-powered features, and excellent pricing-to-features ratio"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|mistral-small|Brevo (formerly Sendinblue)", "prompt": "c14-m3", "model": "mistral-small", "cat": "email-marketing", "variant": "comparative", "raw": "Brevo (formerly Sendinblue)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for affordability with pay-as-you-go pricing and strong SMS capabilities"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|mistral-small|Moosend", "prompt": "c14-m3", "model": "mistral-small", "cat": "email-marketing", "variant": "comparative", "raw": "Moosend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best budget option starting at $9/month with unlimited emails"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|mistral-small|ActiveCampaign", "prompt": "c14-m3", "model": "mistral-small", "cat": "email-marketing", "variant": "comparative", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for sophisticated automation workflows, AI features, and CRM integration"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|mistral-small|Klaviyo", "prompt": "c14-m3", "model": "mistral-small", "cat": "email-marketing", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for ecommerce with advanced segmentation and predictive analytics"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|mistral-small|HubSpot", "prompt": "c14-m3", "model": "mistral-small", "cat": "email-marketing", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for businesses needing full CRM integration (starts at $15/month per seat)"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|mistral-small|ConvertKit (now Kit)", "prompt": "c14-m3", "model": "mistral-small", "cat": "email-marketing", "variant": "comparative", "raw": "ConvertKit (now Kit)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for content creators with simple, creator-focused tools"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|mistral-small|MailerLite", "prompt": "c14-m3", "model": "mistral-small", "cat": "email-marketing", "variant": "comparative", "raw": "MailerLite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for solopreneurs and freelancers with excellent customer support"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|mistral-small|Beehiiv", "prompt": "c14-m3", "model": "mistral-small", "cat": "email-marketing", "variant": "comparative", "raw": "Beehiiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for newsletter creators with generous free tier (up to 2,500 contacts)"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|mistral-small|Omnisend", "prompt": "c14-m3", "model": "mistral-small", "cat": "email-marketing", "variant": "comparative", "raw": "Omnisend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for omnichannel ecommerce automation"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|mistral-small|Drip", "prompt": "c14-m3", "model": "mistral-small", "cat": "email-marketing", "variant": "comparative", "raw": "Drip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Advanced ecommerce automation with revenue attribution"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|mistral-small|Mailchimp", "prompt": "c14-m3", "model": "mistral-small", "cat": "email-marketing", "variant": "comparative", "raw": "Mailchimp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "**Mailchimp**: 91.8% (lowest among leaders)"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|mistral-small|Constant Contact", "prompt": "c14-m3", "model": "mistral-small", "cat": "email-marketing", "variant": "comparative", "raw": "Constant Contact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Best for nonprofits and small businesses sending infrequently"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|mistral-small|EmailOctopus", "prompt": "c14-m3", "model": "mistral-small", "cat": "email-marketing", "variant": "comparative", "raw": "EmailOctopus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Budget**: Brevo, Moosend, EmailOctopus"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|mistral-small|Sender", "prompt": "c14-m3", "model": "mistral-small", "cat": "email-marketing", "variant": "comparative", "raw": "Sender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Sender**: 2,500 contacts, 15,000 emails/month"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|moonshot-small|Klaviyo", "prompt": "c14-m3", "model": "moonshot-small", "cat": "email-marketing", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Running a Shopify store | **Klaviyo** | Native integration, revenue tracking, predictive analytics"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|moonshot-small|Omnisend", "prompt": "c14-m3", "model": "moonshot-small", "cat": "email-marketing", "variant": "comparative", "raw": "Omnisend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Multi-channel (email + SMS) | **Omnisend** or **Klaviyo** | Unified customer data across channels"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|moonshot-small|Drip", "prompt": "c14-m3", "model": "moonshot-small", "cat": "email-marketing", "variant": "comparative", "raw": "Drip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Drip** | E-commerce automation | Advanced segmentation for online retailers"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|moonshot-small|HubSpot", "prompt": "c14-m3", "model": "moonshot-small", "cat": "email-marketing", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "B2B sales + marketing alignment | **HubSpot** | CRM + marketing in one platform"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|moonshot-small|ActiveCampaign", "prompt": "c14-m3", "model": "moonshot-small", "cat": "email-marketing", "variant": "comparative", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need complex automation | **ActiveCampaign** | Best visual workflow builder for the price"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|moonshot-small|MailerLite", "prompt": "c14-m3", "model": "moonshot-small", "cat": "email-marketing", "variant": "comparative", "raw": "MailerLite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Just starting, tight budget | **MailerLite** or **Brevo** | Generous free tiers, easy to use"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|moonshot-small|Brevo", "prompt": "c14-m3", "model": "moonshot-small", "cat": "email-marketing", "variant": "comparative", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Just starting, tight budget | **MailerLite** or **Brevo** | Generous free tiers, easy to use"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|moonshot-small|Mailchimp", "prompt": "c14-m3", "model": "moonshot-small", "cat": "email-marketing", "variant": "comparative", "raw": "Mailchimp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Mailchimp** | Brand recognition & simplicity | Easy templates, good for basic newsletters"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|moonshot-small|ConvertKit", "prompt": "c14-m3", "model": "moonshot-small", "cat": "email-marketing", "variant": "comparative", "raw": "ConvertKit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Creator/newsletter focus | **ConvertKit** or **Beehiiv** | Built for content monetization"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|moonshot-small|Beehiiv", "prompt": "c14-m3", "model": "moonshot-small", "cat": "email-marketing", "variant": "comparative", "raw": "Beehiiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Creator/newsletter focus | **ConvertKit** or **Beehiiv** | Built for content monetization"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|moonshot-small|SendGrid", "prompt": "c14-m3", "model": "moonshot-small", "cat": "email-marketing", "variant": "comparative", "raw": "SendGrid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Developer/API needs | **SendGrid** or **Resend** | Robust APIs, transactional focus"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|moonshot-small|Resend", "prompt": "c14-m3", "model": "moonshot-small", "cat": "email-marketing", "variant": "comparative", "raw": "Resend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Developer/API needs | **SendGrid** or **Resend** | Robust APIs, transactional focus"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|moonshot-small|Salesforce Marketing Cloud", "prompt": "c14-m3", "model": "moonshot-small", "cat": "email-marketing", "variant": "comparative", "raw": "Salesforce Marketing Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Enterprise**: Salesforce Marketing Cloud, Braze — Multi-channel orchestration at scale"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|moonshot-small|Braze", "prompt": "c14-m3", "model": "moonshot-small", "cat": "email-marketing", "variant": "comparative", "raw": "Braze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Enterprise**: Salesforce Marketing Cloud, Braze — Multi-channel orchestration at scale"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|moonshot-small|Sender", "prompt": "c14-m3", "model": "moonshot-small", "cat": "email-marketing", "variant": "comparative", "raw": "Sender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Email + SMS**: Klaviyo, Omnisend, Brevo, Sender"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|moonshot-small|HiMail.ai", "prompt": "c14-m3", "model": "moonshot-small", "cat": "email-marketing", "variant": "comparative", "raw": "HiMail.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "HiMail.ai (96.3%) and Klaviyo (96.1%) lead in this metric."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|moonshot-small|EmailOctopus", "prompt": "c14-m3", "model": "moonshot-small", "cat": "email-marketing", "variant": "comparative", "raw": "EmailOctopus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "EmailOctopus: $50/month"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|openai-small|Mailchimp", "prompt": "c14-m3", "model": "openai-small", "cat": "email-marketing", "variant": "comparative", "raw": "Mailchimp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: small businesses and teams that want an easy all-in-one starter platform."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|openai-small|Klaviyo", "prompt": "c14-m3", "model": "openai-small", "cat": "email-marketing", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Running an online store? Klaviyo."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|openai-small|ActiveCampaign", "prompt": "c14-m3", "model": "openai-small", "cat": "email-marketing", "variant": "comparative", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want advanced automation? ActiveCampaign."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|openai-small|HubSpot Marketing Hub", "prompt": "c14-m3", "model": "openai-small", "cat": "email-marketing", "variant": "comparative", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Want CRM + marketing in one place? HubSpot."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|openai-small|Brevo", "prompt": "c14-m3", "model": "openai-small", "cat": "email-marketing", "variant": "comparative", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Want email plus SMS/WhatsApp and good value? Brevo."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|openai-small|Constant Contact", "prompt": "c14-m3", "model": "openai-small", "cat": "email-marketing", "variant": "comparative", "raw": "Constant Contact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: beginners, nonprofits, local businesses, and simple newsletter sending."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|openai-small|Campaign Monitor", "prompt": "c14-m3", "model": "openai-small", "cat": "email-marketing", "variant": "comparative", "raw": "Campaign Monitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Care most about design polish? Campaign Monitor."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|xai-small|Mailchimp", "prompt": "c14-m3", "model": "xai-small", "cat": "email-marketing", "variant": "comparative", "raw": "Mailchimp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Easy drag-and-drop editor, templates, basic automation | Limited free automation; pricey at scale"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|xai-small|Brevo", "prompt": "c14-m3", "model": "xai-small", "cat": "email-marketing", "variant": "comparative", "raw": "Brevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Affordable, transactional emails, CRM basics, SMS"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|xai-small|ActiveCampaign", "prompt": "c14-m3", "model": "xai-small", "cat": "email-marketing", "variant": "comparative", "raw": "ActiveCampaign", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ActiveCampaign excels in complex workflows"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|xai-small|HubSpot", "prompt": "c14-m3", "model": "xai-small", "cat": "email-marketing", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Full CRM suite, analytics, sales alignment | Expensive for large teams"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|xai-small|Omnisend", "prompt": "c14-m3", "model": "xai-small", "cat": "email-marketing", "variant": "comparative", "raw": "Omnisend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Omnisend for stores"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|xai-small|Klaviyo", "prompt": "c14-m3", "model": "xai-small", "cat": "email-marketing", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Advanced segmentation, revenue tracking, Shopify sync | Steep curve"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|xai-small|MailerLite", "prompt": "c14-m3", "model": "xai-small", "cat": "email-marketing", "variant": "comparative", "raw": "MailerLite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Intuitive editor, landing pages, good free features"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|xai-small|Constant Contact", "prompt": "c14-m3", "model": "xai-small", "cat": "email-marketing", "variant": "comparative", "raw": "Constant Contact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "include Mailchimp, Brevo (formerly Sendinblue), ActiveCampaign, HubSpot, Omnisend, Klaviyo, MailerLite, Constant Contact, GetResponse, and Sender"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|xai-small|GetResponse", "prompt": "c14-m3", "model": "xai-small", "cat": "email-marketing", "variant": "comparative", "raw": "GetResponse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Constant Contact, GetResponse, and Sender"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|xai-small|Sender", "prompt": "c14-m3", "model": "xai-small", "cat": "email-marketing", "variant": "comparative", "raw": "Sender", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Unlimited sends on some plans, easy automations | Less known"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|zai-small|Sender", "prompt": "c14-m3", "model": "zai-small", "cat": "email-marketing", "variant": "comparative", "raw": "Sender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Small business with budget constraints | Sender or Brevo"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|zai-small|Brevo", "prompt": "c14-m3", "model": "zai-small", "cat": "email-marketing", "variant": "comparative", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Brevo often offers the lowest cost as your list scales past 10K contacts."}, {"id": "mai-20260915-0741-calibration_b|c14-m3|zai-small|Omnisend", "prompt": "c14-m3", "model": "zai-small", "cat": "email-marketing", "variant": "comparative", "raw": "Omnisend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ecommerce brand needing automation | Omnisend or Klaviyo"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|zai-small|GetResponse", "prompt": "c14-m3", "model": "zai-small", "cat": "email-marketing", "variant": "comparative", "raw": "GetResponse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All-in-one (webinars + funnels) | GetResponse"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|zai-small|ActiveCampaign", "prompt": "c14-m3", "model": "zai-small", "cat": "email-marketing", "variant": "comparative", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for advanced, complex workflows with 900+ templates and AI predictive analytics"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|zai-small|HubSpot", "prompt": "c14-m3", "model": "zai-small", "cat": "email-marketing", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Enterprise with CRM needs | HubSpot"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|zai-small|Kit (formerly ConvertKit)", "prompt": "c14-m3", "model": "zai-small", "cat": "email-marketing", "variant": "comparative", "raw": "Kit (formerly ConvertKit)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Content creator (bloggers, newsletter) | Kit or MailerLite"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|zai-small|MailerLite", "prompt": "c14-m3", "model": "zai-small", "cat": "email-marketing", "variant": "comparative", "raw": "MailerLite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Solopreneurs, freelancers, landing page builder"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|zai-small|Mailchimp", "prompt": "c14-m3", "model": "zai-small", "cat": "email-marketing", "variant": "comparative", "raw": "Mailchimp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Simple campaigns, brand recognition, polished templates"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|zai-small|Constant Contact", "prompt": "c14-m3", "model": "zai-small", "cat": "email-marketing", "variant": "comparative", "raw": "Constant Contact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Nonprofit or beginner-friendly | Constant Contact"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|zai-small|Klaviyo", "prompt": "c14-m3", "model": "zai-small", "cat": "email-marketing", "variant": "comparative", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Ecommerce-focused automation with deep segmentation"}, {"id": "mai-20260915-0741-calibration_b|c14-m3|zai-small|Mailjet", "prompt": "c14-m3", "model": "zai-small", "cat": "email-marketing", "variant": "comparative", "raw": "Mailjet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Mailjet** | 88.1%"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|alibaba-small|Brevo", "prompt": "c14-m4", "model": "alibaba-small", "cat": "email-marketing", "variant": "budget", "raw": "Brevo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Brevo** and **MailerLite** are the market leaders for budget-conscious companies"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|alibaba-small|MailerLite", "prompt": "c14-m4", "model": "alibaba-small", "cat": "email-marketing", "variant": "budget", "raw": "MailerLite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Brevo** and **MailerLite** are the market leaders for budget-conscious companies"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|alibaba-small|Mailjet", "prompt": "c14-m4", "model": "alibaba-small", "cat": "email-marketing", "variant": "budget", "raw": "Mailjet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "followed closely by **Mailjet**"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|alibaba-small|MailerSend", "prompt": "c14-m4", "model": "alibaba-small", "cat": "email-marketing", "variant": "budget", "raw": "MailerSend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "MailerLite (which requires a separate product called MailerSend)"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|anthropic-small|EmailOctopus", "prompt": "c14-m4", "model": "anthropic-small", "cat": "email-marketing", "variant": "budget", "raw": "EmailOctopus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EmailOctopus** - Best Overall Budget Option"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|anthropic-small|MailerLite", "prompt": "c14-m4", "model": "anthropic-small", "cat": "email-marketing", "variant": "budget", "raw": "MailerLite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**MailerLite** - Great for Startups"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|anthropic-small|Sender", "prompt": "c14-m4", "model": "anthropic-small", "cat": "email-marketing", "variant": "budget", "raw": "Sender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sender offers one of the best free plans: 15,000 emails and 2,500 subscribers at no cost"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|anthropic-small|Moosend", "prompt": "c14-m4", "model": "anthropic-small", "cat": "email-marketing", "variant": "budget", "raw": "Moosend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Moosend is a budget-friendly email marketing platform built for simplicity"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|challenger-small|Brevo", "prompt": "c14-m4", "model": "challenger-small", "cat": "email-marketing", "variant": "budget", "raw": "Brevo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Brevo** is the strongest overall pick in these results"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|challenger-small|Sender", "prompt": "c14-m4", "model": "challenger-small", "cat": "email-marketing", "variant": "budget", "raw": "Sender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your priority is the **lowest cost**"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|challenger-small|MailerLite", "prompt": "c14-m4", "model": "challenger-small", "cat": "email-marketing", "variant": "budget", "raw": "MailerLite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want **simplicity** and an easy-to-use interface at a low price"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|challenger-small|Zoho Campaigns", "prompt": "c14-m4", "model": "challenger-small", "cat": "email-marketing", "variant": "budget", "raw": "Zoho Campaigns", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Very low-cost option for small businesses"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|deepseek-small|Brevo", "prompt": "c14-m4", "model": "deepseek-small", "cat": "email-marketing", "variant": "budget", "raw": "Brevo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value: **Brevo** ... **Start free with Brevo**"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|deepseek-small|Sender", "prompt": "c14-m4", "model": "deepseek-small", "cat": "email-marketing", "variant": "budget", "raw": "Sender", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Sender's** free plan (15,000 emails/month with automation) is arguably the most value-packed"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|deepseek-small|EmailOctopus", "prompt": "c14-m4", "model": "deepseek-small", "cat": "email-marketing", "variant": "budget", "raw": "EmailOctopus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cheapest That Stays Cheap as You Grow: **EmailOctopus**"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|deepseek-small|MailerLite", "prompt": "c14-m4", "model": "deepseek-small", "cat": "email-marketing", "variant": "budget", "raw": "MailerLite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Simplicity / Small Businesses: **MailerLite**"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|deepseek-small|Mailchimp", "prompt": "c14-m4", "model": "deepseek-small", "cat": "email-marketing", "variant": "budget", "raw": "Mailchimp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid if on a tight budget: **Mailchimp**"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|deepseek-small|Zoho Campaigns", "prompt": "c14-m4", "model": "deepseek-small", "cat": "email-marketing", "variant": "budget", "raw": "Zoho Campaigns", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best low-cost entry point | **Zoho Campaigns** (~$4/mo)"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|deepseek-small|Selzy", "prompt": "c14-m4", "model": "deepseek-small", "cat": "email-marketing", "variant": "budget", "raw": "Selzy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Selzy** (~$7/mo)"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|deepseek-small|Omnisend", "prompt": "c14-m4", "model": "deepseek-small", "cat": "email-marketing", "variant": "budget", "raw": "Omnisend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "E-commerce focus | **Omnisend** (~$16/mo)"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|google-small|Mailchimp", "prompt": "c14-m4", "model": "google-small", "cat": "email-marketing", "variant": "budget", "raw": "Mailchimp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you should avoid \"pricing traps\" (like Mailchimp or ActiveCampaign, which start cheap but quickly skyrocket in price as your list grows)"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|google-small|ActiveCampaign", "prompt": "c14-m4", "model": "google-small", "cat": "email-marketing", "variant": "budget", "raw": "ActiveCampaign", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you should avoid \"pricing traps\" (like Mailchimp or ActiveCampaign, which start cheap but quickly skyrocket in price as your list grows)"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|google-small|Sender", "prompt": "c14-m4", "model": "google-small", "cat": "email-marketing", "variant": "budget", "raw": "Sender", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Sender** is the undisputed champion"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|google-small|EmailOctopus", "prompt": "c14-m4", "model": "google-small", "cat": "email-marketing", "variant": "budget", "raw": "EmailOctopus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Go with EmailOctopus** if you have a growing list and want **predictable, rock-bottom paid pricing**"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|google-small|Brevo (formerly Sendinblue)", "prompt": "c14-m4", "model": "google-small", "cat": "email-marketing", "variant": "budget", "raw": "Brevo (formerly Sendinblue)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Go with Brevo** if you have a **large subscriber list but only email them occasionally**"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|google-small|MailerLite", "prompt": "c14-m4", "model": "google-small", "cat": "email-marketing", "variant": "budget", "raw": "MailerLite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**MailerLite has gutted its Free Plan:** ... now capped at just **250 subscribers and 2,500 monthly sends**"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|google-small|Flodesk", "prompt": "c14-m4", "model": "google-small", "cat": "email-marketing", "variant": "budget", "raw": "Flodesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Flodesk has phased this out for new users and moved to tiered pricing"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|meta-small|Sequenzy", "prompt": "c14-m4", "model": "meta-small", "cat": "email-marketing", "variant": "budget", "raw": "Sequenzy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best email marketing platform for a company with a limited budget is Sequenzy, which offers a starting price of $19/month"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|meta-small|EmailOctopus", "prompt": "c14-m4", "model": "meta-small", "cat": "email-marketing", "variant": "budget", "raw": "EmailOctopus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are EmailOctopus and Brevo, which offer free tiers."}, {"id": "mai-20260915-0741-calibration_b|c14-m4|meta-small|Brevo", "prompt": "c14-m4", "model": "meta-small", "cat": "email-marketing", "variant": "budget", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are EmailOctopus and Brevo, which offer free tiers."}, {"id": "mai-20260915-0741-calibration_b|c14-m4|minimax-small|Sender", "prompt": "c14-m4", "model": "minimax-small", "cat": "email-marketing", "variant": "budget", "raw": "Sender", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small businesses with limited budgets: Sender"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|minimax-small|EmailOctopus", "prompt": "c14-m4", "model": "minimax-small", "cat": "email-marketing", "variant": "budget", "raw": "EmailOctopus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **EmailOctopus** | 2,500 | 10,000 | ✅ Yes |"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|minimax-small|Brevo", "prompt": "c14-m4", "model": "minimax-small", "cat": "email-marketing", "variant": "budget", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Alternative**: If you have a large list but don't email often, **Brevo** is excellent"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|minimax-small|Beehiiv", "prompt": "c14-m4", "model": "minimax-small", "cat": "email-marketing", "variant": "budget", "raw": "Beehiiv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Beehiiv** | 2,500 | Unlimited | ❌ No |"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|minimax-small|Zoho Campaigns", "prompt": "c14-m4", "model": "minimax-small", "cat": "email-marketing", "variant": "budget", "raw": "Zoho Campaigns", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Zoho Campaigns** | $4/month | Already using Zoho ecosystem |"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|minimax-small|Benchmark Email", "prompt": "c14-m4", "model": "minimax-small", "cat": "email-marketing", "variant": "budget", "raw": "Benchmark Email", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Benchmark Email** | $8/month | Lowest cost at scale |"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|minimax-small|Mailchimp", "prompt": "c14-m4", "model": "minimax-small", "cat": "email-marketing", "variant": "budget", "raw": "Mailchimp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid Mailchimp's free plan in 2026—it was drastically reduced to just 250 contacts"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|mistral-small|Brevo (formerly Sendinblue)", "prompt": "c14-m4", "model": "mistral-small", "cat": "email-marketing", "variant": "budget", "raw": "Brevo (formerly Sendinblue)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall value**: **Brevo** - combines generous free plan, affordable paid options, and comprehensive features"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|mistral-small|MailerLite", "prompt": "c14-m4", "model": "mistral-small", "cat": "email-marketing", "variant": "budget", "raw": "MailerLite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. MailerLite - BEST FOR SIMPLICITY**"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|mistral-small|Moosend", "prompt": "c14-m4", "model": "mistral-small", "cat": "email-marketing", "variant": "budget", "raw": "Moosend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Moosend - BEST FOR AUTOMATION**"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|mistral-small|Sender", "prompt": "c14-m4", "model": "mistral-small", "cat": "email-marketing", "variant": "budget", "raw": "Sender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Sender - BEST FREE PLAN**"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|mistral-small|HubSpot", "prompt": "c14-m4", "model": "mistral-small", "cat": "email-marketing", "variant": "budget", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. HubSpot - BEST FOR CRM INTEGRATION**"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|moonshot-small|Sender", "prompt": "c14-m4", "model": "moonshot-small", "cat": "email-marketing", "variant": "budget", "raw": "Sender", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sender** — Best Overall Value"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|moonshot-small|Brevo", "prompt": "c14-m4", "model": "moonshot-small", "cat": "email-marketing", "variant": "budget", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brevo** (formerly Sendinblue) — Best for Large Lists, Low Frequency"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|moonshot-small|MailerLite", "prompt": "c14-m4", "model": "moonshot-small", "cat": "email-marketing", "variant": "budget", "raw": "MailerLite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**MailerLite** — Best for Ease of Use"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|moonshot-small|EmailOctopus", "prompt": "c14-m4", "model": "moonshot-small", "cat": "email-marketing", "variant": "budget", "raw": "EmailOctopus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "2,500 contacts, 10,000 emails | ~$10/month | Simple and reliable"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|moonshot-small|Moosend", "prompt": "c14-m4", "model": "moonshot-small", "cat": "email-marketing", "variant": "budget", "raw": "Moosend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "30-day trial | ~$9/month | Unlimited emails on paid plans"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|moonshot-small|Mailchimp", "prompt": "c14-m4", "model": "moonshot-small", "cat": "email-marketing", "variant": "budget", "raw": "Mailchimp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid Mailchimp** if budget is your top concern"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|openai-small|Mailchimp", "prompt": "c14-m4", "model": "openai-small", "cat": "email-marketing", "variant": "budget", "raw": "Mailchimp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Mailchimp — easiest to use, but can get expensive as you scale"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|openai-small|Brevo", "prompt": "c14-m4", "model": "openai-small", "cat": "email-marketing", "variant": "budget", "raw": "Brevo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "if you want **better value**, **Brevo** is often a stronger pick because it tends to offer more features for the price"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|openai-small|MailerLite", "prompt": "c14-m4", "model": "openai-small", "cat": "email-marketing", "variant": "budget", "raw": "MailerLite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**MailerLite** if you want the cheapest simple option"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|openai-small|ConvertKit", "prompt": "c14-m4", "model": "openai-small", "cat": "email-marketing", "variant": "budget", "raw": "ConvertKit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good for creators, less ideal for traditional business marketing"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|openai-small|HubSpot", "prompt": "c14-m4", "model": "openai-small", "cat": "email-marketing", "variant": "budget", "raw": "HubSpot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "powerful, but usually not the best budget choice unless you need CRM tightly integrated"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|xai-small|Sender", "prompt": "c14-m4", "model": "xai-small", "cat": "email-marketing", "variant": "budget", "raw": "Sender", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sender stands out as the best overall email marketing platform"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|xai-small|Brevo (formerly Sendinblue)", "prompt": "c14-m4", "model": "xai-small", "cat": "email-marketing", "variant": "budget", "raw": "Brevo (formerly Sendinblue)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you have a large list but send infrequently"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|xai-small|MailerLite", "prompt": "c14-m4", "model": "xai-small", "cat": "email-marketing", "variant": "budget", "raw": "MailerLite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simple for beginners... but less generous free tier"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|xai-small|EmailOctopus", "prompt": "c14-m4", "model": "xai-small", "cat": "email-marketing", "variant": "budget", "raw": "EmailOctopus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ultra-cheap bulk sending... but basic features/no automation on free"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|xai-small|Mailchimp", "prompt": "c14-m4", "model": "xai-small", "cat": "email-marketing", "variant": "budget", "raw": "Mailchimp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Users highlight it over Mailchimp for cost and features."}, {"id": "mai-20260915-0741-calibration_b|c14-m4|zai-small|Sender", "prompt": "c14-m4", "model": "zai-small", "cat": "email-marketing", "variant": "budget", "raw": "Sender", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Sender** if you need automation and have a growing list"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|zai-small|Brevo (formerly Sendinblue)", "prompt": "c14-m4", "model": "zai-small", "cat": "email-marketing", "variant": "budget", "raw": "Brevo (formerly Sendinblue)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Brevo** if you have a large contact list but low send volume"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|zai-small|MailerLite", "prompt": "c14-m4", "model": "zai-small", "cat": "email-marketing", "variant": "budget", "raw": "MailerLite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**MailerLite** - Best for Simplicity"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|zai-small|Moosend", "prompt": "c14-m4", "model": "zai-small", "cat": "email-marketing", "variant": "budget", "raw": "Moosend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Moosend** - Best for Deep Automation"}, {"id": "mai-20260915-0741-calibration_b|c14-m4|zai-small|Omnisend", "prompt": "c14-m4", "model": "zai-small", "cat": "email-marketing", "variant": "budget", "raw": "Omnisend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Omnisend** - Best for E-commerce"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|alibaba-small|Mailchimp Starter", "prompt": "c14-m5", "model": "alibaba-small", "cat": "email-marketing", "variant": "scale", "raw": "Mailchimp Starter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You are too big for a simple tool like Mailchimp Starter"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|alibaba-small|Salesforce Marketing Cloud / Account Engage", "prompt": "c14-m5", "model": "alibaba-small", "cat": "email-marketing", "variant": "scale", "raw": "Salesforce Marketing Cloud / Account Engage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Powerful but expensive and requires implementation partners."}, {"id": "mai-20260915-0741-calibration_b|c14-m5|alibaba-small|HubSpot Marketing Hub", "prompt": "c14-m5", "model": "alibaba-small", "cat": "email-marketing", "variant": "scale", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "User-friendly, great for marketing-led growth, but gets pricey very fast as you add contacts."}, {"id": "mai-20260915-0741-calibration_b|c14-m5|alibaba-small|ActiveCampaign", "prompt": "c14-m5", "model": "alibaba-small", "cat": "email-marketing", "variant": "scale", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Excellent automation logic; feels more like a workflow engine than just an email tool."}, {"id": "mai-20260915-0741-calibration_b|c14-m5|alibaba-small|Klaviyo", "prompt": "c14-m5", "model": "alibaba-small", "cat": "email-marketing", "variant": "scale", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Dominates e-commerce; excellent if you sell physical products online."}, {"id": "mai-20260915-0741-calibration_b|c14-m5|alibaba-small|Mailgun / Postmark", "prompt": "c14-m5", "model": "alibaba-small", "cat": "email-marketing", "variant": "scale", "raw": "Mailgun / Postmark", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Developer-focused tools if your IT team handles the sending infrastructure via code rather than a UI."}, {"id": "mai-20260915-0741-calibration_b|c14-m5|alibaba-small|Marketo / Oracle Eloqua", "prompt": "c14-m5", "model": "alibaba-small", "cat": "email-marketing", "variant": "scale", "raw": "Marketo / Oracle Eloqua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Often overkill for 500 people unless you have a dedicated team of 5+ marketers. High learning curve."}, {"id": "mai-20260915-0741-calibration_b|c14-m5|deepseek-small|Salesforce Marketing Cloud", "prompt": "c14-m5", "model": "deepseek-small", "cat": "email-marketing", "variant": "scale", "raw": "Salesforce Marketing Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "you don't need the full enterprise complexity of a Salesforce Marketing Cloud or Adobe Campaign (yet)... **Salesforce Marketing Cloud** – If you're heavily invested in Salesforce ecosystems"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|deepseek-small|Adobe Campaign", "prompt": "c14-m5", "model": "deepseek-small", "cat": "email-marketing", "variant": "scale", "raw": "Adobe Campaign", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you don't need the full enterprise complexity of a Salesforce Marketing Cloud or Adobe Campaign (yet)"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|deepseek-small|ActiveCampaign", "prompt": "c14-m5", "model": "deepseek-small", "cat": "email-marketing", "variant": "scale", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**ActiveCampaign Enterprise** – Best-in-class automation, strong mid-market fit"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|deepseek-small|HubSpot Enterprise", "prompt": "c14-m5", "model": "deepseek-small", "cat": "email-marketing", "variant": "scale", "raw": "HubSpot Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**HubSpot Marketing Hub Enterprise** – Excellent B2B fit, strong CRM integration, good balance of capability and usability"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|deepseek-small|Klaviyo", "prompt": "c14-m5", "model": "deepseek-small", "cat": "email-marketing", "variant": "scale", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Klaviyo** – If you're primarily e-commerce focused"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|deepseek-small|Brevo", "prompt": "c14-m5", "model": "deepseek-small", "cat": "email-marketing", "variant": "scale", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Brevo** – Cost-effective send-volume pricing model; worth considering if you have a large list but moderate send volume"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|deepseek-small|Braze", "prompt": "c14-m5", "model": "deepseek-small", "cat": "email-marketing", "variant": "scale", "raw": "Braze", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Braze** – If you need serious cross-channel, data-driven engagement"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|google-small|Mailchimp", "prompt": "c14-m5", "model": "google-small", "cat": "email-marketing", "variant": "scale", "raw": "Mailchimp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you have outgrown basic, small-business tools (like standard Mailchimp or Constant Contact)"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|google-small|HubSpot", "prompt": "c14-m5", "model": "google-small", "cat": "email-marketing", "variant": "scale", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you are B2B: Look at tools that excel at lead scoring, CRM alignment, and sales enablement (e.g., HubSpot, Marketo, Pardot/Salesforce Account Engagement)"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|google-small|Marketo", "prompt": "c14-m5", "model": "google-small", "cat": "email-marketing", "variant": "scale", "raw": "Marketo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "e.g., **HubSpot, Marketo, Pardot/Salesforce Account Engagement**"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|google-small|Constant Contact", "prompt": "c14-m5", "model": "google-small", "cat": "email-marketing", "variant": "scale", "raw": "Constant Contact", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you have outgrown basic, small-business tools (like standard Mailchimp or Constant Contact)"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|google-small|Salesforce Marketing Cloud", "prompt": "c14-m5", "model": "google-small", "cat": "email-marketing", "variant": "scale", "raw": "Salesforce Marketing Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may not yet need (or want to manage) massive, overly complex enterprise monoliths (like Salesforce Marketing Cloud or Adobe Marketo)"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|google-small|Pardot/Salesforce Account Engagement", "prompt": "c14-m5", "model": "google-small", "cat": "email-marketing", "variant": "scale", "raw": "Pardot/Salesforce Account Engagement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "e.g., **HubSpot, Marketo, Pardot/Salesforce Account Engagement**"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|google-small|Adobe Marketo", "prompt": "c14-m5", "model": "google-small", "cat": "email-marketing", "variant": "scale", "raw": "Adobe Marketo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "overly complex enterprise monoliths (like Salesforce Marketing Cloud or Adobe Marketo)"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|google-small|Klaviyo", "prompt": "c14-m5", "model": "google-small", "cat": "email-marketing", "variant": "scale", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are B2C / E-commerce: ... (e.g., **Klaviyo, Iterable, Braze, ActiveCampaign**)"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|google-small|Iterable", "prompt": "c14-m5", "model": "google-small", "cat": "email-marketing", "variant": "scale", "raw": "Iterable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(e.g., **Klaviyo, Iterable, Braze, ActiveCampaign**)"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|google-small|Braze", "prompt": "c14-m5", "model": "google-small", "cat": "email-marketing", "variant": "scale", "raw": "Braze", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "(e.g., **Klaviyo, Iterable, Braze, ActiveCampaign**)"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|google-small|ActiveCampaign", "prompt": "c14-m5", "model": "google-small", "cat": "email-marketing", "variant": "scale", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "(e.g., **Klaviyo, Iterable, Braze, ActiveCampaign**)"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|google-small|Customer.io", "prompt": "c14-m5", "model": "google-small", "cat": "email-marketing", "variant": "scale", "raw": "Customer.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Iterable / Braze / Customer.io: Best-in-class for mobile, product-led growth (PLG), SaaS"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|google-small|Salesforce Account Engagement (formerly Pardot)", "prompt": "c14-m5", "model": "google-small", "cat": "email-marketing", "variant": "scale", "raw": "Salesforce Account Engagement (formerly Pardot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "The default choice if your entire sales organization runs on Salesforce, though the interface and automation builder can feel dated"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|google-small|ActiveCampaign (Enterprise)", "prompt": "c14-m5", "model": "google-small", "cat": "email-marketing", "variant": "scale", "raw": "ActiveCampaign (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Highly powerful automation builder at a more accessible price point than HubSpot, though less enterprise-native."}, {"id": "mai-20260915-0741-calibration_b|c14-m5|minimax-small|Mailchimp", "prompt": "c14-m5", "model": "minimax-small", "cat": "email-marketing", "variant": "scale", "raw": "Mailchimp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Solid all-in-one, but watch for pricing at scale"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|minimax-small|HubSpot", "prompt": "c14-m5", "model": "minimax-small", "cat": "email-marketing", "variant": "scale", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "HubSpot or a dedicated enterprise-focused provider would be worth the premium"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|minimax-small|Klaviyo", "prompt": "c14-m5", "model": "minimax-small", "cat": "email-marketing", "variant": "scale", "raw": "Klaviyo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Enterprise-focused**: Mailchimp, HubSpot, Klaviyo, ActiveCampaign, Brevo"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|minimax-small|ActiveCampaign", "prompt": "c14-m5", "model": "minimax-small", "cat": "email-marketing", "variant": "scale", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong automation, good if you've outgrown basic tools"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|minimax-small|Brevo (formerly Sendinblue)", "prompt": "c14-m5", "model": "minimax-small", "cat": "email-marketing", "variant": "scale", "raw": "Brevo (formerly Sendinblue)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Brevo** – Formerly Sendinblue, competitive pricing"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|mistral-small|Brevo", "prompt": "c14-m5", "model": "mistral-small", "cat": "email-marketing", "variant": "scale", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Brevo** - Best value for scaling companies"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|mistral-small|Mailchimp", "prompt": "c14-m5", "model": "mistral-small", "cat": "email-marketing", "variant": "scale", "raw": "Mailchimp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Mailchimp** - Good for beginners scaling up"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|mistral-small|ActiveCampaign", "prompt": "c14-m5", "model": "mistral-small", "cat": "email-marketing", "variant": "scale", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**ActiveCampaign** - Best for advanced automation"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|mistral-small|HubSpot Marketing Hub", "prompt": "c14-m5", "model": "mistral-small", "cat": "email-marketing", "variant": "scale", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**HubSpot Marketing Hub** - Best for integrated CRM + marketing"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|mistral-small|Campaigner", "prompt": "c14-m5", "model": "mistral-small", "cat": "email-marketing", "variant": "scale", "raw": "Campaigner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Campaigner** - Strong automation at good price"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|mistral-small|Salesforce Marketing Cloud", "prompt": "c14-m5", "model": "mistral-small", "cat": "email-marketing", "variant": "scale", "raw": "Salesforce Marketing Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Salesforce Marketing Cloud** - For Salesforce ecosystem companies"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|mistral-small|Klaviyo", "prompt": "c14-m5", "model": "mistral-small", "cat": "email-marketing", "variant": "scale", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Klaviyo** - Best for e-commerce data integration"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|mistral-small|Constant Contact", "prompt": "c14-m5", "model": "mistral-small", "cat": "email-marketing", "variant": "scale", "raw": "Constant Contact", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Constant Contact** - User-friendly but less scalable"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|moonshot-small|Salesforce Marketing Cloud", "prompt": "c14-m5", "model": "moonshot-small", "cat": "email-marketing", "variant": "scale", "raw": "Salesforce Marketing Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you likely don't need (or want to pay for) full enterprise-scale solutions like Salesforce Marketing Cloud"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|moonshot-small|Mailchimp", "prompt": "c14-m5", "model": "moonshot-small", "cat": "email-marketing", "variant": "scale", "raw": "Mailchimp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Contact-Based** (Mailchimp, HubSpot, ActiveCampaign) | Frequent senders (weekly+)"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|moonshot-small|HubSpot", "prompt": "c14-m5", "model": "moonshot-small", "cat": "email-marketing", "variant": "scale", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**ActiveCampaign Enterprise** or **HubSpot Marketing Hub** (if you want CRM + marketing together)"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|moonshot-small|ActiveCampaign", "prompt": "c14-m5", "model": "moonshot-small", "cat": "email-marketing", "variant": "scale", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**ActiveCampaign Enterprise** or **HubSpot Marketing Hub** (if you want CRM + marketing together)"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|moonshot-small|Brevo", "prompt": "c14-m5", "model": "moonshot-small", "cat": "email-marketing", "variant": "scale", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Brevo Business** (if send-based pricing works for your volume)"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|moonshot-small|Mailjet", "prompt": "c14-m5", "model": "moonshot-small", "cat": "email-marketing", "variant": "scale", "raw": "Mailjet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Send-Based** (Brevo, Mailjet) | Large lists, infrequent sends"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|moonshot-small|Nova Express", "prompt": "c14-m5", "model": "moonshot-small", "cat": "email-marketing", "variant": "scale", "raw": "Nova Express", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Flat-Rate** (rare—Nova Express, Pabbly) ... Often limited features or deliverability concerns"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|moonshot-small|Pabbly", "prompt": "c14-m5", "model": "moonshot-small", "cat": "email-marketing", "variant": "scale", "raw": "Pabbly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Flat-Rate** (rare—Nova Express, Pabbly) ... Often limited features or deliverability concerns"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|moonshot-small|Klaviyo", "prompt": "c14-m5", "model": "moonshot-small", "cat": "email-marketing", "variant": "scale", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Klaviyo** (if you're e-commerce heavy)"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|moonshot-small|Omnisend", "prompt": "c14-m5", "model": "moonshot-small", "cat": "email-marketing", "variant": "scale", "raw": "Omnisend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**E-commerce Focused** | Klaviyo, Omnisend"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|moonshot-small|Campaign Monitor", "prompt": "c14-m5", "model": "moonshot-small", "cat": "email-marketing", "variant": "scale", "raw": "Campaign Monitor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Agency-Style Multi-Account** | Campaign Monitor, Emma by Marigold"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|moonshot-small|Emma by Marigold", "prompt": "c14-m5", "model": "moonshot-small", "cat": "email-marketing", "variant": "scale", "raw": "Emma by Marigold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Agency-Style Multi-Account** | Campaign Monitor, Emma by Marigold"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|xai-small|Mailchimp", "prompt": "c14-m5", "model": "xai-small", "cat": "email-marketing", "variant": "scale", "raw": "Mailchimp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Basic tools like Mailchimp work for startups but often fall short here due to pricing jumps and limited depth."}, {"id": "mai-20260915-0741-calibration_b|c14-m5|xai-small|ActiveCampaign", "prompt": "c14-m5", "model": "xai-small", "cat": "email-marketing", "variant": "scale", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If B2B/service-based, lean ActiveCampaign/HubSpot"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|xai-small|HubSpot", "prompt": "c14-m5", "model": "xai-small", "cat": "email-marketing", "variant": "scale", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If B2B/service-based, lean ActiveCampaign/HubSpot"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|xai-small|Klaviyo", "prompt": "c14-m5", "model": "xai-small", "cat": "email-marketing", "variant": "scale", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "e-com, Klaviyo/Omnisend"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|xai-small|Brevo", "prompt": "c14-m5", "model": "xai-small", "cat": "email-marketing", "variant": "scale", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Brevo (affordable scale)"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|xai-small|Omnisend", "prompt": "c14-m5", "model": "xai-small", "cat": "email-marketing", "variant": "scale", "raw": "Omnisend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Klaviyo/Omnisend (e-com)"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|xai-small|Bloomreach", "prompt": "c14-m5", "model": "xai-small", "cat": "email-marketing", "variant": "scale", "raw": "Bloomreach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Predictive AI a plus (e.g., Bloomreach)"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|zai-small|Salesforce Marketing Cloud", "prompt": "c14-m5", "model": "zai-small", "cat": "email-marketing", "variant": "scale", "raw": "Salesforce Marketing Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Salesforce Marketing Cloud: $1,250+/month"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|zai-small|Adobe Campaign", "prompt": "c14-m5", "model": "zai-small", "cat": "email-marketing", "variant": "scale", "raw": "Adobe Campaign", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Adobe Campaign: Custom pricing"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|zai-small|HubSpot Marketing Hub", "prompt": "c14-m5", "model": "zai-small", "cat": "email-marketing", "variant": "scale", "raw": "HubSpot Marketing Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "HubSpot Marketing Hub: $3,600+/month"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|zai-small|Oracle Eloqua", "prompt": "c14-m5", "model": "zai-small", "cat": "email-marketing", "variant": "scale", "raw": "Oracle Eloqua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Oracle Eloqua: Custom pricing"}, {"id": "mai-20260915-0741-calibration_b|c14-m5|zai-small|Marketo", "prompt": "c14-m5", "model": "zai-small", "cat": "email-marketing", "variant": "scale", "raw": "Marketo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Marketo: $895+/month"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|alibaba-small|Mailchimp", "prompt": "c14-m6", "model": "alibaba-small", "cat": "email-marketing", "variant": "negative", "raw": "Mailchimp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Mailchimp has become heavily criticized for its pricing model and feature limitations as businesses scale."}, {"id": "mai-20260915-0741-calibration_b|c14-m6|alibaba-small|Constant Contact", "prompt": "c14-m6", "model": "alibaba-small", "cat": "email-marketing", "variant": "negative", "raw": "Constant Contact", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Frequently cited in user forums ... as \"least favorable\" or \"overrated.\""}, {"id": "mai-20260915-0741-calibration_b|c14-m6|alibaba-small|HubSpot Email (Standalone)", "prompt": "c14-m6", "model": "alibaba-small", "cat": "email-marketing", "variant": "negative", "raw": "HubSpot Email (Standalone)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Verdict: Avoid unless you are already using or planning to adopt the full HubSpot suite."}, {"id": "mai-20260915-0741-calibration_b|c14-m6|alibaba-small|Predictive Response", "prompt": "c14-m6", "model": "alibaba-small", "cat": "email-marketing", "variant": "negative", "raw": "Predictive Response", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can suffer from steep learning curves, high costs, and clunky user experiences"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|alibaba-small|ActiveCampaign", "prompt": "c14-m6", "model": "alibaba-small", "cat": "email-marketing", "variant": "negative", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**ActiveCampaign** | Best-in-class automation, robust segmentation, strong deliverability."}, {"id": "mai-20260915-0741-calibration_b|c14-m6|alibaba-small|Brevo", "prompt": "c14-m6", "model": "alibaba-small", "cat": "email-marketing", "variant": "negative", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Brevo (Sendinblue)** or **MailerLite** | Affordable, transparent pricing, generous free tiers"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|alibaba-small|MailerLite", "prompt": "c14-m6", "model": "alibaba-small", "cat": "email-marketing", "variant": "negative", "raw": "MailerLite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Affordable, transparent pricing, generous free tiers, good deliverability."}, {"id": "mai-20260915-0741-calibration_b|c14-m6|alibaba-small|Sender", "prompt": "c14-m6", "model": "alibaba-small", "cat": "email-marketing", "variant": "negative", "raw": "Sender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Sender** | Up to 2,500 contacts/15k emails free, no \"double-charging\" for duplicates."}, {"id": "mai-20260915-0741-calibration_b|c14-m6|alibaba-small|Klaviyo", "prompt": "c14-m6", "model": "alibaba-small", "cat": "email-marketing", "variant": "negative", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Ecommerce / Shopify | **Klaviyo** or **Omnisend** | Deep integrations, predictive analytics"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|alibaba-small|Omnisend", "prompt": "c14-m6", "model": "alibaba-small", "cat": "email-marketing", "variant": "negative", "raw": "Omnisend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Klaviyo** or **Omnisend** | Deep integrations, predictive analytics, strong ROI focus."}, {"id": "mai-20260915-0741-calibration_b|c14-m6|alibaba-small|Kit (formerly ConvertKit)", "prompt": "c14-m6", "model": "alibaba-small", "cat": "email-marketing", "variant": "negative", "raw": "Kit (formerly ConvertKit)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Newsletters / Content Creators | **Kit (formerly ConvertKit)** | Simple interface, great for creators"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|anthropic-small|Mailchimp", "prompt": "c14-m6", "model": "anthropic-small", "cat": "email-marketing", "variant": "negative", "raw": "Mailchimp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "MailChimp dropped 19.63 percentage points in deliverability rates (51.93% to 32.30%)"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|anthropic-small|Mailgun", "prompt": "c14-m6", "model": "anthropic-small", "cat": "email-marketing", "variant": "negative", "raw": "Mailgun", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "making it one of the worst performers in recent testing"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|anthropic-small|ActiveCampaign", "prompt": "c14-m6", "model": "anthropic-small", "cat": "email-marketing", "variant": "negative", "raw": "ActiveCampaign", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "ActiveCampaign suddenly raised prices by 40%, causing a mass exodus of loyal customers."}, {"id": "mai-20260915-0741-calibration_b|c14-m6|anthropic-small|Amazon SES", "prompt": "c14-m6", "model": "anthropic-small", "cat": "email-marketing", "variant": "negative", "raw": "Amazon SES", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Amazon SES declined 14.60 percentage points in deliverability (54.90% to 40.30%)"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|challenger-small|Mailchimp", "prompt": "c14-m6", "model": "challenger-small", "cat": "email-marketing", "variant": "negative", "raw": "Mailchimp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The strongest specific warning is around **Mailchimp**: multiple sources say it can become expensive as lists grow"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|challenger-small|Constant Contact", "prompt": "c14-m6", "model": "challenger-small", "cat": "email-marketing", "variant": "negative", "raw": "Constant Contact", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "flagged as a poor choice if your list churns heavily, because unsubscribed contacts may still count toward cost"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|challenger-small|GetResponse", "prompt": "c14-m6", "model": "challenger-small", "cat": "email-marketing", "variant": "negative", "raw": "GetResponse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "one review calls it the \"weakest\" option in a comparison, saying it tries to do too much and ends up mediocre"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|challenger-small|ActiveCampaign", "prompt": "c14-m6", "model": "challenger-small", "cat": "email-marketing", "variant": "negative", "raw": "ActiveCampaign", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "warns it can look affordable at small list sizes but leave the \"affordable\" bracket by 5,000 subscribers"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|challenger-small|Mailjet", "prompt": "c14-m6", "model": "challenger-small", "cat": "email-marketing", "variant": "negative", "raw": "Mailjet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "one framework eliminated them after excluding tools that bill for unsubscribes"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|challenger-small|SendGrid", "prompt": "c14-m6", "model": "challenger-small", "cat": "email-marketing", "variant": "negative", "raw": "SendGrid", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "one framework eliminated them after excluding tools that bill for unsubscribes"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|deepseek-small|Mailchimp", "prompt": "c14-m6", "model": "deepseek-small", "cat": "email-marketing", "variant": "negative", "raw": "Mailchimp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Has billed for unsubscribed and inactive contacts for years unless you manually archive them. This is the #1 reason users seek alternatives. Also known for sudden account suspensions"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|deepseek-small|ActiveCampaign", "prompt": "c14-m6", "model": "deepseek-small", "cat": "email-marketing", "variant": "negative", "raw": "ActiveCampaign", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**High caution.** As of November 2025, *new* accounts are now billed for **ALL** contacts ... documented **20\\u2013100% price hikes**"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|deepseek-small|AWeber", "prompt": "c14-m6", "model": "deepseek-small", "cat": "email-marketing", "variant": "negative", "raw": "AWeber", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Also reported to count unsubscribers in their contact counts."}, {"id": "mai-20260915-0741-calibration_b|c14-m6|deepseek-small|Drip", "prompt": "c14-m6", "model": "deepseek-small", "cat": "email-marketing", "variant": "negative", "raw": "Drip", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Also reported to count unsubscribers in their contact counts."}, {"id": "mai-20260915-0741-calibration_b|c14-m6|deepseek-small|Mailmodo", "prompt": "c14-m6", "model": "deepseek-small", "cat": "email-marketing", "variant": "negative", "raw": "Mailmodo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Also reported to count unsubscribers in their contact counts."}, {"id": "mai-20260915-0741-calibration_b|c14-m6|deepseek-small|Mailjet", "prompt": "c14-m6", "model": "deepseek-small", "cat": "email-marketing", "variant": "negative", "raw": "Mailjet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Criticized for automatic overage charges or quietly auto-upgrading you when you exceed limits."}, {"id": "mai-20260915-0741-calibration_b|c14-m6|deepseek-small|SendGrid", "prompt": "c14-m6", "model": "deepseek-small", "cat": "email-marketing", "variant": "negative", "raw": "SendGrid", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "very poor Trustpilot rating (~1.1/5). Issues: accounts suspended without notice, abysmal/very slow support"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|deepseek-small|GetResponse", "prompt": "c14-m6", "model": "deepseek-small", "cat": "email-marketing", "variant": "negative", "raw": "GetResponse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Criticized for automatic overage charges or quietly auto-upgrading you when you exceed limits."}, {"id": "mai-20260915-0741-calibration_b|c14-m6|deepseek-small|Constant Contact", "prompt": "c14-m6", "model": "deepseek-small", "cat": "email-marketing", "variant": "negative", "raw": "Constant Contact", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Criticized for automatic overage charges or quietly auto-upgrading you"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|deepseek-small|Benchmark", "prompt": "c14-m6", "model": "deepseek-small", "cat": "email-marketing", "variant": "negative", "raw": "Benchmark", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Criticized for automatic overage charges or quietly auto-upgrading you"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|deepseek-small|Mail Marketer", "prompt": "c14-m6", "model": "deepseek-small", "cat": "email-marketing", "variant": "negative", "raw": "Mail Marketer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Repeated reports of emails going **100% to spam**, poor servers, and unhelpful support."}, {"id": "mai-20260915-0741-calibration_b|c14-m6|deepseek-small|SendMails.io", "prompt": "c14-m6", "model": "deepseek-small", "cat": "email-marketing", "variant": "negative", "raw": "SendMails.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Repeated reports of emails going **100% to spam**, poor servers, and unhelpful support."}, {"id": "mai-20260915-0741-calibration_b|c14-m6|deepseek-small|SendPulse", "prompt": "c14-m6", "model": "deepseek-small", "cat": "email-marketing", "variant": "negative", "raw": "SendPulse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Tested inbox placement as low as ~62.8%, well below competitors."}, {"id": "mai-20260915-0741-calibration_b|c14-m6|deepseek-small|Campaign Monitor", "prompt": "c14-m6", "model": "deepseek-small", "cat": "email-marketing", "variant": "negative", "raw": "Campaign Monitor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "all customer data deleted for \"inactivity\" with no warning or notification"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|deepseek-small|Brevo (Sendinblue)", "prompt": "c14-m6", "model": "deepseek-small", "cat": "email-marketing", "variant": "negative", "raw": "Brevo (Sendinblue)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "Generally good, but reported accounts suspended/banned due to bots or third-party activity users can't control"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|deepseek-small|Mailtrap", "prompt": "c14-m6", "model": "deepseek-small", "cat": "email-marketing", "variant": "negative", "raw": "Mailtrap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "Accounts may be suspended without warning if consent (opt-in) can't be verified."}, {"id": "mai-20260915-0741-calibration_b|c14-m6|deepseek-small|MailerLite", "prompt": "c14-m6", "model": "deepseek-small", "cat": "email-marketing", "variant": "negative", "raw": "MailerLite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Platforms like **MailerLite, Sender, Brevo, and Moosend** typically exclude unsubscribed/bounced addresses from billing"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|deepseek-small|Sender", "prompt": "c14-m6", "model": "deepseek-small", "cat": "email-marketing", "variant": "negative", "raw": "Sender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "Platforms like **MailerLite, Sender, Brevo, and Moosend** typically exclude unsubscribed/bounced addresses from billing"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|deepseek-small|Moosend", "prompt": "c14-m6", "model": "deepseek-small", "cat": "email-marketing", "variant": "negative", "raw": "Moosend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "Platforms like **MailerLite, Sender, Brevo, and Moosend** typically exclude unsubscribed/bounced addresses from billing"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|google-small|Mailchimp", "prompt": "c14-m6", "model": "google-small", "cat": "email-marketing", "variant": "negative", "raw": "Mailchimp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Mailchimp (Proceed with Extreme Caution)"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|google-small|Constant Contact", "prompt": "c14-m6", "model": "google-small", "cat": "email-marketing", "variant": "negative", "raw": "Constant Contact", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Constant Contact (Avoid, Unless You Need Niche Local Event Tools)"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|google-small|Flodesk", "prompt": "c14-m6", "model": "google-small", "cat": "email-marketing", "variant": "negative", "raw": "Flodesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Flodesk:** Offers a flat-rate pricing model"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|google-small|MailerLite", "prompt": "c14-m6", "model": "google-small", "cat": "email-marketing", "variant": "negative", "raw": "MailerLite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**MailerLite:** Highly affordable, incredibly user-friendly, and offers robust automation on their free and low-cost tiers."}, {"id": "mai-20260915-0741-calibration_b|c14-m6|google-small|GoDaddy", "prompt": "c14-m6", "model": "google-small", "cat": "email-marketing", "variant": "negative", "raw": "GoDaddy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "they are a major growth trap"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|google-small|Wix", "prompt": "c14-m6", "model": "google-small", "cat": "email-marketing", "variant": "negative", "raw": "Wix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Bundled Website-Builder Email Tools (e.g., GoDaddy, basic Wix, Squarespace Email Add-ons)"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|google-small|Keap / formerly Infusionsoft", "prompt": "c14-m6", "model": "google-small", "cat": "email-marketing", "variant": "negative", "raw": "Keap / formerly Infusionsoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Keap / formerly Infusionsoft (Avoid if you are a small business without a dedicated tech manager)"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|google-small|Squarespace Email Add-ons", "prompt": "c14-m6", "model": "google-small", "cat": "email-marketing", "variant": "negative", "raw": "Squarespace Email Add-ons", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "While convenient, they are a major growth trap."}, {"id": "mai-20260915-0741-calibration_b|c14-m6|google-small|HubSpot", "prompt": "c14-m6", "model": "google-small", "cat": "email-marketing", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "slow to innovate compared to modern CRM alternatives like HubSpot or ActiveCampaign"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|google-small|ActiveCampaign", "prompt": "c14-m6", "model": "google-small", "cat": "email-marketing", "variant": "negative", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose platforms like MailerLite or ActiveCampaign, which only charge for active subscribers"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|google-small|Microsoft Dynamics 365", "prompt": "c14-m6", "model": "google-small", "cat": "email-marketing", "variant": "negative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Platforms like Microsoft Dynamics 365 are frequently rated as some of the most frustrating, convoluted systems"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|google-small|ConvertKit", "prompt": "c14-m6", "model": "google-small", "cat": "email-marketing", "variant": "negative", "raw": "ConvertKit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "do not upload them to Mailchimp, Klaviyo, ConvertKit, or ActiveCampaign"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|google-small|Keap/Infusionsoft", "prompt": "c14-m6", "model": "google-small", "cat": "email-marketing", "variant": "negative", "raw": "Keap/Infusionsoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Keap (formerly Infusionsoft) is famously nicknamed \"Confusionsoft\" ... massive, bloated, and unnecessarily expensive for pure email marketing"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|google-small|Instantly", "prompt": "c14-m6", "model": "google-small", "cat": "email-marketing", "variant": "negative", "raw": "Instantly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "For cold outreach, you must use dedicated outbound platforms (like Instantly or Lemlist)"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|google-small|Kit (formerly ConvertKit)", "prompt": "c14-m6", "model": "google-small", "cat": "email-marketing", "variant": "negative", "raw": "Kit (formerly ConvertKit)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Exceptional for creators, bloggers, and digital product sellers."}, {"id": "mai-20260915-0741-calibration_b|c14-m6|google-small|Lemlist", "prompt": "c14-m6", "model": "google-small", "cat": "email-marketing", "variant": "negative", "raw": "Lemlist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "dedicated outbound platforms (like Instantly or Lemlist) combined with secondary \"burner\" domains"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|google-small|Klaviyo", "prompt": "c14-m6", "model": "google-small", "cat": "email-marketing", "variant": "negative", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "The undisputed gold standard for e-commerce brands"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|meta-small|Mailchimp", "prompt": "c14-m6", "model": "meta-small", "cat": "email-marketing", "variant": "negative", "raw": "Mailchimp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "should be avoided due to unfair billing practices"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|meta-small|Aweber", "prompt": "c14-m6", "model": "meta-small", "cat": "email-marketing", "variant": "negative", "raw": "Aweber", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "should be avoided due to unfair billing practices"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|meta-small|Drip", "prompt": "c14-m6", "model": "meta-small", "cat": "email-marketing", "variant": "negative", "raw": "Drip", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "should be avoided due to unfair billing practices"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|meta-small|Mailmodo", "prompt": "c14-m6", "model": "meta-small", "cat": "email-marketing", "variant": "negative", "raw": "Mailmodo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "should be avoided due to unfair billing practices"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|meta-small|Constant Contact", "prompt": "c14-m6", "model": "meta-small", "cat": "email-marketing", "variant": "negative", "raw": "Constant Contact", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "should be avoided due to unfair billing practices"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|meta-small|GetResponse", "prompt": "c14-m6", "model": "meta-small", "cat": "email-marketing", "variant": "negative", "raw": "GetResponse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "should be avoided due to unfair billing practices"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|meta-small|Mailjet", "prompt": "c14-m6", "model": "meta-small", "cat": "email-marketing", "variant": "negative", "raw": "Mailjet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "should be avoided due to unfair billing practices"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|meta-small|SendGrid", "prompt": "c14-m6", "model": "meta-small", "cat": "email-marketing", "variant": "negative", "raw": "SendGrid", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "should be avoided due to unfair billing practices"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|meta-small|Benchmark", "prompt": "c14-m6", "model": "meta-small", "cat": "email-marketing", "variant": "negative", "raw": "Benchmark", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "should be avoided due to unfair billing practices"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|meta-small|ActiveCampaign", "prompt": "c14-m6", "model": "meta-small", "cat": "email-marketing", "variant": "negative", "raw": "ActiveCampaign", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "should be avoided due to unfair billing practices"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|meta-small|Klaviyo", "prompt": "c14-m6", "model": "meta-small", "cat": "email-marketing", "variant": "negative", "raw": "Klaviyo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "should be avoided due to unfair billing practices"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|meta-small|Kit", "prompt": "c14-m6", "model": "meta-small", "cat": "email-marketing", "variant": "negative", "raw": "Kit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "should be avoided due to unfair billing practices"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|meta-small|Email Octopus", "prompt": "c14-m6", "model": "meta-small", "cat": "email-marketing", "variant": "negative", "raw": "Email Octopus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "should be avoided due to unfair billing practices"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|meta-small|Campaigner", "prompt": "c14-m6", "model": "meta-small", "cat": "email-marketing", "variant": "negative", "raw": "Campaigner", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "should be avoided due to unfair billing practices"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|meta-small|HubSpot", "prompt": "c14-m6", "model": "meta-small", "cat": "email-marketing", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "are considered overrated or least favorable"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|meta-small|Zoho Campaigns", "prompt": "c14-m6", "model": "meta-small", "cat": "email-marketing", "variant": "negative", "raw": "Zoho Campaigns", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "are considered overrated or least favorable"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|minimax-small|Mailchimp", "prompt": "c14-m6", "model": "minimax-small", "cat": "email-marketing", "variant": "negative", "raw": "Mailchimp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Counts unsubscribed contacts toward your limit, meaning you pay for people who can no longer receive emails"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|minimax-small|Aweber", "prompt": "c14-m6", "model": "minimax-small", "cat": "email-marketing", "variant": "negative", "raw": "Aweber", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Bills for unsubscribes"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|minimax-small|Drip", "prompt": "c14-m6", "model": "minimax-small", "cat": "email-marketing", "variant": "negative", "raw": "Drip", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Bills for unsubscribes"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|minimax-small|Mailmodo", "prompt": "c14-m6", "model": "minimax-small", "cat": "email-marketing", "variant": "negative", "raw": "Mailmodo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Bills for unsubscribes"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|minimax-small|Constant Contact", "prompt": "c14-m6", "model": "minimax-small", "cat": "email-marketing", "variant": "negative", "raw": "Constant Contact", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Questionable billing practices"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|minimax-small|GetResponse", "prompt": "c14-m6", "model": "minimax-small", "cat": "email-marketing", "variant": "negative", "raw": "GetResponse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Billing concerns noted"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|minimax-small|Mailjet", "prompt": "c14-m6", "model": "minimax-small", "cat": "email-marketing", "variant": "negative", "raw": "Mailjet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Billing issues flagged"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|minimax-small|SendGrid", "prompt": "c14-m6", "model": "minimax-small", "cat": "email-marketing", "variant": "negative", "raw": "SendGrid", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Billing problems reported"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|minimax-small|Benchmark", "prompt": "c14-m6", "model": "minimax-small", "cat": "email-marketing", "variant": "negative", "raw": "Benchmark", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Billing fairness concerns"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|minimax-small|HubSpot", "prompt": "c14-m6", "model": "minimax-small", "cat": "email-marketing", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Has onboarding fees and stacked costs that can add up quickly"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|minimax-small|Klaviyo", "prompt": "c14-m6", "model": "minimax-small", "cat": "email-marketing", "variant": "negative", "raw": "Klaviyo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "has a steep cost curve as your list grows"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|minimax-small|ActiveCampaign", "prompt": "c14-m6", "model": "minimax-small", "cat": "email-marketing", "variant": "negative", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Platforms generally considered safer alternatives include **ActiveCampaign**, **Brevo**, **MailerLite**, and **SendX**"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|minimax-small|Brevo", "prompt": "c14-m6", "model": "minimax-small", "cat": "email-marketing", "variant": "negative", "raw": "Brevo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "safer alternatives include **ActiveCampaign**, **Brevo**, **MailerLite**, and **SendX**"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|minimax-small|MailerLite", "prompt": "c14-m6", "model": "minimax-small", "cat": "email-marketing", "variant": "negative", "raw": "MailerLite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "safer alternatives include **ActiveCampaign**, **Brevo**, **MailerLite**, and **SendX**"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|minimax-small|SendX", "prompt": "c14-m6", "model": "minimax-small", "cat": "email-marketing", "variant": "negative", "raw": "SendX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "safer alternatives include **ActiveCampaign**, **Brevo**, **MailerLite**, and **SendX**"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|mistral-small|Mail250", "prompt": "c14-m6", "model": "mistral-small", "cat": "email-marketing", "variant": "negative", "raw": "Mail250", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid Mail250 and SendMails entirely due to fraud allegations and poor reviews."}, {"id": "mai-20260915-0741-calibration_b|c14-m6|mistral-small|SendMails", "prompt": "c14-m6", "model": "mistral-small", "cat": "email-marketing", "variant": "negative", "raw": "SendMails", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid Mail250 and SendMails entirely due to fraud allegations and poor reviews."}, {"id": "mai-20260915-0741-calibration_b|c14-m6|mistral-small|MailerSend", "prompt": "c14-m6", "model": "mistral-small", "cat": "email-marketing", "variant": "negative", "raw": "MailerSend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Described as \"HASSLE-FOCUSED\" company, poor customer service"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|mistral-small|SendFox", "prompt": "c14-m6", "model": "mistral-small", "cat": "email-marketing", "variant": "negative", "raw": "SendFox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "May have poor customer satisfaction or limited functionality"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|mistral-small|Moosend", "prompt": "c14-m6", "model": "mistral-small", "cat": "email-marketing", "variant": "negative", "raw": "Moosend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Moosend** (good for SMBs)"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|mistral-small|ActiveCampaign", "prompt": "c14-m6", "model": "mistral-small", "cat": "email-marketing", "variant": "negative", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**ActiveCampaign** (for experienced marketers)"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|mistral-small|MailerLite", "prompt": "c14-m6", "model": "mistral-small", "cat": "email-marketing", "variant": "negative", "raw": "MailerLite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**MailerLite** (for beginners)"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|mistral-small|Constant Contact", "prompt": "c14-m6", "model": "mistral-small", "cat": "email-marketing", "variant": "negative", "raw": "Constant Contact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Constant Contact** (for SMBs/nonprofits)"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|mistral-small|Brevo", "prompt": "c14-m6", "model": "mistral-small", "cat": "email-marketing", "variant": "negative", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Brevo** (formerly Sendinblue)"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|moonshot-small|Benchmark Email", "prompt": "c14-m6", "model": "moonshot-small", "cat": "email-marketing", "variant": "negative", "raw": "Benchmark Email", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Worst performer in independent testing: Only 47.1% inbox placement"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|moonshot-small|SendGrid", "prompt": "c14-m6", "model": "moonshot-small", "cat": "email-marketing", "variant": "negative", "raw": "SendGrid", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Below-average deliverability: ~78-79% inbox rates vs. 90%+ for top performers"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|moonshot-small|Moosend", "prompt": "c14-m6", "model": "moonshot-small", "cat": "email-marketing", "variant": "negative", "raw": "Moosend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Mediocre deliverability: ~82-83% inbox rates (decent but not great)"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|moonshot-small|Constant Contact", "prompt": "c14-m6", "model": "moonshot-small", "cat": "email-marketing", "variant": "negative", "raw": "Constant Contact", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Constant Contact (cautiously) | 91.7% inbox rate — good deliverability if you can tolerate UI issues"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|moonshot-small|Mailchimp (Intuit)", "prompt": "c14-m6", "model": "moonshot-small", "cat": "email-marketing", "variant": "negative", "raw": "Mailchimp (Intuit)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "287+ negative Trustpilot reviews... Expensive at scale... Inconsistent deliverability"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|moonshot-small|Klaviyo", "prompt": "c14-m6", "model": "moonshot-small", "cat": "email-marketing", "variant": "negative", "raw": "Klaviyo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Klaviyo | 94%+ deliverability, excellent for ecommerce"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|moonshot-small|ActiveCampaign", "prompt": "c14-m6", "model": "moonshot-small", "cat": "email-marketing", "variant": "negative", "raw": "ActiveCampaign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong automation, better support"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|moonshot-small|MailerLite", "prompt": "c14-m6", "model": "moonshot-small", "cat": "email-marketing", "variant": "negative", "raw": "MailerLite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Clean interface, good free tier"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|moonshot-small|Brevo (formerly Sendinblue)", "prompt": "c14-m6", "model": "moonshot-small", "cat": "email-marketing", "variant": "negative", "raw": "Brevo (formerly Sendinblue)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Cost-effective at scale, SMS integration"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|moonshot-small|Omnisend", "prompt": "c14-m6", "model": "moonshot-small", "cat": "email-marketing", "variant": "negative", "raw": "Omnisend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Strong ecommerce focus, good deliverability"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|xai-small|Mailchimp", "prompt": "c14-m6", "model": "xai-small", "cat": "email-marketing", "variant": "negative", "raw": "Mailchimp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**High Caution/Avoid: Mailchimp**"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|xai-small|Benchmark", "prompt": "c14-m6", "model": "xai-small", "cat": "email-marketing", "variant": "negative", "raw": "Benchmark", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Caution: Benchmark** ... Consistently worst in tests"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|xai-small|Constant Contact", "prompt": "c14-m6", "model": "xai-small", "cat": "email-marketing", "variant": "negative", "raw": "Constant Contact", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caution: Constant Contact**"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|xai-small|Brevo (formerly Sendinblue)", "prompt": "c14-m6", "model": "xai-small", "cat": "email-marketing", "variant": "negative", "raw": "Brevo (formerly Sendinblue)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Mixed Caution: Brevo (formerly Sendinblue), SendPulse**"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|xai-small|SendPulse", "prompt": "c14-m6", "model": "xai-small", "cat": "email-marketing", "variant": "negative", "raw": "SendPulse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "SendPulse ~63-75% with high spam rates"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|xai-small|ActiveCampaign", "prompt": "c14-m6", "model": "xai-small", "cat": "email-marketing", "variant": "negative", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Safer picks** (from tests/reviews): ActiveCampaign, Omnisend, MailerLite, Sender"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|xai-small|Omnisend", "prompt": "c14-m6", "model": "xai-small", "cat": "email-marketing", "variant": "negative", "raw": "Omnisend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Safer picks** (from tests/reviews): ActiveCampaign, Omnisend, MailerLite, Sender"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|xai-small|MailerLite", "prompt": "c14-m6", "model": "xai-small", "cat": "email-marketing", "variant": "negative", "raw": "MailerLite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Safer picks** (from tests/reviews): ActiveCampaign, Omnisend, MailerLite, Sender"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|xai-small|Sender", "prompt": "c14-m6", "model": "xai-small", "cat": "email-marketing", "variant": "negative", "raw": "Sender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Sender (high 90%+ deliverability, fair billing like per-email vs. per-contact)"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|zai-small|Mailchimp", "prompt": "c14-m6", "model": "zai-small", "cat": "email-marketing", "variant": "negative", "raw": "Mailchimp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Risk Score: 44/100 (Caution)**"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|zai-small|Constant Contact", "prompt": "c14-m6", "model": "zai-small", "cat": "email-marketing", "variant": "negative", "raw": "Constant Contact", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Risk Score: 40/100 (Caution)**"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|zai-small|ActiveCampaign", "prompt": "c14-m6", "model": "zai-small", "cat": "email-marketing", "variant": "negative", "raw": "ActiveCampaign", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**ActiveCampaign** (ranked #1 in deliverability by EmailToolTester)"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|zai-small|Klaviyo", "prompt": "c14-m6", "model": "zai-small", "cat": "email-marketing", "variant": "negative", "raw": "Klaviyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Klaviyo** (strong for ecommerce)"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|zai-small|Brevo", "prompt": "c14-m6", "model": "zai-small", "cat": "email-marketing", "variant": "negative", "raw": "Brevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Brevo** (formerly Sendinblue)"}, {"id": "mai-20260915-0741-calibration_b|c14-m6|zai-small|ConvertKit", "prompt": "c14-m6", "model": "zai-small", "cat": "email-marketing", "variant": "negative", "raw": "ConvertKit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**ConvertKit** (good for creators)"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|alibaba-small|Apollo.io", "prompt": "c36-m1", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Recommendation: Apollo.io"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|alibaba-small|ZoomInfo", "prompt": "c36-m1", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Premium Choice: ZoomInfo ... Trade-off: Expensive and complex."}, {"id": "mai-20260915-0741-calibration_b|c36-m1|alibaba-small|Clay", "prompt": "c36-m1", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Clay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"Pro-Tech\" Choice: Clay ... Trade-off: High technical learning curve."}, {"id": "mai-20260915-0741-calibration_b|c36-m1|anthropic-small|ZoomInfo", "prompt": "c36-m1", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "ZoomInfo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is the go-to choice for mid-market and enterprise teams focused on high-volume outbound prospecting"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|anthropic-small|Cognism", "prompt": "c36-m1", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cognism is stronger than ZoomInfo in Europe if that's your primary market"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|anthropic-small|Apollo.io", "prompt": "c36-m1", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for small to mid-market sales teams who want contact data, enrichment, and outbound automation in a single platform"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|anthropic-small|Amplemarket", "prompt": "c36-m1", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Amplemarket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Provides the most complete feature set at a mid-market price point with no implementation fee"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|anthropic-small|Lead411", "prompt": "c36-m1", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Lead411", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "suits budget-conscious mid-market teams that want contacts and intent in one tool"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|challenger-small|Apollo", "prompt": "c36-m1", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Apollo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most defensible *default* choice is **Apollo** if you want the best balance of **coverage, prospecting workflow, and price**"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|challenger-small|ZoomInfo", "prompt": "c36-m1", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ZoomInfo** is the stronger but typically more expensive option"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|challenger-small|UpLead", "prompt": "c36-m1", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "UpLead", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**UpLead** if data accuracy is the top priority on a tighter budget"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|challenger-small|Cognism", "prompt": "c36-m1", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cognism** if EMEA compliance and coverage are critical"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|challenger-small|Lusha", "prompt": "c36-m1", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Lusha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "often the strongest \"easy start\" option for teams that want **verified contact data plus buying signals**"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|deepseek-small|Apollo.io", "prompt": "c36-m1", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is **Apollo.io** — it offers the strongest cost-to-value ratio for teams of this size"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|deepseek-small|ZoomInfo", "prompt": "c36-m1", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for data depth, US enterprise/mid-market ... Caveats: Expensive for mid-size teams"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|deepseek-small|Cognism", "prompt": "c36-m1", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for GDPR/Europe & phone data"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|deepseek-small|Clay", "prompt": "c36-m1", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Clay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for technical/RevOps teams"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|deepseek-small|Lusha", "prompt": "c36-m1", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Lusha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Small team (under ~3 reps) just getting started | **Apollo free tier** or **Lusha** ($29–51/user)"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|google-small|Apollo.io", "prompt": "c36-m1", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Apollo.io: Best Value & \"All-in-One\" Platform ... Apollo is the industry favorite."}, {"id": "mai-20260915-0741-calibration_b|c36-m1|google-small|Cognism", "prompt": "c36-m1", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cognism: Best for Global Reach & Mobile-Verified Numbers ... Cognism is the top-tier choice."}, {"id": "mai-20260915-0741-calibration_b|c36-m1|google-small|ZoomInfo", "prompt": "c36-m1", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ZoomInfo: Best for Complete US Coverage & Intent Data (If Budget Allows)"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|google-small|UpLead", "prompt": "c36-m1", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "UpLead", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "UpLead (Best for Clean Data) ... guarantees 95% data accuracy ... highly accurate alternative to ZoomInfo"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|google-small|Clay", "prompt": "c36-m1", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Clay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Clay if you have a modern, tech-savvy sales team that wants to use AI"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|google-small|LinkedIn Sales Navigator", "prompt": "c36-m1", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "LinkedIn Sales Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Find prospects on LinkedIn Sales Navigator or Apollo (cheap data)"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|google-small|Lusha", "prompt": "c36-m1", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Lusha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "automatically search ZoomInfo, Cognism, or Lusha APIs in real-time"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|meta-small|ZoomInfo", "prompt": "c36-m1", "model": "meta-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "ZoomInfo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be ZoomInfo, Apollo, or Lusha... ZoomInfo is known for its comprehensive data and AI-driven insights, making it suitable for mid-market to enterprise revenue teams"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|meta-small|Apollo", "prompt": "c36-m1", "model": "meta-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Apollo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Apollo offers a combination of contact database and engagement tools, ideal for SMB to mid-market companies"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|meta-small|Lusha", "prompt": "c36-m1", "model": "meta-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Lusha", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "making it a strong choice for SMBs and mid-market revenue teams"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|minimax-small|Lead411", "prompt": "c36-m1", "model": "minimax-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Lead411", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lead411** or **Lusha** are frequently recommended specifically for mid-market companies looking for good value without enterprise pricing"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|minimax-small|Lusha", "prompt": "c36-m1", "model": "minimax-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Lusha", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Lead411** or **Lusha** are frequently recommended specifically for mid-market companies"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|minimax-small|Demandbase One", "prompt": "c36-m1", "model": "minimax-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Demandbase One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Better if you're running sophisticated account-based marketing (ABM) strategies... but tends to target more advanced mid-market and enterprise teams"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|minimax-small|6sense Revenue AI", "prompt": "c36-m1", "model": "minimax-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "6sense Revenue AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "excellent for account-based strategies with predictive analytics and intent tracking. Best for complex, multi-stakeholder deals"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|mistral-small|Apollo.io", "prompt": "c36-m1", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Apollo.io** offers the best balance of features, pricing, and ease of use."}, {"id": "mai-20260915-0741-calibration_b|c36-m1|mistral-small|Amplemarket", "prompt": "c36-m1", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Amplemarket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need superior AI capabilities and data quality, **Amplemarket** is worth the premium."}, {"id": "mai-20260915-0741-calibration_b|c36-m1|mistral-small|UpLead", "prompt": "c36-m1", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "UpLead", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For budget-conscious teams prioritizing accuracy, **UpLead** is an excellent choice."}, {"id": "mai-20260915-0741-calibration_b|c36-m1|mistral-small|Salesmotion", "prompt": "c36-m1", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Salesmotion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for Account Intelligence**"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|mistral-small|ZoomInfo", "prompt": "c36-m1", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "ZoomInfo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid for Mid-Market - **ZoomInfo**: Enterprise pricing ($15K+/year) is typically too expensive for mid-market"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|mistral-small|Cognism", "prompt": "c36-m1", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Cognism", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Cognism**: Good for EMEA but enterprise pricing model"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|mistral-small|6sense/Demandbase", "prompt": "c36-m1", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "6sense/Demandbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**6sense/Demandbase**: ABM-focused with enterprise pricing models"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|moonshot-small|Apollo.io", "prompt": "c36-m1", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apollo.io** — Best Overall Value for Mid-Market"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|moonshot-small|Lead411", "prompt": "c36-m1", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Lead411", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lead411** — Best Budget Option with Intent Data"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|moonshot-small|Amplemarket", "prompt": "c36-m1", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Amplemarket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Amplemarket** — Best Feature-Rich Mid-Market Option"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|moonshot-small|Cognism", "prompt": "c36-m1", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cognism** — Best for EMEA Markets"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|moonshot-small|ZoomInfo", "prompt": "c36-m1", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "ZoomInfo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid ZoomInfo for mid-market** unless you specifically need the largest contact database"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|moonshot-small|Lusha", "prompt": "c36-m1", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Lusha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "platforms with **transparent pricing** (Apollo, Lead411, Lusha) better serve mid-market buyers"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|moonshot-small|6sense", "prompt": "c36-m1", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "6sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "enterprise-focused tools (ZoomInfo, 6sense, Demandbase) require custom quotes and typically lock you into expensive multi-year contracts"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|moonshot-small|Demandbase", "prompt": "c36-m1", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Demandbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "enterprise-focused tools (ZoomInfo, 6sense, Demandbase) require custom quotes and typically lock you into expensive multi-year contracts"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|openai-small|Apollo", "prompt": "c36-m1", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Apollo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best default choice is usually Apollo**"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|openai-small|ZoomInfo", "prompt": "c36-m1", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you need **deeper enterprise-grade firmographic/technographic intelligence**"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|openai-small|Cognism", "prompt": "c36-m1", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you sell heavily into **Europe/UK** or have strong **GDPR/compliance** needs"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|openai-small|Lusha", "prompt": "c36-m1", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for smaller mid-market teams that want a simpler, lower-cost prospecting tool"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|xai-small|Apollo.io", "prompt": "c36-m1", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Why Apollo.io stands out as the top pick for most mid-market companies"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|xai-small|ZoomInfo", "prompt": "c36-m1", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-up: ZoomInfo if budget allows—gold standard for data depth"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|xai-small|Cognism", "prompt": "c36-m1", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "EMEA/UK sales with compliance needs; global expansion"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|xai-small|Lusha", "prompt": "c36-m1", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Lusha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Quick lookups, small-mid teams, LinkedIn integration | Credit limits"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|xai-small|Lead411", "prompt": "c36-m1", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Lead411", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "US outbound on tight budget; intent without complexity"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|xai-small|UpLead", "prompt": "c36-m1", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "UpLead", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Honorable mentions: UpLead (95% accuracy guarantee, $74/mo, great for lists)"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|xai-small|Salesmotion", "prompt": "c36-m1", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Salesmotion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Salesmotion (4.8 G2, $85/mo for signals/context over raw contacts)"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|xai-small|Amplemarket", "prompt": "c36-m1", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Amplemarket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "lower bounces (<5% in top tools like Amplemarket)"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|zai-small|Apollo.io", "prompt": "c36-m1", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Apollo.io is typically the better choice"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|zai-small|ZoomInfo", "prompt": "c36-m1", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose ZoomInfo if: Data quality and accuracy are your top priorities"}, {"id": "mai-20260915-0741-calibration_b|c36-m1|zai-small|Lead411", "prompt": "c36-m1", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "direct", "raw": "Lead411", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Lead411 - Mid-Market Specialist"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|alibaba-small|Lusha", "prompt": "c36-m2", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Lusha", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Overall Value & Accuracy** | **Lusha** | Highest email/phone verification rates, clean UI, strong GDPR compliance"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|alibaba-small|Apollo.io", "prompt": "c36-m2", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you lack an outbound engine, **Apollo.io** provides both the database and the email sequencing tools in one affordable stack."}, {"id": "mai-20260915-0741-calibration_b|c36-m2|alibaba-small|UpLead", "prompt": "c36-m2", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "UpLead", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Industry-leading \"real-time verified\" data guarantee; offers refunds if bounce rates exceed set thresholds."}, {"id": "mai-20260915-0741-calibration_b|c36-m2|alibaba-small|ZoomInfo", "prompt": "c36-m2", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Steep learning curve but unmatched depth. | Custom (often $15k+/yr)"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|anthropic-small|LinkedIn Sales Navigator", "prompt": "c36-m2", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "LinkedIn Sales Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Great for relationship-based selling and account research."}, {"id": "mai-20260915-0741-calibration_b|c36-m2|anthropic-small|Apollo.io", "prompt": "c36-m2", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Apollo.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Known for good value and user-friendly interface. Popular with mid-market companies."}, {"id": "mai-20260915-0741-calibration_b|c36-m2|anthropic-small|ZoomInfo", "prompt": "c36-m2", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More enterprise-focused but offers mid-market packages. Higher price point."}, {"id": "mai-20260915-0741-calibration_b|c36-m2|anthropic-small|Hunter.io", "prompt": "c36-m2", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Hunter.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for email finding and verification. Affordable and straightforward"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|anthropic-small|RocketReach", "prompt": "c36-m2", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "RocketReach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Competitive contact database with decent search filters."}, {"id": "mai-20260915-0741-calibration_b|c36-m2|anthropic-small|Clearbit", "prompt": "c36-m2", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Clearbit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong for company data and enrichment."}, {"id": "mai-20260915-0741-calibration_b|c36-m2|challenger-small|Apollo.io", "prompt": "c36-m2", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Apollo.io** as the default starting point"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|challenger-small|UpLead", "prompt": "c36-m2", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "UpLead", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **UpLead** as the best alternative if **data accuracy** matters more"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|challenger-small|Demandbase", "prompt": "c36-m2", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Demandbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Demandbase** is the more strategic option for mid-market and enterprise teams"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|challenger-small|Lusha", "prompt": "c36-m2", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lusha** or **Cognism** are commonly recommended for mid-market teams, especially for EMEA-focused prospecting"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|challenger-small|Cognism", "prompt": "c36-m2", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Lusha** or **Cognism** are commonly recommended for mid-market teams"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|challenger-small|ZoomInfo", "prompt": "c36-m2", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "better if you are closer to **enterprise** needs and can support higher cost"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|deepseek-small|Apollo.io", "prompt": "c36-m2", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Apollo.io as the default starting point**"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|deepseek-small|UpLead", "prompt": "c36-m2", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "UpLead", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**UpLead** and **Lusha** as strong alternatives depending on your priorities"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|deepseek-small|Lusha", "prompt": "c36-m2", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great lightweight option"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|deepseek-small|ZoomInfo", "prompt": "c36-m2", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "expect **$15K–33K+/yr contracts**. Overkill unless budget and RevOps capacity justify it."}, {"id": "mai-20260915-0741-calibration_b|c36-m2|deepseek-small|Cognism", "prompt": "c36-m2", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Selling into EU/EMEA or heavy compliance needs | **Cognism**"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|deepseek-small|LinkedIn Sales Navigator", "prompt": "c36-m2", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "LinkedIn Sales Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Apollo (contacts + sequencing) + LinkedIn Sales Navigator covers 80% of the need"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|deepseek-small|Clay", "prompt": "c36-m2", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Clay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a data layer like Clay added if you need enrichment workflows"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|google-small|Apollo.io", "prompt": "c36-m2", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Use **Apollo.io** (Professional or Organization tier). It will give your entire sales team a high-volume, low-cost baseline"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|google-small|Cognism", "prompt": "c36-m2", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "purchase a few seats of **Cognism** or **Lusha** specifically for the reps doing high-volume cold-calling"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|google-small|Clay", "prompt": "c36-m2", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Clay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Introduce **Clay** to enrich your highest-tier accounts."}, {"id": "mai-20260915-0741-calibration_b|c36-m2|google-small|ZoomInfo", "prompt": "c36-m2", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High cost and rigid multi-year contract structures that often price out mid-sized companies."}, {"id": "mai-20260915-0741-calibration_b|c36-m2|google-small|Lusha", "prompt": "c36-m2", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "purchase a few seats of **Cognism** or **Lusha** specifically for the reps doing high-volume cold-calling"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|meta-small|ZoomInfo", "prompt": "c36-m2", "model": "meta-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "ZoomInfo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. ZoomInfo - Best for mid-market to enterprise revenue teams"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|meta-small|Apollo", "prompt": "c36-m2", "model": "meta-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Apollo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Apollo - Best for SMB to mid-market teams"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|meta-small|UpLead", "prompt": "c36-m2", "model": "meta-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "UpLead", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. UpLead - Best for budget-conscious mid-market teams"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|meta-small|Cognism", "prompt": "c36-m2", "model": "meta-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Cognism - Best for mid-market organizations that prioritize data quality over database size"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|meta-small|SalesIntel", "prompt": "c36-m2", "model": "meta-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "SalesIntel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. SalesIntel - Best for mid-market sales teams who need intent signals"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|minimax-small|ZoomInfo", "prompt": "c36-m2", "model": "minimax-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "ZoomInfo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for mid-market and enterprise teams"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|minimax-small|UpLead", "prompt": "c36-m2", "model": "minimax-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "UpLead", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great for budget-conscious mid-market companies"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|minimax-small|Demandbase", "prompt": "c36-m2", "model": "minimax-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Demandbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for teams wanting an all-in-one platform"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|minimax-small|Apollo.io", "prompt": "c36-m2", "model": "minimax-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Apollo.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Apollo.io (strong for SMB-mid market)"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|minimax-small|LinkedIn Sales Navigator", "prompt": "c36-m2", "model": "minimax-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "LinkedIn Sales Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "LinkedIn Sales Navigator (if focusing on relationship-based prospecting)"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|minimax-small|Clearbit", "prompt": "c36-m2", "model": "minimax-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Clearbit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Clearbit (good for data enrichment)"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|mistral-small|Apollo.io", "prompt": "c36-m2", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, I'd recommend starting with Apollo.io"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|mistral-small|ZoomInfo", "prompt": "c36-m2", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If budget allows and data quality is paramount, ZoomInfo would be the premium choice."}, {"id": "mai-20260915-0741-calibration_b|c36-m2|mistral-small|UpLead", "prompt": "c36-m2", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "UpLead", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For budget-conscious teams, UpLead offers excellent value"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|mistral-small|SalesIntel", "prompt": "c36-m2", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "SalesIntel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tier 2 Options: SalesIntel - Strong intent data capabilities"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|mistral-small|Skrapp", "prompt": "c36-m2", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Skrapp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Skrapp - Good LinkedIn integration for outreach"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|moonshot-small|Apollo.io", "prompt": "c36-m2", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 **Top Recommendation: Apollo.io**"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|moonshot-small|UpLead", "prompt": "c36-m2", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "UpLead", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 **Alternative: UpLead**"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|moonshot-small|ZoomInfo", "prompt": "c36-m2", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caution:** Pricing starts around ~$15,000/year, opaque contracts, credit complexity"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|moonshot-small|Cognism", "prompt": "c36-m2", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Cognism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong European coverage & compliance | **Cognism** (but requires sales conversation)"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|openai-small|Apollo", "prompt": "c36-m2", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Apollo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Apollo** if you want the best balance of **cost, breadth, and an all-in-one prospecting workflow**"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|openai-small|ZoomInfo", "prompt": "c36-m2", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose ZoomInfo** if your team needs the deepest enterprise-style data"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|openai-small|Cognism", "prompt": "c36-m2", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Cognism** if you sell heavily into **Europe/UK**"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|openai-small|Lusha", "prompt": "c36-m2", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Lusha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Lusha/Clearbit** if your use case is narrower and you want a lighter-weight tool."}, {"id": "mai-20260915-0741-calibration_b|c36-m2|openai-small|Clearbit", "prompt": "c36-m2", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Clearbit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Lusha/Clearbit** if your use case is narrower and you want a lighter-weight tool."}, {"id": "mai-20260915-0741-calibration_b|c36-m2|xai-small|Apollo.io", "prompt": "c36-m2", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Apollo.io as the top B2B prospecting database"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|xai-small|UpLead", "prompt": "c36-m2", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "UpLead", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**UpLead** (budget data focus): 95% accuracy guarantee"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|xai-small|ZoomInfo", "prompt": "c36-m2", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Overkill/pricey for most mid-sized unless you need premium US depth."}, {"id": "mai-20260915-0741-calibration_b|c36-m2|xai-small|Cognism", "prompt": "c36-m2", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Cognism", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Skip unless Europe-heavy."}, {"id": "mai-20260915-0741-calibration_b|c36-m2|zai-small|Apollo.io", "prompt": "c36-m2", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Apollo.io"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|zai-small|ZoomInfo", "prompt": "c36-m2", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose ZoomInfo if: You need the deepest data coverage"}, {"id": "mai-20260915-0741-calibration_b|c36-m2|zai-small|UpLead", "prompt": "c36-m2", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "paraphrase", "raw": "UpLead", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose UpLead if: Data accuracy is your top priority"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|alibaba-small|ZoomInfo", "prompt": "c36-m3", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "ZoomInfo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Need the biggest, most accurate contact database?** → **ZoomInfo**"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|alibaba-small|Amplemarket", "prompt": "c36-m3", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Amplemarket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Budget-conscious SDR team needing data + outreach?** → **Apollo.io** or **Amplemarket**"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|alibaba-small|Apollo.io", "prompt": "c36-m3", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-friendly all-in-one | Contact data + sequencing + dialer in one platform"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|alibaba-small|Cognism", "prompt": "c36-m3", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Selling heavily in Europe?** → **Cognism**"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|alibaba-small|6sense", "prompt": "c36-m3", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "6sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Running an enterprise ABM program?** → **6sense** or **Demandbase**"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|alibaba-small|Salesmotion", "prompt": "c36-m3", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Salesmotion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Want real-time buying signals without heavy cost?** → **Salesmotion**"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|alibaba-small|Lusha", "prompt": "c36-m3", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Just need quick email/phone lookups?** → **Lusha**"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|alibaba-small|Clay", "prompt": "c36-m3", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Clay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Building custom data workflows?** → **Clay**"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|alibaba-small|LinkedIn Sales Navigator", "prompt": "c36-m3", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "LinkedIn Sales Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Just need quick email/phone lookups?** → **Lusha** or **LinkedIn Sales Navigator**"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|alibaba-small|Gong", "prompt": "c36-m3", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Gong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Revenue/Conversation intelligence | Call recording analysis, deal insights, coaching"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|alibaba-small|LeadIQ", "prompt": "c36-m3", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "LeadIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "SDR workflow automation | One-click LinkedIn profile capture to CRM"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|alibaba-small|Clearbit (HubSpot)", "prompt": "c36-m3", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Clearbit (HubSpot)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "HubSpot-native enrichment | Real-time form enrichment, website visitor ID"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|alibaba-small|Bombora", "prompt": "c36-m3", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Bombora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**6sense & Bombora**: Leaders in **account-level intent**"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|alibaba-small|Demandbase", "prompt": "c36-m3", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Demandbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Running an enterprise ABM program?** → **6sense** or **Demandbase**"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|anthropic-small|ZoomInfo", "prompt": "c36-m3", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "ZoomInfo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ZoomInfo (largest verified database, ~$15,000/yr)"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|anthropic-small|Apollo.io", "prompt": "c36-m3", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Apollo.io (best value, free tier then $49/user/mo)"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|anthropic-small|Cognism", "prompt": "c36-m3", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cognism (best GDPR-compliant European coverage, ~$10,000/yr)"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|anthropic-small|Clay", "prompt": "c36-m3", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Clay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Clay (waterfall enrichment across 100+ data providers)"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|anthropic-small|Kaspr", "prompt": "c36-m3", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Kaspr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Kaspr, a B2B prospecting platform that provides verified contact data through a Chrome extension"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|anthropic-small|Lusha", "prompt": "c36-m3", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Lusha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Lusha and LeadIQ as budget options for individual reps"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|anthropic-small|LeadIQ", "prompt": "c36-m3", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "LeadIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Lusha and LeadIQ as budget options for individual reps"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|anthropic-small|Amplemarket", "prompt": "c36-m3", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Amplemarket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Platforms that unify intelligence and execution (like Amplemarket ...) typically deliver faster ROI"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|challenger-small|ZoomInfo", "prompt": "c36-m3", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "ZoomInfo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ZoomInfo** is usually the **enterprise data depth** choice."}, {"id": "mai-20260915-0741-calibration_b|c36-m3|challenger-small|Apollo", "prompt": "c36-m3", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Apollo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Apollo** is usually the **value + execution** choice because it combines data with outreach tools."}, {"id": "mai-20260915-0741-calibration_b|c36-m3|challenger-small|Cognism", "prompt": "c36-m3", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for **European phone-first prospecting** and compliance-sensitive orgs."}, {"id": "mai-20260915-0741-calibration_b|c36-m3|challenger-small|LinkedIn Sales Navigator", "prompt": "c36-m3", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "LinkedIn Sales Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strongest for **relationship and org-network selling**, not bulk database prospecting"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|challenger-small|6sense", "prompt": "c36-m3", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "6sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for **intent-driven ABM** and identifying in-market accounts."}, {"id": "mai-20260915-0741-calibration_b|c36-m3|challenger-small|Bombora", "prompt": "c36-m3", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Bombora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best as an **intent layer**, not a full contact database."}, {"id": "mai-20260915-0741-calibration_b|c36-m3|challenger-small|Gong", "prompt": "c36-m3", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Gong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Gong** is more of a **conversation intelligence** platform than a contact data platform."}, {"id": "mai-20260915-0741-calibration_b|c36-m3|challenger-small|Salesmotion", "prompt": "c36-m3", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Salesmotion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for **deep account research** and proactive signal monitoring."}, {"id": "mai-20260915-0741-calibration_b|c36-m3|challenger-small|Lusha", "prompt": "c36-m3", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Lusha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for **straightforward contact lookup** with simpler workflows."}, {"id": "mai-20260915-0741-calibration_b|c36-m3|challenger-small|Seamless.AI", "prompt": "c36-m3", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Seamless.AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for **finding and importing leads** into a workflow."}, {"id": "mai-20260915-0741-calibration_b|c36-m3|deepseek-small|ZoomInfo", "prompt": "c36-m3", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "ZoomInfo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Go with ZoomInfo** if you're enterprise, need the broadest and deepest US data, and have budget for the full platform."}, {"id": "mai-20260915-0741-calibration_b|c36-m3|deepseek-small|Apollo.io", "prompt": "c36-m3", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Apollo.io — The Best Value All-in-One"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|deepseek-small|Cognism", "prompt": "c36-m3", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Go with Cognism** if you sell into Europe, do phone-first outreach, or have strict GDPR/compliance requirements."}, {"id": "mai-20260915-0741-calibration_b|c36-m3|deepseek-small|Lusha", "prompt": "c36-m3", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Go with Lusha** if you're a solo seller or small team that wants fast lookups"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|deepseek-small|LinkedIn Sales Navigator", "prompt": "c36-m3", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "LinkedIn Sales Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Go with LinkedIn Sales Navigator** if relationship-led selling and warm intros are your core motion"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|deepseek-small|Seamless.AI", "prompt": "c36-m3", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Seamless.AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Verification quality varies by industry and market segment; limited buyer signals/intent; G2 rating (~4.3/5) trails the leaders."}, {"id": "mai-20260915-0741-calibration_b|c36-m3|deepseek-small|6sense", "prompt": "c36-m3", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "6sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Not a contact data platform — you'll need a separate database tool; very expensive; steep implementation."}, {"id": "mai-20260915-0741-calibration_b|c36-m3|deepseek-small|Clearbit (now HubSpot Breeze Intelligence)", "prompt": "c36-m3", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Clearbit (now HubSpot Breeze Intelligence)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Go with Clearbit** if you're deeply HubSpot-native and want enrichment baked into your CRM."}, {"id": "mai-20260915-0741-calibration_b|c36-m3|deepseek-small|Demandbase", "prompt": "c36-m3", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Demandbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Go with 6sense/Demandbase** if your focus is predictive ABM and intent orchestration"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|google-small|ZoomInfo", "prompt": "c36-m3", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best For: Enterprise sales and revenue operations (RevOps) teams with large budgets"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|google-small|Apollo.io", "prompt": "c36-m3", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: SMBs, startups, and individual sales reps who need a budget-friendly, plug-and-play outbound engine."}, {"id": "mai-20260915-0741-calibration_b|c36-m3|google-small|Clay", "prompt": "c36-m3", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Clay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "pull those profiles into **Clay** to \"waterfall\" across multiple data providers to find the absolute best email address"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|google-small|Cognism", "prompt": "c36-m3", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are targeting the UK, Europe, or APAC, Cognism is the gold standard."}, {"id": "mai-20260915-0741-calibration_b|c36-m3|google-small|Lusha", "prompt": "c36-m3", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Quick LinkedIn Prospecting): Known for its incredibly fast and lightweight Chrome extension."}, {"id": "mai-20260915-0741-calibration_b|c36-m3|google-small|LinkedIn Sales Navigator", "prompt": "c36-m3", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "LinkedIn Sales Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "buy **LinkedIn Sales Navigator** to find the right people"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|google-small|6sense", "prompt": "c36-m3", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "6sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "6sense / Demandbase (Best for Enterprise ABM/Intent)"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|google-small|Demandbase", "prompt": "c36-m3", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Demandbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "6sense / Demandbase (Best for Enterprise ABM/Intent)"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|google-small|Smartlead", "prompt": "c36-m3", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Smartlead", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "push that validated lead into **Apollo** or **Smartlead** to actually run the automated outreach campaigns"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|meta-small|ZoomInfo", "prompt": "c36-m3", "model": "meta-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "ZoomInfo is known for its large B2B contact and company database"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|meta-small|Apollo", "prompt": "c36-m3", "model": "meta-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Apollo", "vendor_link": null, "label": "mention", 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"raw": "Lusha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Lusha is ideal for quick contact lookups"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|meta-small|Salesmotion", "prompt": "c36-m3", "model": "meta-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Salesmotion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Salesmotion stands out for its account intelligence and signal-based selling capabilities"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|minimax-small|ZoomInfo", "prompt": "c36-m3", "model": "minimax-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "ZoomInfo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ZoomInfo dominates enterprise data volume, while Apollo.io offers the best value for most teams."}, {"id": "mai-20260915-0741-calibration_b|c36-m3|minimax-small|Apollo.io", "prompt": "c36-m3", "model": "minimax-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Apollo.io offers the best value for most teams"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|minimax-small|Amplemarket", "prompt": "c36-m3", "model": "minimax-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Amplemarket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Amplemarket scores highest on comprehensive features"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|minimax-small|Cognism", "prompt": "c36-m3", "model": "minimax-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, 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"mai-20260915-0741-calibration_b|c36-m3|moonshot-small|ZoomInfo", "prompt": "c36-m3", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "ZoomInfo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The only platform that competes as a top pick across **all categories**"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|moonshot-small|Apollo", "prompt": "c36-m3", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Apollo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Apollo.io** — Best All-in-One for SMB/Mid-Market"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|moonshot-small|Cognism", "prompt": "c36-m3", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, 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"mai-20260915-0741-calibration_b|c36-m3|moonshot-small|Chorus", "prompt": "c36-m3", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Chorus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Gong, Chorus (ZoomInfo)"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|moonshot-small|Clay", "prompt": "c36-m3", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Clay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Clay** — Data Enrichment Engineer ... powerful for teams with technical resources"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|moonshot-small|LinkedIn Sales Navigator", "prompt": "c36-m3", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "LinkedIn Sales Navigator", "vendor_link": null, "label": "alternative", "override": 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"raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "European/compliance-first coverage → Cognism"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|openai-small|Lusha", "prompt": "c36-m3", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "simple verified contact lookup → Lusha"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|openai-small|Clearbit by HubSpot", "prompt": "c36-m3", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Clearbit by HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "more of a **data enrichment / visitor identification** tool than a classic outbound prospecting database"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|openai-small|LinkedIn Sales 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"comparative", "raw": "Seamless.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "narrower use cases or lower-cost alternatives"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|openai-small|Hunter", "prompt": "c36-m3", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Hunter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "narrower use cases or lower-cost alternatives"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|openai-small|Kaspr", "prompt": "c36-m3", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Kaspr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "narrower use cases or lower-cost alternatives"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|xai-small|ZoomInfo", "prompt": "c36-m3", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "ZoomInfo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ZoomInfo leads in depth (firmographics, technographics, 95%+ accuracy via human verification) for enterprises"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|xai-small|Apollo.io", "prompt": "c36-m3", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose based on team size (SMB: Apollo; Enterprise: ZoomInfo)"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|xai-small|Cognism", "prompt": "c36-m3", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "region (EMEA: Cognism)"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|xai-small|Lusha", "prompt": "c36-m3", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SMBs pick Apollo/Lusha (self-serve, free tiers)"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|xai-small|LinkedIn Sales Navigator", "prompt": "c36-m3", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "LinkedIn Sales Navigator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "motion (ABM: 6sense; Social: LinkedIn)"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|xai-small|6sense", "prompt": "c36-m3", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "6sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "motion (ABM: 6sense"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|xai-small|LeadIQ", "prompt": "c36-m3", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "LeadIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "LeadIQ | SDR workflows/CRM sync | Not specified | 1-click LinkedIn-to-CRM"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|xai-small|Seamless.AI", "prompt": "c36-m3", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Seamless.AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Others like Seamless.AI, RocketReach, Clay, and Demandbase appear frequently but rank lower for broad use cases."}, {"id": "mai-20260915-0741-calibration_b|c36-m3|xai-small|RocketReach", "prompt": "c36-m3", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "RocketReach", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "appear frequently but rank lower for broad use cases"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|xai-small|Clay", "prompt": "c36-m3", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Clay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "appear frequently but rank lower for broad use cases"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|xai-small|Demandbase", "prompt": "c36-m3", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Demandbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "appear frequently but rank lower for broad use cases"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|zai-small|ZoomInfo", "prompt": "c36-m3", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "ZoomInfo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For Enterprise Sales Teams:** Start with ZoomInfo for data depth"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|zai-small|Apollo.io", "prompt": "c36-m3", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**For Budget-Conscious Teams:** Choose Apollo.io for all-in-one value"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|zai-small|Cognism", "prompt": "c36-m3", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For European Teams:** Prioritize Cognism for compliance"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|zai-small|Salesmotion", "prompt": "c36-m3", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Salesmotion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Salesmotion** - Best for Proactive Signals"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|zai-small|6sense", "prompt": "c36-m3", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "6sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For ABM Campaigns:** Consider 6sense or Demandbase"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|zai-small|Gong", "prompt": "c36-m3", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Gong", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For Sales Coaching:** Gong for conversation analysis"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|zai-small|Lusha", "prompt": "c36-m3", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**For Quick Lookups:** Lusha or RocketReach"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|zai-small|RocketReach", "prompt": "c36-m3", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "RocketReach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**For Quick Lookups:** Lusha or RocketReach"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|zai-small|Clay", "prompt": "c36-m3", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Clay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**For Custom Workflows:** Clay for advanced enrichment"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|zai-small|Clearbit (Breeze)", "prompt": "c36-m3", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Clearbit (Breeze)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Clearbit (Breeze)** - Best for Real-time Enrichment"}, {"id": "mai-20260915-0741-calibration_b|c36-m3|zai-small|Demandbase", "prompt": "c36-m3", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "comparative", "raw": "Demandbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Consider 6sense or Demandbase"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|alibaba-small|Apollo.io", "prompt": "c36-m4", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apollo.io** and **Lusha** are widely considered the best B2B contact data platforms in 2025–2026"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|alibaba-small|Lusha", "prompt": "c36-m4", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Lusha", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Lusha** if you have a few reps doing manual research and want the cheapest per-seat price"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|alibaba-small|ZoomInfo", "prompt": "c36-m4", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "ZoomInfo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Do not waste budget on traditional heavyweights like ZoomInfo, Cognism, or SeamlessAI."}, {"id": "mai-20260915-0741-calibration_b|c36-m4|alibaba-small|Cognism", "prompt": "c36-m4", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Cognism", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Do not waste budget on traditional heavyweights like ZoomInfo, Cognism, or SeamlessAI."}, {"id": "mai-20260915-0741-calibration_b|c36-m4|alibaba-small|UpLead", "prompt": "c36-m4", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "UpLead", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for Guaranteed Accuracy: UpLead"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|alibaba-small|SeamlessAI", "prompt": "c36-m4", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "SeamlessAI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Do not waste budget on traditional heavyweights like ZoomInfo, Cognism, or SeamlessAI."}, {"id": "mai-20260915-0741-calibration_b|c36-m4|alibaba-small|Leadfeeder", "prompt": "c36-m4", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Leadfeeder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Lusha and Leadfeeder are often cited as having stronger EU-focused compliance frameworks."}, {"id": "mai-20260915-0741-calibration_b|c36-m4|anthropic-small|Apollo.io", "prompt": "c36-m4", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Apollo.io is consistently recommended as the best value platform for companies with limited budgets."}, {"id": "mai-20260915-0741-calibration_b|c36-m4|anthropic-small|Lusha", "prompt": "c36-m4", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lusha is another affordable option."}, {"id": "mai-20260915-0741-calibration_b|c36-m4|anthropic-small|Lead411", "prompt": "c36-m4", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Lead411", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lead411 is recommended for budget-conscious teams seeking both contacts and intent signals."}, {"id": "mai-20260915-0741-calibration_b|c36-m4|anthropic-small|LinkedIn Sales Navigator Core", "prompt": "c36-m4", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "LinkedIn Sales Navigator Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Apollo.io's free tier (10K credits/month) plus LinkedIn Sales Navigator Core ($80/mo) gives you contact data, engagement sequences"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|challenger-small|Apollo.io", "prompt": "c36-m4", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apollo.io** is usually the best overall choice"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|challenger-small|Lusha", "prompt": "c36-m4", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lusha** second if the team mainly wants fast contact lookups"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|challenger-small|Hunter.io", "prompt": "c36-m4", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Hunter.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you mainly need **email finding/verification** at low cost"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|challenger-small|Skrapp", "prompt": "c36-m4", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Skrapp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hunter.io** or **Skrapp** — best if you mainly need **email finding/verification** at low cost"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|challenger-small|Prospeo", "prompt": "c36-m4", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Prospeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you care most about **email accuracy and freshness** at very low per-lead cost"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|challenger-small|Saleshandy", "prompt": "c36-m4", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Saleshandy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you care most about **cost per valid email**"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|challenger-small|UpLead", "prompt": "c36-m4", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "UpLead", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "comparing Apollo, Lusha, Hunter, and UpLead by budget, accuracy, and features"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|deepseek-small|Apollo.io", "prompt": "c36-m4", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Apollo.io**"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|deepseek-small|Lusha", "prompt": "c36-m4", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lusha** — Best for accuracy & simplicity"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|deepseek-small|Lead411", "prompt": "c36-m4", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Lead411", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lead411** — Best for unlimited exports on a budget"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|deepseek-small|UpLead", "prompt": "c36-m4", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "UpLead", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**UpLead** — Best if data accuracy is your #1 priority"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|deepseek-small|Hunter.io", "prompt": "c36-m4", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Hunter.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Hunter.io** is the budget champion"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|deepseek-small|Prospeo", "prompt": "c36-m4", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Prospeo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**UpLead** or **Prospeo** (~$37/mo, 98% accuracy) are better"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|deepseek-small|ZoomInfo", "prompt": "c36-m4", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "significantly better than enterprise tools like ZoomInfo ($45–85/lead)"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|google-small|ZoomInfo", "prompt": "c36-m4", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "ZoomInfo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Do not pay for ZoomInfo: While ZoomInfo has superior data, their minimum contract is around $15,000/year"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|google-small|Cognism", "prompt": "c36-m4", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Cognism", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "You no longer need to shell out $15,000+ a year for an enterprise contract with ZoomInfo or Cognism"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|google-small|Apollo.io", "prompt": "c36-m4", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you want the absolute most value for your dollar, **Apollo.io** is the clear winner."}, {"id": "mai-20260915-0741-calibration_b|c36-m4|google-small|Outreach", "prompt": "c36-m4", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Outreach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "you avoid paying for a separate tool (like Outreach or Salesloft) to send your emails"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|google-small|Salesloft", "prompt": "c36-m4", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Salesloft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a separate tool (like Outreach or Salesloft)"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|google-small|Kaspr", "prompt": "c36-m4", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Kaspr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A direct competitor to Lusha that excels in LinkedIn workflows"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|google-small|UpLead", "prompt": "c36-m4", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "UpLead", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are doing highly targeted outreach ... **UpLead** is the best choice."}, {"id": "mai-20260915-0741-calibration_b|c36-m4|google-small|Lusha", "prompt": "c36-m4", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Lusha** is a budget-friendly browser extension that reveals direct-dial phone numbers"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|google-small|Hunter.io", "prompt": "c36-m4", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Hunter.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Hunter.io** is the most cost-effective solution on the market"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|google-small|MillionVerifier", "prompt": "c36-m4", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "MillionVerifier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "a dedicated email verification service like **MillionVerifier**"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|google-small|BounceBan", "prompt": "c36-m4", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "BounceBan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**BounceBan**, or **NeverBounce**"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|google-small|NeverBounce", "prompt": "c36-m4", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "NeverBounce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**BounceBan**, or **NeverBounce** (which cost fractions of a cent per email)"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|meta-small|Apollo.io", "prompt": "c36-m4", "model": "meta-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best B2B contact data and sales intelligence platform for a company with a limited budget is Apollo.io."}, {"id": "mai-20260915-0741-calibration_b|c36-m4|meta-small|UpLead", "prompt": "c36-m4", "model": "meta-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "UpLead", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include UpLead, which provides a budget-friendly contact database with email verification"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|minimax-small|Apollo.io", "prompt": "c36-m4", "model": "minimax-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **limited budget**, I'd recommend starting with **Apollo.io**"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|minimax-small|UpLead", "prompt": "c36-m4", "model": "minimax-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "UpLead", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**UpLead** is also excellent for budget-conscious teams"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|minimax-small|Seamless.AI", "prompt": "c36-m4", "model": "minimax-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Seamless.AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Free tier + affordable paid plans... Budget-friendly for small teams"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|minimax-small|ZoomInfo Lite (Community Edition)", "prompt": "c36-m4", "model": "minimax-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "ZoomInfo Lite (Community Edition)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Not practical for ongoing sales workflows due to strict limits"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|mistral-small|Apollo.io", "prompt": "c36-m4", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value: Apollo.io ... **Apollo.io** is the best all-in-one solution for most SMBs"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|mistral-small|Lusha", "prompt": "c36-m4", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Most Affordable Paid: Lusha"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|mistral-small|Hunter.io", "prompt": "c36-m4", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Hunter.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Free Option: Hunter.io"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|mistral-small|Seamless.ai", "prompt": "c36-m4", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Seamless.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for LinkedIn Integration: Seamless.ai"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|mistral-small|UpLead", "prompt": "c36-m4", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "UpLead", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider UpLead** if you need high accuracy (95%+ verified data)"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|mistral-small|Leadfeeder", "prompt": "c36-m4", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Leadfeeder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Leadfeeder** | Free Lite plan | €79/month | 400M contacts | EU compliance |"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|moonshot-small|Apollo.io", "prompt": "c36-m4", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Apollo.io — Best Overall Value ... For most budget-limited companies, **start with Apollo.io's free tier**"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|moonshot-small|Lusha", "prompt": "c36-m4", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lusha — Best for Simple, Affordable Prospecting"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|moonshot-small|RocketReach", "prompt": "c36-m4", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "RocketReach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "RocketReach — Best for Self-Serve Email Lookup"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|moonshot-small|Hunter.io", "prompt": "c36-m4", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Hunter.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "layer in **Hunter.io** for email verification (~$34/month)"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|moonshot-small|LeadIQ", "prompt": "c36-m4", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "LeadIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "LeadIQ — Best for LinkedIn-to-CRM Workflow"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|moonshot-small|UpLead", "prompt": "c36-m4", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "UpLead", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Apollo.io Professional** ($79) or **UpLead** ($74)"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|moonshot-small|Cognism", "prompt": "c36-m4", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Cognism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consider **Cognism** (quote-based, EU-focused)"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|moonshot-small|ZoomInfo", "prompt": "c36-m4", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "ZoomInfo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to Avoid - **ZoomInfo** — Powerful but expensive ($15,000-$40,000/year minimum contracts)"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|openai-small|Apollo", "prompt": "c36-m4", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Apollo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a company with a **limited budget**, the best overall pick is usually **Apollo**."}, {"id": "mai-20260915-0741-calibration_b|c36-m4|openai-small|ZoomInfo", "prompt": "c36-m4", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**ZoomInfo** is often stronger, but it is typically much more expensive and sales-led rather than self-serve."}, {"id": "mai-20260915-0741-calibration_b|c36-m4|openai-small|Lusha", "prompt": "c36-m4", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lusha** or **UpLead** can be easier, but they usually don’t replace as much of the stack as Apollo."}, {"id": "mai-20260915-0741-calibration_b|c36-m4|openai-small|UpLead", "prompt": "c36-m4", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "UpLead", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lusha** or **UpLead** can be easier, but they usually don’t replace as much of the stack as Apollo."}, {"id": "mai-20260915-0741-calibration_b|c36-m4|openai-small|Cognism", "prompt": "c36-m4", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Cognism", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "strong products, but typically better for larger budgets because pricing is largely enterprise/custom"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|xai-small|Apollo.io", "prompt": "c36-m4", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apollo.io stands out as the best B2B contact data and sales intelligence platform for companies with a limited budget.**"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|xai-small|ZoomInfo", "prompt": "c36-m4", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without enterprise-level costs (e.g., ZoomInfo starts at ~$15K/year)"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|xai-small|Lusha", "prompt": "c36-m4", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your needs differ (e.g., EMEA focus), Lusha or RocketReach could edge it out."}, {"id": "mai-20260915-0741-calibration_b|c36-m4|xai-small|RocketReach", "prompt": "c36-m4", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "RocketReach", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lusha or RocketReach could edge it out"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|xai-small|LeadIQ", "prompt": "c36-m4", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "LeadIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "LinkedIn-to-CRM capture, workflow focus"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|xai-small|Seamless.AI", "prompt": "c36-m4", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Seamless.AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "High-volume but pricier credits"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|xai-small|Lead411", "prompt": "c36-m4", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Lead411", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Trigger-based outreach on a budget"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|zai-small|Apollo.io", "prompt": "c36-m4", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Apollo.io is the clear winner for limited budgets."}, {"id": "mai-20260915-0741-calibration_b|c36-m4|zai-small|Lusha", "prompt": "c36-m4", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner Up: Lusha — Best if your team lives inside LinkedIn"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|zai-small|UpLead", "prompt": "c36-m4", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "UpLead", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Verified Accuracy: UpLead"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|zai-small|ZoomInfo", "prompt": "c36-m4", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "ZoomInfo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Not Recommended for Budget Teams: ZoomInfo"}, {"id": "mai-20260915-0741-calibration_b|c36-m4|zai-small|RocketReach", "prompt": "c36-m4", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "budget", "raw": "RocketReach", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "RocketReach | $33.25/user/mo | ✅ Yes | Global coverage, large database"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|deepseek-small|ZoomInfo", "prompt": "c36-m5", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "deepest North American database, enterprise standard, expensive and opaque. Best fit if your priority is data depth at scale."}, {"id": "mai-20260915-0741-calibration_b|c36-m5|deepseek-small|Apollo", "prompt": "c36-m5", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Apollo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "best value all-in-one (data + sequencing), more SMB/mid-market oriented."}, {"id": "mai-20260915-0741-calibration_b|c36-m5|deepseek-small|Amplemarket", "prompt": "c36-m5", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Amplemarket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some platforms bundle sequencing \\u2014 e.g., Apollo, Amplemarket"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|deepseek-small|Cognism", "prompt": "c36-m5", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for **EMEA/UK-Germany** coverage and GDPR-first orgs; strong phone-verified \"Diamond Data.\""}, {"id": "mai-20260915-0741-calibration_b|c36-m5|deepseek-small|6sense", "prompt": "c36-m5", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "6sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "enterprise ABM + intent + orchestration, high cost."}, {"id": "mai-20260915-0741-calibration_b|c36-m5|deepseek-small|Demandbase", "prompt": "c36-m5", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Demandbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprise ABM + intent + orchestration, high cost."}, {"id": "mai-20260915-0741-calibration_b|c36-m5|deepseek-small|Lusha", "prompt": "c36-m5", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Lusha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| Lusha | Per plan | Free\\u2013$9,500 |"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|deepseek-small|LinkedIn Sales Navigator", "prompt": "c36-m5", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "LinkedIn Sales Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "companion for relationship/org mapping, social selling."}, {"id": "mai-20260915-0741-calibration_b|c36-m5|google-small|ZoomInfo", "prompt": "c36-m5", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "ZoomInfo is historically dominant in North America"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|google-small|Cognism", "prompt": "c36-m5", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Cognism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cognism is often favored for EMEA/UK compliance and European mobile coverage"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|google-small|Apollo.io", "prompt": "c36-m5", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Apollo.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Apollo and Lusha have strong global databases but vary by industry"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|google-small|Lusha", "prompt": "c36-m5", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Lusha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Apollo and Lusha have strong global databases but vary by industry"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|google-small|Clearbit", "prompt": "c36-m5", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Clearbit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(such as ZoomInfo, Cognism, Apollo.io, Lusha, or Clearbit)"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|google-small|Bombora", "prompt": "c36-m5", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Bombora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "proprietary tracking or partnerships with Bombora"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|meta-small|ZoomInfo", "prompt": "c36-m5", "model": "meta-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "ZoomInfo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ZoomInfo: Known for its large B2B contact database and enterprise-grade conversation analytics."}, {"id": "mai-20260915-0741-calibration_b|c36-m5|meta-small|Cognism", "prompt": "c36-m5", "model": "meta-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cognism: Offers GDPR-compliant data with verified mobiles and intent signals."}, {"id": "mai-20260915-0741-calibration_b|c36-m5|meta-small|Apollo.io", "prompt": "c36-m5", "model": "meta-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Apollo.io: Provides a comprehensive platform with contact data, email sequencing, and dialing capabilities."}, {"id": "mai-20260915-0741-calibration_b|c36-m5|meta-small|Amplemarket", "prompt": "c36-m5", "model": "meta-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Amplemarket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Amplemarket: Combines a large contact database with AI-powered multichannel sales engagement"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|mistral-small|ZoomInfo", "prompt": "c36-m5", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Enterprise-grade**:\n- ZoomInfo (now part of Hellman & Friedman portfolio)"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|mistral-small|Apollo.io", "prompt": "c36-m5", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Apollo.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- Apollo.io"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|mistral-small|Cognism", "prompt": "c36-m5", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Cognism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- Cognism"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|mistral-small|Lusha", "prompt": "c36-m5", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Lusha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- Lusha (for direct contact info)"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|mistral-small|Seamless.ai", "prompt": "c36-m5", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Seamless.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- Seamless.ai"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|mistral-small|Demandbase", "prompt": "c36-m5", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Demandbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- Demandbase (ABM focus)"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|mistral-small|6sense", "prompt": "c36-m5", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "6sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "- 6sense (intent data + contacts)"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|mistral-small|LeadIQ", "prompt": "c36-m5", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "LeadIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "- LeadIQ"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|mistral-small|Kaspr", "prompt": "c36-m5", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Kaspr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "- Kaspr (European focus)"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|mistral-small|Datanyze", "prompt": "c36-m5", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Datanyze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "- Datanyze (technographic focus)"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|mistral-small|BuiltWith", "prompt": "c36-m5", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "BuiltWith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "- BuiltWith (technographic)"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|mistral-small|HG Insights", "prompt": "c36-m5", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "HG Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "- HG Insights (IT spend data)"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|mistral-small|Dealfront", "prompt": "c36-m5", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Dealfront", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "- Dealfront (European focus)"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|mistral-small|UpLead", "prompt": "c36-m5", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "UpLead", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "- UpLead (global coverage)"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|moonshot-small|Apollo.io", "prompt": "c36-m5", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "All-in-one prospecting + engagement | ~$588/user/year | Budget-conscious, high-volume outbound"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|moonshot-small|Bitscale", "prompt": "c36-m5", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Bitscale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Platforms like **Bitscale** or **Amplemarket** that combine enrichment, signals, and workflows reduce tool sprawl."}, {"id": "mai-20260915-0741-calibration_b|c36-m5|moonshot-small|Amplemarket", "prompt": "c36-m5", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Amplemarket", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Most complete feature set at mid-market price ... Best overall value for feature depth"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|moonshot-small|ZoomInfo", "prompt": "c36-m5", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Avoid:** Enterprise-only platforms (Demandbase, some ZoomInfo tiers) that require dedicated ops resources you don't have."}, {"id": "mai-20260915-0741-calibration_b|c36-m5|moonshot-small|Cognism", "prompt": "c36-m5", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Apollo for volume + Cognism for EMEA mobile numbers"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|moonshot-small|6sense", "prompt": "c36-m5", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "6sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "$50K\\u2013$100K+/year | Complex ABM programs (likely overkill for 500)"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|moonshot-small|Demandbase", "prompt": "c36-m5", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Demandbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid:** Enterprise-only platforms (Demandbase, some ZoomInfo tiers)"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|openai-small|Apollo", "prompt": "c36-m5", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Apollo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Sales engagement integration**: Outreach, Salesloft, Apollo, etc."}, {"id": "mai-20260915-0741-calibration_b|c36-m5|openai-small|LinkedIn Sales Navigator", "prompt": "c36-m5", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "LinkedIn Sales Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Linkedin Sales Navigator, for example, emphasizes advanced search, lead/account recommendations, account insights, buyer intent, CRM integrations, and reporting."}, {"id": "mai-20260915-0741-calibration_b|c36-m5|xai-small|ZoomInfo", "prompt": "c36-m5", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "ZoomInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Shortlist 3–4: Apollo (value), ZoomInfo (depth), Cognism/Amplemarket (accuracy)."}, {"id": "mai-20260915-0741-calibration_b|c36-m5|xai-small|Apollo.io", "prompt": "c36-m5", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best value; all-in-one data + engagement"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|xai-small|Cognism", "prompt": "c36-m5", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cognism | $15K–$25K/yr (5 users) | Phone-verified; EMEA focus"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|xai-small|Amplemarket", "prompt": "c36-m5", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Amplemarket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Amplemarket | $2.9K–$4K/user/yr | AI + low bounces; unified stack"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|xai-small|6sense", "prompt": "c36-m5", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "6sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Account/contact-level buying signals (e.g., 6sense, Bombora"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|xai-small|Bombora", "prompt": "c36-m5", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Bombora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "buying signals (e.g., 6sense, Bombora, Amplemarket's 100+ signals)"}, {"id": "mai-20260915-0741-calibration_b|c36-m5|xai-small|Lusha/LeadIQ", "prompt": "c36-m5", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "scale", "raw": "Lusha/LeadIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Lusha/LeadIQ | $37–$75/user/mo | Quick enrichment; budget-friendly"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|alibaba-small|RocketReach", "prompt": "c36-m6", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "RocketReach", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Terrible customer service, constant over-billing issues, numerous privacy and GDPR complaints"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|alibaba-small|SalesIntel", "prompt": "c36-m6", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "SalesIntel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Described as \"garbage source for data,\" frustrating user experience"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|alibaba-small|Coresignal", "prompt": "c36-m6", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Coresignal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Reselling stale upstream data, missing contact fields, caught astroturfing its own product reviews"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|alibaba-small|Lusha", "prompt": "c36-m6", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Lusha", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Data quality \"dropped off a cliff\" after extended use, bounce rates exceeding 12%"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|alibaba-small|People Data Labs", "prompt": "c36-m6", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "People Data Labs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Monthly updates (data becomes stale quickly), basic search filters"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|alibaba-small|Apollo.io", "prompt": "c36-m6", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Apollo.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Platforms generally viewed positively (but still requiring verification): Apollo.io, ZoomInfo, Clay, NinjaPear, Cognism (for EU data), and Clearbit."}, {"id": "mai-20260915-0741-calibration_b|c36-m6|alibaba-small|ZoomInfo", "prompt": "c36-m6", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Platforms generally viewed positively (but still requiring verification): Apollo.io, ZoomInfo, Clay"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|alibaba-small|Clay", "prompt": "c36-m6", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Clay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Platforms generally viewed positively (but still requiring verification)"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|alibaba-small|NinjaPear", "prompt": "c36-m6", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "NinjaPear", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Platforms generally viewed positively (but still requiring verification)"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|alibaba-small|Cognism", "prompt": "c36-m6", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Cognism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Cognism (for EU data)"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|alibaba-small|Clearbit", "prompt": "c36-m6", "model": "alibaba-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Clearbit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Platforms generally viewed positively (but still requiring verification): ... and Clearbit."}, {"id": "mai-20260915-0741-calibration_b|c36-m6|anthropic-small|Apollo", "prompt": "c36-m6", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Apollo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some online reviews complain about Apollo's data-gathering and privacy-compliance practices"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|anthropic-small|National Public Data", "prompt": "c36-m6", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "National Public Data", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**National Public Data** - Definitely avoid."}, {"id": "mai-20260915-0741-calibration_b|c36-m6|anthropic-small|Background Alert", "prompt": "c36-m6", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Background Alert", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The company agreed to shut down operations through 2028 or face a $50,000 fine"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|anthropic-small|Datamasters (Rickenbacher Data LLC)", "prompt": "c36-m6", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Datamasters (Rickenbacher Data LLC)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious. The company bought and resold names, addresses, phone numbers, and email addresses of millions of people with health conditions"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|anthropic-small|LocateSmarter", "prompt": "c36-m6", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "LocateSmarter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Both faced recent enforcement actions for registration violations and improper data practices"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|anthropic-small|Background Alert, Inc.", "prompt": "c36-m6", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Background Alert, Inc.", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Background Alert agreed to shut down its operations through 2028 as part of a settlement"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|anthropic-small|Cybba", "prompt": "c36-m6", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Cybba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Both faced recent enforcement actions for registration violations and improper data practices"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|anthropic-small|ZoomInfo", "prompt": "c36-m6", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Does not publish a standalone CCPA-specific data transparency report (as some major platforms like ZoomInfo don't)"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|anthropic-small|Clearview AI", "prompt": "c36-m6", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Clearview AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Extreme Privacy Violations... settled a class action privacy lawsuit with estimated damages of more than $50 million"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|anthropic-small|Cognism", "prompt": "c36-m6", "model": "anthropic-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Cognism", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Look for platforms like Cognism, which focuses on GDPR-compliant B2B contact data"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|challenger-small|ZoomInfo", "prompt": "c36-m6", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Powerful database, but sources note high cost, consumption credits, and contract risk around auto-renewal/cancellation."}, {"id": "mai-20260915-0741-calibration_b|c36-m6|challenger-small|6sense", "prompt": "c36-m6", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "6sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "best only when you have dedicated RevOps and a clear plan to act on signals"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|challenger-small|Apollo", "prompt": "c36-m6", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Apollo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Often cost-effective, but credit caps, partial automation, and configuration needs can create hidden friction"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|challenger-small|Seamless.AI", "prompt": "c36-m6", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Seamless.AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "worth validating accuracy and verification rigor carefully before relying on it heavily"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|challenger-small|Gong", "prompt": "c36-m6", "model": "challenger-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Gong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it is not a contact database; buying it as a \"sales intelligence\" replacement is a category mismatch"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|deepseek-small|Seamless.AI", "prompt": "c36-m6", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Seamless.AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The platforms most worth avoiding as your *primary* source are **Seamless.AI, RocketReach, and Coresignal**"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|deepseek-small|ZoomInfo", "prompt": "c36-m6", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**ZoomInfo, Apollo, and Lusha** are usable but warrant caution around contracts and data quality"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|deepseek-small|RocketReach", "prompt": "c36-m6", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "RocketReach", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "most worth avoiding as your *primary* source are **Seamless.AI, RocketReach, and Coresignal**"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|deepseek-small|Apollo.io", "prompt": "c36-m6", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Apollo.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "usable but warrant caution around contracts and data quality"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|deepseek-small|Lusha", "prompt": "c36-m6", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Lusha", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Great for quick single lookups, but don't build a full stack on it"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|deepseek-small|Coresignal", "prompt": "c36-m6", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Coresignal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "caught astroturfing its own product** on Reddit (fake customer praise)"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|deepseek-small|SalesIntel", "prompt": "c36-m6", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "SalesIntel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Mixed/declining reputation. Some users call it \"a garbage source for data\""}, {"id": "mai-20260915-0741-calibration_b|c36-m6|deepseek-small|Amplemarket", "prompt": "c36-m6", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Amplemarket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Independent tests found some providers sustain <3% bounce rates (e.g., Amplemarket)"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|deepseek-small|Clay", "prompt": "c36-m6", "model": "deepseek-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Clay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Consider **waterfall enrichment** (e.g., Clay + multiple verification sources)"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|google-small|Lusha", "prompt": "c36-m6", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Lusha", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "€2 million fine against Lusha... can expose the user's company to separate legal liability"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|google-small|Seamless.AI", "prompt": "c36-m6", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Seamless.AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Seamless.AI ... has gained a reputation ... for highly aggressive sales and contract practices."}, {"id": "mai-20260915-0741-calibration_b|c36-m6|google-small|ZoomInfo", "prompt": "c36-m6", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "heavily criticized for its pricing structure and aggressive legal clauses"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|google-small|Apollo.io", "prompt": "c36-m6", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Apollo.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "The Low-Cost Domain Reputation Risk ... high bounce rates can easily land your company's email domain on a global blocklist."}, {"id": "mai-20260915-0741-calibration_b|c36-m6|google-small|Cognism", "prompt": "c36-m6", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Cognism", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "look for platforms with built-in GDPR-first architecture (such as **Cognism**)"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|google-small|Apollo", "prompt": "c36-m6", "model": "google-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Apollo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be exceptionally cautious of platforms (including free tiers of ZoomInfo, Lusha, Apollo, and others) that offer \"free credits\""}, {"id": "mai-20260915-0741-calibration_b|c36-m6|minimax-small|ZoomInfo", "prompt": "c36-m6", "model": "minimax-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "ZoomInfo — Proceed with Extreme Caution"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|minimax-small|SalesIntel", "prompt": "c36-m6", "model": "minimax-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "SalesIntel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "SalesIntel — High Risk"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|minimax-small|Apollo.io", "prompt": "c36-m6", "model": "minimax-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Apollo.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Apollo.io — Use With Caution"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|minimax-small|Cognism", "prompt": "c36-m6", "model": "minimax-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Cognism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For EMEA data, consider purpose-built regional providers like Cognism rather than US-first platforms"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|mistral-small|Lusha", "prompt": "c36-m6", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Lusha", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid: Extremely poor reputation for data privacy and consent compliance"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|mistral-small|SalesIntel", "prompt": "c36-m6", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "SalesIntel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid: Consistently terrible data accuracy"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|mistral-small|UpLead", "prompt": "c36-m6", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "UpLead", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why to avoid: Billing practices and data quality issues"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|mistral-small|ZoomInfo", "prompt": "c36-m6", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why caution: While legitimate, has significant issues"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|mistral-small|Cognism", "prompt": "c36-m6", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Cognism", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Why caution: Data privacy concerns"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|mistral-small|BookYourData", "prompt": "c36-m6", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "BookYourData", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Why caution: Data freshness and accuracy issues"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|mistral-small|Amplemarket", "prompt": "c36-m6", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Amplemarket", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "platforms with better track records include: Amplemarket (94.8% feature score, 4.6/5 G2 rating)"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|mistral-small|Apollo.io", "prompt": "c36-m6", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Apollo.io (4.8/5 G2 rating, better pricing transparency)"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|mistral-small|Prospeo", "prompt": "c36-m6", "model": "mistral-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Prospeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Prospeo (98% email accuracy claims)"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|moonshot-small|Seamless.AI", "prompt": "c36-m6", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Seamless.AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "PLATFORMS TO AVOID (Significant Issues) ... Seamless.AI — Highest Caution"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|moonshot-small|RocketReach", "prompt": "c36-m6", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "RocketReach", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "RocketReach — High Caution ... \"Terrible customer service. Constant over-billing they won't refund. Use anyone else!!\""}, {"id": "mai-20260915-0741-calibration_b|c36-m6|moonshot-small|Apollo.io", "prompt": "c36-m6", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Apollo.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Apollo.io — Moderate Caution ... Still widely used due to price/features, but verify phone data independently"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|moonshot-small|Clearbit", "prompt": "c36-m6", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Clearbit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Clearbit — Moderate Caution ... expensive and data quality is inconsistent for SMBs"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|moonshot-small|LeadIQ", "prompt": "c36-m6", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "LeadIQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "LeadIQ — Moderate Caution ... not viable for phone-first outbound"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|moonshot-small|Lead411", "prompt": "c36-m6", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Lead411", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Lead411 — Moderate Caution ... \"Verified\" contacts that bounce immediately"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|moonshot-small|D&B Hoovers", "prompt": "c36-m6", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "D&B Hoovers", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "D&B Hoovers — Moderate Caution ... Data freshness concerns"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|moonshot-small|ZoomInfo", "prompt": "c36-m6", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Largest database, enterprise features | Very expensive ($15K-$60K/year), EMEA coverage weaker"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|moonshot-small|Cognism", "prompt": "c36-m6", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Cognism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best EMEA coverage, GDPR compliance, phone-verified numbers | Higher cost, weaker outside EMEA"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|moonshot-small|UpLead", "prompt": "c36-m6", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "UpLead", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "95% accuracy guarantee, real-time verification, transparent pricing | Smaller database"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|moonshot-small|Lusha", "prompt": "c36-m6", "model": "moonshot-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Lusha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Simple, affordable, good compliance posture | Smaller database"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|openai-small|Kochava / Collective Data Solutions", "prompt": "c36-m6", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Kochava / Collective Data Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "FTC action alleged the company sold location data that could trace people's movements"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|openai-small|Gravy Analytics / Venntel", "prompt": "c36-m6", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Gravy Analytics / Venntel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "FTC finalized an order prohibiting selling sensitive location data"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|openai-small|Mobilewalla", "prompt": "c36-m6", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Mobilewalla", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "FTC finalized an order banning sale of sensitive location data"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|openai-small|X-Mode Social / Outlogic", "prompt": "c36-m6", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "X-Mode Social / Outlogic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "FTC order prohibited selling sensitive location data and noted inadequate safeguards"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|openai-small|InMarket", "prompt": "c36-m6", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "InMarket", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "the FTC described allegations that it built audience segments from precise location histories"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|openai-small|Avast", "prompt": "c36-m6", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Avast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "not a sales intelligence firm, but a cautionary example: FTC said it sold browsing data for advertising"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|openai-small|ZoomInfo", "prompt": "c36-m6", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "risk checklist for tools like ZoomInfo, Apollo, Clearbit, Lusha, Cognism, Seamless"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|openai-small|Apollo", "prompt": "c36-m6", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Apollo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "risk checklist for tools like ZoomInfo, Apollo, Clearbit, Lusha, Cognism, Seamless"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|openai-small|Clearbit", "prompt": "c36-m6", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Clearbit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "risk checklist for tools like ZoomInfo, Apollo, Clearbit, Lusha, Cognism, Seamless"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|openai-small|Lusha", "prompt": "c36-m6", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Lusha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "risk checklist for tools like ZoomInfo, Apollo, Clearbit, Lusha, Cognism, Seamless"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|openai-small|Cognism", "prompt": "c36-m6", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Cognism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "risk checklist for tools like ZoomInfo, Apollo, Clearbit, Lusha, Cognism, Seamless"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|openai-small|Seamless", "prompt": "c36-m6", "model": "openai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Seamless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "risk checklist for tools like ZoomInfo, Apollo, Clearbit, Lusha, Cognism, Seamless"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|xai-small|ZoomInfo", "prompt": "c36-m6", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Highest Risk (Strongly Avoid for Most Teams): ZoomInfo"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|xai-small|Seamless.AI", "prompt": "c36-m6", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Seamless.AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Highest Risk (Strongly Avoid for Most Teams)... Seamless.AI: Claims 98% accuracy, but users report 20-30% bounces"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|xai-small|SalesIntel", "prompt": "c36-m6", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "SalesIntel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "\"inaccurate/outdated data\" flagged 40+ times each; Trustpilot 2.3/5"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|xai-small|Apollo.io", "prompt": "c36-m6", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Apollo.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Moderate Caution (Test Thoroughly, Verify Data Externally): Apollo.io"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|xai-small|Lusha", "prompt": "c36-m6", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Lusha", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "users report 10-20% bounces, outdated phones/emails (worse EMEA/APAC)"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|xai-small|UpLead", "prompt": "c36-m6", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "UpLead", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Safer Alternatives: UpLead/Cognism (strong NA/EMEA accuracy, GDPR focus)"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|xai-small|Cognism", "prompt": "c36-m6", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Cognism", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Safer Alternatives: UpLead/Cognism (strong NA/EMEA accuracy, GDPR focus)"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|xai-small|Amplemarket", "prompt": "c36-m6", "model": "xai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Amplemarket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Amplemarket (<3% bounces in tests)"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|zai-small|RocketReach", "prompt": "c36-m6", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "RocketReach", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Major Red Flags**\n\n**1. RocketReach**\n- **Multiple GDPR violations**"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|zai-small|Seamless.AI", "prompt": "c36-m6", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Seamless.AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "LinkedIn violations** - Had company pages completely removed from LinkedIn for scraping violations"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|zai-small|Apollo.io", "prompt": "c36-m6", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Apollo.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Privacy controversy** - Users report receiving unsolicited calls after their personal information appears in Apollo's database"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|zai-small|Lusha", "prompt": "c36-m6", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Lusha", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms to Evaluate Carefully ... Smaller database compared to competitors"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|zai-small|ContactOut", "prompt": "c36-m6", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "ContactOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Other scraping-based tools** (ContactOut, PhantomBuster, Wiza, Evaboot) - Legal ambiguity"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|zai-small|PhantomBuster", "prompt": "c36-m6", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "PhantomBuster", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Other scraping-based tools** (ContactOut, PhantomBuster, Wiza, Evaboot) - Legal ambiguity"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|zai-small|Wiza", "prompt": "c36-m6", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Wiza", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Other scraping-based tools** (ContactOut, PhantomBuster, Wiza, Evaboot) - Legal ambiguity"}, {"id": "mai-20260915-0741-calibration_b|c36-m6|zai-small|Evaboot", "prompt": "c36-m6", "model": "zai-small", "cat": "sales-intelligence-and-contact-data", "variant": "negative", "raw": "Evaboot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Other scraping-based tools** (ContactOut, PhantomBuster, Wiza, Evaboot) - Legal ambiguity"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|alibaba-small|trumpet", "prompt": "c38-m1", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "trumpet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If budget allows and you want the **top-ranked, most comprehensive solution**, **trumpet** is currently the market leader"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|alibaba-small|GetAccept", "prompt": "c38-m1", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "GetAccept", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**GetAccept** offers the best balance of native features (e-signatures, CRM integration) and is purpose-built for mid-market efficiency"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|alibaba-small|Aligned", "prompt": "c38-m1", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Aligned", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Aligned** at $29/user/month is a strong contender"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|alibaba-small|Accord", "prompt": "c38-m1", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Accord", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Consolidating deal rooms + onboarding + learning"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|alibaba-small|DealHub", "prompt": "c38-m1", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "DealHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "When CPQ functionality is needed alongside your DSAR"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|alibaba-small|Highspot (by Seismic)", "prompt": "c38-m1", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Highspot (by Seismic)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise-grade content enablement focus"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|anthropic-small|Aligned", "prompt": "c38-m1", "model": "anthropic-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Aligned", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Offers a collaborative deal workspace with strong mutual action plans and stakeholder visibility; best for mid-market sales teams"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|anthropic-small|Trumpet", "prompt": "c38-m1", "model": "anthropic-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Trumpet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A branded buyer portal with fast room creation and strong design defaults"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|anthropic-small|Spekit", "prompt": "c38-m1", "model": "anthropic-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Spekit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Designed for high-growth, mid-market, and enterprise B2B revenue teams that want AI-powered Deal Rooms"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|anthropic-small|Dock", "prompt": "c38-m1", "model": "anthropic-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A straightforward deal workspace with clean post-sale and onboarding features"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|challenger-small|trumpet", "prompt": "c38-m1", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "trumpet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall pick is **trumpet**"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|challenger-small|GetAccept", "prompt": "c38-m1", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "GetAccept", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your priority is consolidating **proposals, e-signatures, and buyer engagement** inside a CRM-connected workflow"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|challenger-small|Aligned", "prompt": "c38-m1", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Aligned", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want a lighter-weight, mid-market-focused buyer experience"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|challenger-small|Dock", "prompt": "c38-m1", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your team also wants broader sales enablement and workflow support"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|deepseek-small|GetAccept", "prompt": "c38-m1", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "GetAccept", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B teams, **GetAccept** is the strongest overall pick"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|deepseek-small|Trumpet", "prompt": "c38-m1", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Trumpet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If buyer experience is your differentiator and budget is flexible: **Trumpet**"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|deepseek-small|Dock", "prompt": "c38-m1", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want the best value with room to grow into onboarding: **Dock**"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|deepseek-small|Aligned", "prompt": "c38-m1", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Aligned", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Aligned** if: You're new to digital sales rooms and want the easiest setup"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|deepseek-small|Storylane", "prompt": "c38-m1", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Storylane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Storylane** if: You sell a technical/product-led SaaS"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|deepseek-small|Flowla", "prompt": "c38-m1", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Flowla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Automated SMB/growing-team workflows"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|deepseek-small|HummingDeck", "prompt": "c38-m1", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "HummingDeck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focused, low-cost mid-market (budget pick)"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|deepseek-small|Recapped", "prompt": "c38-m1", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Recapped", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "prioritize platforms with native MAPs + stakeholder visibility (Trumpet, GetAccept, Aligned, Recapped)"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|google-small|Trumpet", "prompt": "c38-m1", "model": "google-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Trumpet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Trumpet if your AEs need to spin up highly personalized, interactive \"Pods\" in under two minutes"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|google-small|Aligned", "prompt": "c38-m1", "model": "google-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Aligned", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: High buyer adoption and relationship building."}, {"id": "mai-20260915-0741-calibration_b|c38-m1|google-small|Dock", "prompt": "c38-m1", "model": "google-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dock is the premier choice"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|google-small|GetAccept", "prompt": "c38-m1", "model": "google-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "GetAccept", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Consolidating DSRs with document automation and signing."}, {"id": "mai-20260915-0741-calibration_b|c38-m1|google-small|DealHub", "prompt": "c38-m1", "model": "google-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "DealHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Complex mid-market B2B companies with complex pricing or CPQ"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|google-small|Highspot", "prompt": "c38-m1", "model": "google-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Highspot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Why You Should Avoid Enterprise-Only Suites (e.g., Highspot, Seismic, Showpad)"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|google-small|Seismic", "prompt": "c38-m1", "model": "google-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Seismic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Why You Should Avoid Enterprise-Only Suites (e.g., Highspot, Seismic, Showpad)"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|google-small|Showpad", "prompt": "c38-m1", "model": "google-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Showpad", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Why You Should Avoid Enterprise-Only Suites (e.g., Highspot, Seismic, Showpad)"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|meta-small|Trumpet", "prompt": "c38-m1", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Trumpet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best digital sales room platform for a mid-market B2B company is Trumpet"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|meta-small|GetAccept", "prompt": "c38-m1", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "GetAccept", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include GetAccept, Aligned, and DealHub"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|meta-small|Aligned", "prompt": "c38-m1", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Aligned", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include GetAccept, Aligned, and DealHub"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|meta-small|DealHub", "prompt": "c38-m1", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "DealHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include GetAccept, Aligned, and DealHub"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|minimax-small|GetAccept", "prompt": "c38-m1", "model": "minimax-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "GetAccept", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GetAccept** — Best Overall for Mid-Market"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|minimax-small|Aligned", "prompt": "c38-m1", "model": "minimax-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Aligned", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **GetAccept** or **Aligned**"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|minimax-small|Trumpet", "prompt": "c38-m1", "model": "minimax-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Trumpet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trumpet** — Best for Interactive Deal Rooms"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|minimax-small|Dock", "prompt": "c38-m1", "model": "minimax-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Dock** — Best for Extended Workflows"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|mistral-small|GetAccept", "prompt": "c38-m1", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "GetAccept", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. GetAccept** - *Best All-in-One Platform*"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|mistral-small|Aligned", "prompt": "c38-m1", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Aligned", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Aligned** if you want the best value and lowest entry point ($29/user/month)"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|mistral-small|Trumpet", "prompt": "c38-m1", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Trumpet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Trumpet** if buyer experience design is your top priority"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|mistral-small|Dock", "prompt": "c38-m1", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Look at Dock** if you want to consolidate multiple workflows"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|mistral-small|Flowla", "prompt": "c38-m1", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Flowla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. Flowla** - *Best for Automated Workflows*"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|moonshot-small|GetAccept", "prompt": "c38-m1", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "GetAccept", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Trumpet** or **GetAccept** offer the best balance of features, scalability, and proven ROI."}, {"id": "mai-20260915-0741-calibration_b|c38-m1|moonshot-small|Trumpet", "prompt": "c38-m1", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Trumpet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Trumpet** \"Best Overall for Mid-Market\" ... \"For most mid-market B2B companies, **Trumpet** or **GetAccept** offer the best balance\""}, {"id": "mai-20260915-0741-calibration_b|c38-m1|moonshot-small|Aligned", "prompt": "c38-m1", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Aligned", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is tight, start with **Aligned** or **Trumpet's free plan**"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|moonshot-small|Flowla", "prompt": "c38-m1", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Flowla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HubSpot-native with strong automation** \\u2192 **Flowla** or **DealCollab**"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|moonshot-small|Dock", "prompt": "c38-m1", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Dock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Dock** | $70/user/mo | Integration | Salesforce, HubSpot | Moderate |"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|moonshot-small|DealCollab", "prompt": "c38-m1", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "DealCollab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**HubSpot-native with strong automation** \\u2192 **Flowla** or **DealCollab**"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|openai-small|Aligned", "prompt": "c38-m1", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Aligned", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall pick is usually **Aligned** if your priority is a true **buyer-facing digital sales room** for complex deals"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|openai-small|trumpet", "prompt": "c38-m1", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "trumpet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **trumpet** if you want a slightly broader **buyer journey / revenue workspace** approach."}, {"id": "mai-20260915-0741-calibration_b|c38-m1|openai-small|Showpad", "prompt": "c38-m1", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Showpad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Showpad** if enablement, content governance, and sales process standardization matter"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|openai-small|Seismic", "prompt": "c38-m1", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Seismic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Showpad** or **Seismic** — strong when the digital sales room is part of a wider enablement program"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|openai-small|GetAccept", "prompt": "c38-m1", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "GetAccept", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**GetAccept** or **Qwilr** are often worth a look"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|openai-small|Qwilr", "prompt": "c38-m1", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Qwilr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**GetAccept** or **Qwilr** are often worth a look"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|xai-small|GetAccept", "prompt": "c38-m1", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "GetAccept", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose GetAccept** for integrated e-sign/proposals in CRM-heavy flows."}, {"id": "mai-20260915-0741-calibration_b|c38-m1|xai-small|Aligned", "prompt": "c38-m1", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Aligned", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with trumpet or Aligned** if ease, collaboration, and quick ROI matter"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|xai-small|trumpet", "prompt": "c38-m1", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "trumpet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Start with trumpet or Aligned** if ease, collaboration, and quick ROI matter (free tiers for POC; top G2 for mid-market)."}, {"id": "mai-20260915-0741-calibration_b|c38-m1|xai-small|DealHub", "prompt": "c38-m1", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "DealHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Go DealHub** for CPQ/revenue ops."}, {"id": "mai-20260915-0741-calibration_b|c38-m1|xai-small|Highspot", "prompt": "c38-m1", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Highspot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "scales without enterprise bloat (vs. Highspot/Seismic custom pricing)"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|xai-small|Seismic", "prompt": "c38-m1", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Seismic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "scales without enterprise bloat (vs. Highspot/Seismic custom pricing)"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|xai-small|Dock", "prompt": "c38-m1", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Dock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "lighter tools like Dock/Flowla (~$49-70) suit simpler needs but rank lower for full B2B sales"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|xai-small|Flowla", "prompt": "c38-m1", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Flowla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "lighter tools like Dock/Flowla (~$49-70) suit simpler needs but rank lower for full B2B sales"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|zai-small|Aligned", "prompt": "c38-m1", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Aligned", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Aligned** (Best Overall)"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|zai-small|GetAccept", "prompt": "c38-m1", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "GetAccept", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GetAccept** (Best for Contract-Forward Workflows)"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|zai-small|Dock", "prompt": "c38-m1", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dock** (Best for Sales-to-Onboarding Continuity)"}, {"id": "mai-20260915-0741-calibration_b|c38-m1|zai-small|Trumpet", "prompt": "c38-m1", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "direct", "raw": "Trumpet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Trumpet** (Best for Polished Buyer Experience)"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|alibaba-small|Trumpet", "prompt": "c38-m2", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Trumpet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Around Choice: **Trumpet** ... currently the top-ranked option globally and specifically for mid-market companies"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|alibaba-small|Showpad", "prompt": "c38-m2", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Showpad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"All-in-One\" Platform: **Showpad** ... a stronger choice than Trumpet because it bundles a deal room into a broader \"Revenue Enablement\" ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|alibaba-small|Highspot", "prompt": "c38-m2", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Highspot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Highspot is an industry leader but tends to be priced higher and is often more aligned with large enterprise structures."}, {"id": "mai-20260915-0741-calibration_b|c38-m2|anthropic-small|Dock", "prompt": "c38-m2", "model": "anthropic-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Dock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Dock** (Best Overall for Mid-Market)"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|anthropic-small|Aligned", "prompt": "c38-m2", "model": "anthropic-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Aligned", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest prioritizing **Dock or Aligned** for their balance of features, ease of adoption, and mid-market focus"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|anthropic-small|Salesloft (combined with Clari)", "prompt": "c38-m2", "model": "anthropic-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Salesloft (combined with Clari)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Salesloft (combined with Clari)**"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|challenger-small|GetAccept", "prompt": "c38-m2", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "GetAccept", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **GetAccept** if your priority is a buyer engagement and deal room platform"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|challenger-small|Dock", "prompt": "c38-m2", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dock** is the simpler alternative"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|challenger-small|Flowla", "prompt": "c38-m2", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Flowla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Flowla** is another strong digital sales room option"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|deepseek-small|Trumpet", "prompt": "c38-m2", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Trumpet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Recommendation: **Trumpet** (as the overall pick)"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|deepseek-small|GetAccept", "prompt": "c38-m2", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "GetAccept", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If **proposals and signatures** are your bottleneck, go GetAccept."}, {"id": "mai-20260915-0741-calibration_b|c38-m2|deepseek-small|Aligned", "prompt": "c38-m2", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Aligned", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Aligned gives the best value-to-features ratio"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|deepseek-small|Dock", "prompt": "c38-m2", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Full-lifecycle workspace (sale → onboarding)"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|deepseek-small|DealHub", "prompt": "c38-m2", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "DealHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Right choice only if CPQ and contract workflows are your primary need"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|deepseek-small|HummingDeck", "prompt": "c38-m2", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "HummingDeck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cheapest solid option; clean rooms with mutual action plans, 1-seat minimum"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|deepseek-small|Ideals", "prompt": "c38-m2", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Ideals", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "you may need a virtual data room (Ideals, FirmRoom, DealRoom)"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|deepseek-small|FirmRoom", "prompt": "c38-m2", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "FirmRoom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "you may need a virtual data room (Ideals, FirmRoom, DealRoom)"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|deepseek-small|DealRoom", "prompt": "c38-m2", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "DealRoom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "you may need a virtual data room (Ideals, FirmRoom, DealRoom)"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|deepseek-small|DealCollab", "prompt": "c38-m2", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "DealCollab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you're a **HubSpot shop**, Trumpet (or DealCollab, HubSpot-native) is a clean fit."}, {"id": "mai-20260915-0741-calibration_b|c38-m2|google-small|Seismic", "prompt": "c38-m2", "model": "google-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Seismic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "without the heavy admin overhead, long implementation times, and high licensing costs of enterprise-level suites (like Seismic, Highspot, or Mindtickle)"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|google-small|Highspot", "prompt": "c38-m2", "model": "google-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Highspot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "high licensing costs of enterprise-level suites (like Seismic, Highspot, or Mindtickle)"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|google-small|Mindtickle", "prompt": "c38-m2", "model": "google-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Mindtickle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "high licensing costs of enterprise-level suites (like Seismic, Highspot, or Mindtickle)"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|google-small|GetAccept", "prompt": "c38-m2", "model": "google-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "GetAccept", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**GetAccept** — *Best Overall & Best for End-to-End Proposal to E-Sign*"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|google-small|Aligned", "prompt": "c38-m2", "model": "google-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Aligned", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Aligned** — *Best for Buyer Adoption & Collaborative Mutual Action Plans*"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|google-small|Dock", "prompt": "c38-m2", "model": "google-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Dock** — *Best for the Sales-to-Customer Success (Onboarding) Handoff*"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|google-small|Trumpet", "prompt": "c38-m2", "model": "google-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Trumpet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Trumpet** — *Best for Visual Appeal & Quick-Build Interactive \"Pods\"*"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|meta-small|Trumpet", "prompt": "c38-m2", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Trumpet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best buyer engagement and deal room tool for a mid-sized B2B company would be Trumpet"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|meta-small|Paperflite", "prompt": "c38-m2", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Paperflite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Paperflite, Dock, and Aligned"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|meta-small|Dock", "prompt": "c38-m2", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Paperflite, Dock, and Aligned"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|meta-small|Aligned", "prompt": "c38-m2", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Aligned", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Paperflite, Dock, and Aligned"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|minimax-small|Aligned", "prompt": "c38-m2", "model": "minimax-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Aligned", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**I'd recommend starting with either Aligned or GetAccept**"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|minimax-small|GetAccept", "prompt": "c38-m2", "model": "minimax-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "GetAccept", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**I'd recommend starting with either Aligned or GetAccept**"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|minimax-small|Flowla", "prompt": "c38-m2", "model": "minimax-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Flowla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Flowla** (Best for Quick Implementation)"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|minimax-small|DocSend", "prompt": "c38-m2", "model": "minimax-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "DocSend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **DocSend** (Best for Document-Centric Sales)"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|mistral-small|Aligned", "prompt": "c38-m2", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Aligned", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top recommendation**: **Aligned** for most mid-sized B2B companies due to its exceptional value proposition"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|mistral-small|Trumpet", "prompt": "c38-m2", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Trumpet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Trumpet** - *Best for Visual Impact*"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|mistral-small|GetAccept", "prompt": "c38-m2", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "GetAccept", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. GetAccept** - *Best for Contract-Heavy Deals*"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|mistral-small|Dock", "prompt": "c38-m2", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Dock** - *Best All-in-One*"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|mistral-small|Recapped", "prompt": "c38-m2", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Recapped", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. Recapped** - *Best for Complex Enterprise Deals*"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|moonshot-small|Aligned", "prompt": "c38-m2", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Aligned", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Top Recommendation: **Aligned**"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|moonshot-small|GetAccept", "prompt": "c38-m2", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "GetAccept", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GetAccept** – Best if proposals & e-signatures are central"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|moonshot-small|Dock", "prompt": "c38-m2", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dock** – Best for sales-to-onboarding continuity"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|moonshot-small|Trumpet", "prompt": "c38-m2", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Trumpet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Trade-off:** Steeper pricing; key integrations often gated to higher tiers"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|moonshot-small|DealHub", "prompt": "c38-m2", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "DealHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** DealHub or Seismic unless you have complex CPQ/enterprise enablement needs"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|moonshot-small|Seismic", "prompt": "c38-m2", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Seismic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid:** DealHub or Seismic unless you have complex CPQ/enterprise enablement needs"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|openai-small|DealHub DealRoom", "prompt": "c38-m2", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "DealHub DealRoom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**DealHub DealRoom** is the safest default for a mid-sized B2B sales team."}, {"id": "mai-20260915-0741-calibration_b|c38-m2|openai-small|Mutiny", "prompt": "c38-m2", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Mutiny", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mutiny** is compelling; in a recent 2026 roundup it was described as best for teams that want the room's content generated for them"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|openai-small|Dock", "prompt": "c38-m2", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Dock** if you want a more **general-purpose buyer workspace** across sales and onboarding."}, {"id": "mai-20260915-0741-calibration_b|c38-m2|openai-small|DocSend", "prompt": "c38-m2", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "DocSend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "if your use case is narrower, such as **document tracking, proposals, or web-based quote pages** rather than a full digital sales room"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|openai-small|PandaDoc", "prompt": "c38-m2", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "PandaDoc", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "if your use case is narrower, such as **document tracking, proposals, or web-based quote pages** rather than a full digital sales room"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|openai-small|Qwilr", "prompt": "c38-m2", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Qwilr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "if your use case is narrower, such as **document tracking, proposals, or web-based quote pages** rather than a full digital sales room"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|xai-small|Aligned", "prompt": "c38-m2", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Aligned", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Aligned (teamaligned.com) as the top buyer engagement and deal room tool."}, {"id": "mai-20260915-0741-calibration_b|c38-m2|xai-small|Trumpet (sendtrumpet.com)", "prompt": "c38-m2", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Trumpet (sendtrumpet.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "#1 overall DSR on G2 (4.7/5, 1,300+ reviews). Design-led, interactive \"Pods\" with great analytics."}, {"id": "mai-20260915-0741-calibration_b|c38-m2|xai-small|GetAccept", "prompt": "c38-m2", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "GetAccept", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Proposals + e-sign in rooms (4.6/5 G2). Native AI, strong CRM sync."}, {"id": "mai-20260915-0741-calibration_b|c38-m2|xai-small|DealHub", "prompt": "c38-m2", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "DealHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CPQ + deal rooms (4.7/5 G2). Unified quote-to-cash."}, {"id": "mai-20260915-0741-calibration_b|c38-m2|zai-small|Dock", "prompt": "c38-m2", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Dock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Dock"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|zai-small|Aligned", "prompt": "c38-m2", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Aligned", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Aligned - Best overall all-round option"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|zai-small|Flowla", "prompt": "c38-m2", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "Flowla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Flowla - Best for post-sale focus"}, {"id": "mai-20260915-0741-calibration_b|c38-m2|zai-small|GetAccept", "prompt": "c38-m2", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "paraphrase", "raw": "GetAccept", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GetAccept - Best if you need proposal/contract features"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|alibaba-small|Trumpet", "prompt": "c38-m3", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Trumpet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For Speed & Simplicity:** Choose **Trumpet** or **Aligned**."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|alibaba-small|GetAccept", "prompt": "c38-m3", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "GetAccept", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For Closing Complexity Deals:** Choose **GetAccept** or **DealHub** for their CPQ integration."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|alibaba-small|Dock", "prompt": "c38-m3", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For Post-Sales Continuity:** Choose **Dock** to extend the experience into onboarding."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|alibaba-small|Aligned", "prompt": "c38-m3", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Aligned", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**For Speed & Simplicity:** Choose **Trumpet** or **Aligned**."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|alibaba-small|Allego", "prompt": "c38-m3", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Allego", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For Coaching & Training Integration:** Choose **Allego** or **Mindtickle**."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|alibaba-small|Mindtickle", "prompt": "c38-m3", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Mindtickle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Full revenue enablement with deep analytics and seller readiness."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|alibaba-small|DealHub.io", "prompt": "c38-m3", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "DealHub.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best For:** Complex quote-to-revenue workflows."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|alibaba-small|Storylane", "prompt": "c38-m3", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Storylane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**For Demo-Heavy Sales:** Choose **Storylane**."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|anthropic-small|Mindtickle", "prompt": "c38-m3", "model": "anthropic-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Mindtickle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mindtickle, Highspot, and Seismic are enterprise-ready solutions with DSR... Mindtickle's true interoperability allows bidirectional syn between CRM and DSR."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|anthropic-small|Highspot", "prompt": "c38-m3", "model": "anthropic-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Highspot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "enterprise-ready solutions with DSR, meant for teams deeply invested in data security, governance, and true interoperability"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|anthropic-small|Seismic", "prompt": "c38-m3", "model": "anthropic-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Seismic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Seismic and Highspot lead with sales enablement and add rooms as one feature"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|anthropic-small|GetAccept", "prompt": "c38-m3", "model": "anthropic-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "GetAccept", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GetAccept operates primarily as a bottom-of-funnel document automation tool"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|anthropic-small|Aligned", "prompt": "c38-m3", "model": "anthropic-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Aligned", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Aligned, GetAccept, and Flowla center the workspace on the buyer"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|anthropic-small|Flowla", "prompt": "c38-m3", "model": "anthropic-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Flowla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Aligned, GetAccept, and Flowla center the workspace on the buyer"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|anthropic-small|Trumpet", "prompt": "c38-m3", "model": "anthropic-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Trumpet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "point solutions built for speed... but not suitable for enterprise scale"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|anthropic-small|Recapped", "prompt": "c38-m3", "model": "anthropic-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Recapped", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "point solutions built for speed... but not suitable for enterprise scale"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|challenger-small|Aligned", "prompt": "c38-m3", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Aligned", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best simple DSR:** Aligned."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|challenger-small|Trumpet", "prompt": "c38-m3", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Trumpet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best interactive deal room:** Trumpet."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|challenger-small|DealHub", "prompt": "c38-m3", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "DealHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for CPQ/complex quoting:** DealHub."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|challenger-small|GetAccept", "prompt": "c38-m3", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "GetAccept", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for proposals + e-sign:** GetAccept."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|challenger-small|Dock", "prompt": "c38-m3", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for onboarding/client lifecycle:** Dock or Flowla."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|challenger-small|Flowla", "prompt": "c38-m3", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Flowla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for onboarding/client lifecycle:** Dock or Flowla."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|challenger-small|Allego", "prompt": "c38-m3", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Allego", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A broader revenue-enablement platform with DSR features, AI deal alerts, and video/document tracking."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|challenger-small|Showpad", "prompt": "c38-m3", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Showpad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best enterprise enablement suite:** Showpad, Seismic, Highspot, or Mindtickle."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|challenger-small|Mindtickle", "prompt": "c38-m3", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Mindtickle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best enterprise enablement suite:** Showpad, Seismic, Highspot, or Mindtickle."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|challenger-small|Seismic", "prompt": "c38-m3", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Seismic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "primarily sales-enablement platforms where DSRs are more a feature than the core product"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|challenger-small|Highspot", "prompt": "c38-m3", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Highspot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "primarily sales-enablement platforms where DSRs are more a feature than the core product"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|challenger-small|Recapped", "prompt": "c38-m3", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Recapped", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "More MAP-centric and collaborative than full proposal/CPQ platforms."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|deepseek-small|Dock", "prompt": "c38-m3", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Dock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Full buyer lifecycle from deal → onboarding → renewal:** **Dock**"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|deepseek-small|Trumpet", "prompt": "c38-m3", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Trumpet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Fast, lightweight deal rooms for SMB/SaaS reps:** **Trumpet** or **Aligned**"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|deepseek-small|Aligned", "prompt": "c38-m3", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Aligned", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Fast, lightweight deal rooms for SMB/SaaS reps:** **Trumpet** or **Aligned**"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|deepseek-small|Flowla", "prompt": "c38-m3", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Flowla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for SMB/growing teams wanting automated customer-facing workflows"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|deepseek-small|Recapped", "prompt": "c38-m3", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Recapped", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for structured, MAP-driven complex deals with deep Salesforce/project connectors."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|deepseek-small|GetAccept", "prompt": "c38-m3", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "GetAccept", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The most \"complete\" single-vendor option."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|deepseek-small|DealHub.io", "prompt": "c38-m3", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "DealHub.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for quote-to-revenue workflows."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|deepseek-small|PandaDoc", "prompt": "c38-m3", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "PandaDoc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Proposal-led rooms with 450+ templates ... Best for straightforward, document-driven deals."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|deepseek-small|Seismic", "prompt": "c38-m3", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Seismic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Large enterprises already on an enablement stack wanting governance + a buyer space:** **Seismic**"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|deepseek-small|Highspot", "prompt": "c38-m3", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Highspot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Salesforce-first enterprises; deep Salesforce sync and content tracking."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|deepseek-small|Showpad", "prompt": "c38-m3", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Showpad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Seismic**, **Highspot**, or **Showpad**"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|deepseek-small|Mindtickle", "prompt": "c38-m3", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Mindtickle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Process-driven org needing standardized methodology, MAPs, and coaching:** **Accord** or **Mindtickle**"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|deepseek-small|Allego", "prompt": "c38-m3", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Allego", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Video-first selling, rep coaching, and smart content. Enterprise/custom pricing."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|deepseek-small|Accord", "prompt": "c38-m3", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Accord", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Best for process-driven sales orgs."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|deepseek-small|Proposify", "prompt": "c38-m3", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Proposify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**PandaDoc / Proposify** — Proposal-led rooms"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|deepseek-small|SmartRoomsXP", "prompt": "c38-m3", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "SmartRoomsXP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Strategic account workspaces, account intelligence, governed AI"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|google-small|Trumpet", "prompt": "c38-m3", "model": "google-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Trumpet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for highly interactive, multimedia-rich deal rooms."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|google-small|Aligned", "prompt": "c38-m3", "model": "google-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Aligned", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Aligned is consistently top-rated on G2 for both DSRs and client portals."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|google-small|Flowla", "prompt": "c38-m3", "model": "google-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Flowla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for structured, multi-step buying journeys and onboarding."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|google-small|Dock", "prompt": "c38-m3", "model": "google-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Dock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for full customer lifecycle continuity."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|google-small|Mindtickle", "prompt": "c38-m3", "model": "google-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Mindtickle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mindtickle stands out for its deep, bidirectional CRM sync"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|google-small|Highspot", "prompt": "c38-m3", "model": "google-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Highspot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Highspot and Seismic offer unmatched enterprise-level security, compliance tracking, SOC 2 compliance, and single sign-on (SSO) governance."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|google-small|Seismic", "prompt": "c38-m3", "model": "google-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Seismic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Highspot and Seismic offer unmatched enterprise-level security, compliance tracking"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|google-small|GetAccept", "prompt": "c38-m3", "model": "google-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "GetAccept", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for proposal management and native electronic signatures."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|google-small|DealHub", "prompt": "c38-m3", "model": "google-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "DealHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for complex pricing and Quote-to-Revenue workflows."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|meta-small|Trumpet", "prompt": "c38-m3", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Trumpet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top digital sales room platforms include Trumpet, Aligned, DealHub.io, GetAccept, Allego, RELAYTO, and Accord."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|meta-small|Aligned", "prompt": "c38-m3", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Aligned", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top digital sales room platforms include Trumpet, Aligned, DealHub.io, GetAccept, Allego, RELAYTO, and Accord."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|meta-small|DealHub.io", "prompt": "c38-m3", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "DealHub.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top digital sales room platforms include Trumpet, Aligned, DealHub.io, GetAccept, Allego, RELAYTO, and Accord."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|meta-small|GetAccept", "prompt": "c38-m3", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "GetAccept", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top digital sales room platforms include Trumpet, Aligned, DealHub.io, GetAccept, Allego, RELAYTO, and Accord."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|meta-small|Allego", "prompt": "c38-m3", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Allego", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "video-first sales enablement"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|meta-small|RELAYTO", "prompt": "c38-m3", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "RELAYTO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "interactive content-driven experiences"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|meta-small|Accord", "prompt": "c38-m3", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Accord", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "mutual action plan tracking"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|minimax-small|Trumpet", "prompt": "c38-m3", "model": "minimax-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Trumpet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**For fast deployment**: Aligned or Trumpet"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|minimax-small|Aligned", "prompt": "c38-m3", "model": "minimax-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Aligned", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For fast deployment**: Aligned or Trumpet"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|minimax-small|DealHub.io", "prompt": "c38-m3", "model": "minimax-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "DealHub.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For e-signature workflows**: GetAccept or DealHub.io"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|minimax-small|GetAccept", "prompt": "c38-m3", "model": "minimax-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "GetAccept", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For e-signature workflows**: GetAccept or DealHub.io"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|minimax-small|Allego", "prompt": "c38-m3", "model": "minimax-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Allego", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For video sales**: Allego"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|minimax-small|Mindtickle", "prompt": "c38-m3", "model": "minimax-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Mindtickle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For full revenue enablement**: Mindtickle"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|minimax-small|Highspot", "prompt": "c38-m3", "model": "minimax-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Highspot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**For enterprise governance**: Seismic or Highspot"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|minimax-small|Seismic", "prompt": "c38-m3", "model": "minimax-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Seismic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**For enterprise governance**: Seismic or Highspot"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|minimax-small|Accord", "prompt": "c38-m3", "model": "minimax-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Accord", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "consistently rank among the best solutions in this space"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|minimax-small|RELAYTO", "prompt": "c38-m3", "model": "minimax-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "RELAYTO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Content-driven**: GetAccept, RELAYTO, and Highspot"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|minimax-small|Dock", "prompt": "c38-m3", "model": "minimax-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Dock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Trumpet, Aligned, and Dock emphasize real-time collaboration"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|minimax-small|Flowla", "prompt": "c38-m3", "model": "minimax-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Flowla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Basic tracking: Dock, Flowla"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|mistral-small|GetAccept", "prompt": "c38-m3", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "GetAccept", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best All-in-One Suite**: **GetAccept** (CPQ + eSignature + DSR)"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|mistral-small|Aligned", "prompt": "c38-m3", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Aligned", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Beginners**: **Aligned** (free plan, easy setup)"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|mistral-small|Trumpet", "prompt": "c38-m3", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Trumpet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Interactive Rooms**: **Trumpet** (collaboration-focused)"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|mistral-small|Dock", "prompt": "c38-m3", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Dock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Dock**: **Guided buyer experiences** with action plans and eSignature."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|mistral-small|DealHub", "prompt": "c38-m3", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "DealHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best Budget Option**: **DealHub** ($25/user/month)"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|mistral-small|Flowla", "prompt": "c38-m3", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Flowla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Flowla**: **AI-powered workflows** with structured MAPs."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|mistral-small|Allego", "prompt": "c38-m3", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Allego", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for Video Sales**: **Allego** (video coaching + outreach)"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|mistral-small|Storylane", "prompt": "c38-m3", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Storylane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for Demos**: **Storylane** (interactive demos + free plan)"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|mistral-small|Highspot", "prompt": "c38-m3", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Highspot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Highspot/Seismic**: **Enterprise content governance** with deep CRM syncs."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|mistral-small|Seismic", "prompt": "c38-m3", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Seismic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Best for Enterprise**: **Mindtickle** or **Seismic** (scalability + security)"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|mistral-small|Recapped", "prompt": "c38-m3", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Recapped", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Recapped/Mindtickle**: **Enterprise-scale** with advanced analytics"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|mistral-small|Mindtickle", "prompt": "c38-m3", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Mindtickle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Best for Enterprise**: **Mindtickle** or **Seismic** (scalability + security)"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|mistral-small|EnableUs", "prompt": "c38-m3", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "EnableUs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Freemium tiers** with limited features (e.g., Flowla, EnableUs)."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|moonshot-small|Trumpet", "prompt": "c38-m3", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Trumpet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best for:** Interactive deal rooms, agile teams, and rapid deployment"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|moonshot-small|GetAccept", "prompt": "c38-m3", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "GetAccept", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**E-signatures + Proposals** → GetAccept or Dock"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|moonshot-small|Dock", "prompt": "c38-m3", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Full customer lifecycle** → Dock"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|moonshot-small|Aligned", "prompt": "c38-m3", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Aligned", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Speed & Simplicity** → Aligned or Trumpet"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|moonshot-small|DealHub.io", "prompt": "c38-m3", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "DealHub.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Complex CPQ needs** → DealHub"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|moonshot-small|Flowla", "prompt": "c38-m3", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Flowla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Complex sales + onboarding with AI assistance"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|moonshot-small|Allego", "prompt": "c38-m3", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Allego", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Video-centric selling** → Allego"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|moonshot-small|Recapped", "prompt": "c38-m3", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Recapped", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Mutual action plans** → Recapped or Accord"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|moonshot-small|Highspot", "prompt": "c38-m3", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Highspot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Enterprise governance** → Highspot, Seismic, or Mindtickle"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|moonshot-small|Mindtickle", "prompt": "c38-m3", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Mindtickle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Limitations:** Premium pricing, complex implementation"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|moonshot-small|Seismic", "prompt": "c38-m3", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Seismic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Enterprise governance** → Highspot, Seismic, or Mindtickle"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|moonshot-small|Accord", "prompt": "c38-m3", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Accord", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Mutual action plans** → Recapped or Accord"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|openai-small|Showpad Shared Spaces", "prompt": "c38-m3", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Showpad Shared Spaces", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** Enterprise teams, field sellers, and complex/physical product selling."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|openai-small|Allego", "prompt": "c38-m3", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Allego", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for:** Teams that want DSRs plus coaching and content management in one suite."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|openai-small|DealHub", "prompt": "c38-m3", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "DealHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose **DealHub / GetAccept** if quote-to-close is central."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|openai-small|Dock", "prompt": "c38-m3", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Dock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose **Dock / Flowla / Trumpet** if you want a lighter-weight shared deal room."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|openai-small|Flowla", "prompt": "c38-m3", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Flowla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Stage-driven deal rooms and structured buyer journeys."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|openai-small|GetAccept", "prompt": "c38-m3", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "GetAccept", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Teams wanting a sales room plus proposal/signature workflow."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|openai-small|Highspot", "prompt": "c38-m3", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Highspot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Enterprise sales enablement teams already using Highspot."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|openai-small|Mindtickle", "prompt": "c38-m3", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Mindtickle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Organizations that care about readiness, coaching, and deal health."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|openai-small|Seismic", "prompt": "c38-m3", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Seismic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Best for:** Large enterprises with sophisticated content operations."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|openai-small|Trumpet", "prompt": "c38-m3", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Trumpet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Best for:** Teams that want a focused, buyer-facing deal room."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|openai-small|Walnut", "prompt": "c38-m3", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Walnut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Walnut is less of a pure DSR and more of a demo + deal room platform."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|openai-small|Paperflite", "prompt": "c38-m3", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Paperflite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Best for:** Teams wanting content-led or demo-led buyer microsites."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|openai-small|Storylane", "prompt": "c38-m3", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Storylane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Choose **Walnut / Storylane** if demos are the core buyer experience."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|xai-small|Trumpet", "prompt": "c38-m3", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Trumpet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often ranked #1 overall for interactive, buyer-facing \"Pods\""}, {"id": "mai-20260915-0741-calibration_b|c38-m3|xai-small|Aligned", "prompt": "c38-m3", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Aligned", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "#1 on G2 for DSR and client portals"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|xai-small|GetAccept", "prompt": "c38-m3", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "GetAccept", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top for proposals + e-signatures in one flow."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|xai-small|DealHub", "prompt": "c38-m3", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "DealHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for quote-to-revenue (CPQ, contracts, billing)... Less emphasis on dynamic buyer interaction."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|xai-small|Dock", "prompt": "c38-m3", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong for guided experiences across lifecycle (sales room → onboarding → portal)."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|xai-small|Allego", "prompt": "c38-m3", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Allego", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Video-first enablement with coaching, outreach. Lightweight MAPs"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|xai-small|Highspot", "prompt": "c38-m3", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Highspot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "DSR as a feature, not core; deep Salesforce sync, analytics. Highspot for rep readiness"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|xai-small|Seismic", "prompt": "c38-m3", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Seismic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Seismic for personalization. Custom enterprise pricing."}, {"id": "mai-20260915-0741-calibration_b|c38-m3|zai-small|Aligned", "prompt": "c38-m3", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Aligned", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: Aligned"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|zai-small|Dock", "prompt": "c38-m3", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Post-Sale Onboarding: Dock"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|zai-small|Trumpet", "prompt": "c38-m3", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Trumpet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for AI-Driven Execution: Trumpet"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|zai-small|GetAccept", "prompt": "c38-m3", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "GetAccept", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Proposal-to-Signature Workflows: GetAccept"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|zai-small|DealHub", "prompt": "c38-m3", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "DealHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Complex Commercial Processes: DealHub"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|zai-small|Flowla", "prompt": "c38-m3", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Flowla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Workflow Automation: Flowla"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|zai-small|Recapped", "prompt": "c38-m3", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Recapped", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for MAP-Driven Processes: Recapped"}, {"id": "mai-20260915-0741-calibration_b|c38-m3|zai-small|Zoomforth", "prompt": "c38-m3", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "comparative", "raw": "Zoomforth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Presentation-First Microsites** (Trumpet, Zoomforth)"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|alibaba-small|Flowla", "prompt": "c38-m4", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Flowla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Winner:** **Flowla** is better for budget companies because its free tier supports unlimited users"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|alibaba-small|Trumpet", "prompt": "c38-m4", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Trumpet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Trumpet** | Easiest to use; great for very small teams under 5 people."}, {"id": "mai-20260915-0741-calibration_b|c38-m4|alibaba-small|HummingDeck", "prompt": "c38-m4", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "HummingDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HummingDeck** is the most affordable paid option if you already have a separate e-signature tool."}, {"id": "mai-20260915-0741-calibration_b|c38-m4|alibaba-small|Dock", "prompt": "c38-m4", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Dock", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid for now:** **Dock.us** and **GetAccept** generally have high entry points"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|alibaba-small|Aligned", "prompt": "c38-m4", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Aligned", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Aligned** is better if you want a more complete \"all-in-one\" feel for slightly more money."}, {"id": "mai-20260915-0741-calibration_b|c38-m4|alibaba-small|GetAccept", "prompt": "c38-m4", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "GetAccept", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid for now:** **Dock.us** and **GetAccept** generally have high entry points"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|anthropic-small|Trumpet", "prompt": "c38-m4", "model": "anthropic-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Trumpet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a completely free solution with basic features, Trumpet's free tier is excellent."}, {"id": "mai-20260915-0741-calibration_b|c38-m4|anthropic-small|Dock", "prompt": "c38-m4", "model": "anthropic-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you can invest a modest amount, Dock offers more comprehensive features."}, {"id": "mai-20260915-0741-calibration_b|c38-m4|anthropic-small|Flowla", "prompt": "c38-m4", "model": "anthropic-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Flowla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a modern buyer portal with good pipeline visibility and low access friction, best for smaller or growing sales teams"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|challenger-small|Aligned", "prompt": "c38-m4", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Aligned", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Aligned** is the better default pick because it has a **free-forever plan** and a low entry price around **$29/seat/month**"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|challenger-small|Flowla", "prompt": "c38-m4", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Flowla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Flowla**: good for smaller teams that want a simple, low-friction entry point and a permanent free plan."}, {"id": "mai-20260915-0741-calibration_b|c38-m4|challenger-small|Trumpet", "prompt": "c38-m4", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Trumpet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a solid SMB/SaaS option with a free plan, but its paid pricing starts higher at about **$45/user/month**"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|challenger-small|Dock", "prompt": "c38-m4", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Dock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is usually less budget-friendly than Aligned at about **$49/month** or more"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|deepseek-small|Aligned", "prompt": "c38-m4", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Aligned", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to name a single \"best for limited budget,\" I'd say **Aligned**"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|deepseek-small|HummingDeck", "prompt": "c38-m4", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "HummingDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Begin with **Aligned** (or **HummingDeck** if you want the lowest cost)"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|deepseek-small|Trumpet", "prompt": "c38-m4", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Trumpet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trumpet:** Free plan (up to 10 pods, unlimited users), paid Pro starts ~$45/user"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|deepseek-small|Flowla", "prompt": "c38-m4", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Flowla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Flowla** – free plan (20 rooms, unlimited seats)"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|deepseek-small|Storylane", "prompt": "c38-m4", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Storylane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Storylane** – free plan, ideal if you're demo-centric"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|deepseek-small|GetAccept", "prompt": "c38-m4", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "GetAccept", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "GetAccept requires a 5-user minimum; some plans have minimum seat counts that can inflate a small team's real cost"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|deepseek-small|Dock", "prompt": "c38-m4", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Dock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Dock** | ~$70 / $350 for 5 seats | ✅ | Portals/content/onboarding |"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|deepseek-small|DealHub", "prompt": "c38-m4", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "DealHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid **DealHub, Highspot, Seismic, and Accord**"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|deepseek-small|Highspot", "prompt": "c38-m4", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Highspot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid **DealHub, Highspot, Seismic, and Accord**"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|deepseek-small|Seismic", "prompt": "c38-m4", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Seismic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid **DealHub, Highspot, Seismic, and Accord**"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|deepseek-small|Accord", "prompt": "c38-m4", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Accord", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Avoid **DealHub, Highspot, Seismic, and Accord** — these are typically custom-quoted enterprise tools"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|google-small|HummingDeck", "prompt": "c38-m4", "model": "google-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "HummingDeck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with HummingDeck if you primarily send PDFs/proposals and want to know *exactly* how prospects are reading them on a tiny budget."}, {"id": "mai-20260915-0741-calibration_b|c38-m4|google-small|Aligned", "prompt": "c38-m4", "model": "google-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Aligned", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with Aligned if you want G2's top-rated, highly professional client portal with mutual action plans."}, {"id": "mai-20260915-0741-calibration_b|c38-m4|google-small|Trumpet", "prompt": "c38-m4", "model": "google-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Trumpet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trumpet's free tier is arguably the best on the market."}, {"id": "mai-20260915-0741-calibration_b|c38-m4|google-small|Flowla", "prompt": "c38-m4", "model": "google-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Flowla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Smaller teams bridging the gap between Sales and Post-Sale Onboarding."}, {"id": "mai-20260915-0741-calibration_b|c38-m4|google-small|Along", "prompt": "c38-m4", "model": "google-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Along", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Honorable Mention: Along (for Salesforce Users)"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|google-small|Highspot", "prompt": "c38-m4", "model": "google-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Highspot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise suites like Highspot, Seismic, Mindtickle, or DealHub."}, {"id": "mai-20260915-0741-calibration_b|c38-m4|google-small|Seismic", "prompt": "c38-m4", "model": "google-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Seismic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise suites like Highspot, Seismic, Mindtickle, or DealHub."}, {"id": "mai-20260915-0741-calibration_b|c38-m4|google-small|Mindtickle", "prompt": "c38-m4", "model": "google-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Mindtickle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise suites like Highspot, Seismic, Mindtickle, or DealHub."}, {"id": "mai-20260915-0741-calibration_b|c38-m4|google-small|DealHub", "prompt": "c38-m4", "model": "google-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "DealHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid enterprise suites like Highspot, Seismic, Mindtickle, or DealHub."}, {"id": "mai-20260915-0741-calibration_b|c38-m4|meta-small|Trumpet", "prompt": "c38-m4", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Trumpet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best digital sales room platform for a company with a limited budget is Trumpet, as it is the top pick"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|meta-small|MindTickle", "prompt": "c38-m4", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "MindTickle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include MindTickle, HummingDeck, PickMySoft, and Terasu"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|meta-small|HummingDeck", "prompt": "c38-m4", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "HummingDeck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include MindTickle, HummingDeck, PickMySoft, and Terasu"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|meta-small|PickMySoft", "prompt": "c38-m4", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "PickMySoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include MindTickle, HummingDeck, PickMySoft, and Terasu"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|meta-small|Terasu", "prompt": "c38-m4", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Terasu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options include MindTickle, HummingDeck, PickMySoft, and Terasu"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|minimax-small|Aligned", "prompt": "c38-m4", "model": "minimax-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Aligned", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Aligned** - Best Overall for Small Budgets"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|minimax-small|Trumpet", "prompt": "c38-m4", "model": "minimax-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Trumpet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Trumpet** (best design/visuals), both have robust free plans"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|minimax-small|Flowla", "prompt": "c38-m4", "model": "minimax-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Flowla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Workflow automation + CRM integration"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|minimax-small|Dock", "prompt": "c38-m4", "model": "minimax-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Dock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "$350/month (5 seats) | Sales-to-onboarding continuity"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|minimax-small|HummingDeck", "prompt": "c38-m4", "model": "minimax-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "HummingDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**3. HummingDeck** - Lowest Cost Paid Option"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|mistral-small|Aligned", "prompt": "c38-m4", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Aligned", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Aligned - Best Overall Value** ... **Aligned at $29/user/month** offers the best value proposition"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|mistral-small|HummingDeck", "prompt": "c38-m4", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "HummingDeck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the **absolute lowest cost**, **HummingDeck at $25/user/month** is your best bet."}, {"id": "mai-20260915-0741-calibration_b|c38-m4|mistral-small|Trumpet", "prompt": "c38-m4", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Trumpet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Trumpet - Great for SMBs** - **Starting at $45/user/month**"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|mistral-small|Flowla", "prompt": "c38-m4", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Flowla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Flowla - Good Balance** - **Starting at $49/user/month**"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|moonshot-small|Aligned", "prompt": "c38-m4", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Aligned", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For $20-30/month budget:** **FollowUp** at $20/user/month or **Aligned** at $26/month"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|moonshot-small|Flowla", "prompt": "c38-m4", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Flowla", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**For absolute zero budget:** Start with **Flowla** (most generous free tier) or **Trumpet** (best features in free tier)"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|moonshot-small|Trumpet", "prompt": "c38-m4", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Trumpet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Flowla** (most generous free tier) or **Trumpet** (best features in free tier)"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|moonshot-small|Recapped", "prompt": "c38-m4", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Recapped", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Free Plan:** $0/user/month - Unlimited internal users"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|moonshot-small|Journey", "prompt": "c38-m4", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Journey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Journey** | 2 Journeys | $29/mo | Simple needs"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|moonshot-small|FollowUp", "prompt": "c38-m4", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "FollowUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Pro:** **$20/user/month** (unlimited rooms) - Best for: Startups"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|moonshot-small|Storylane", "prompt": "c38-m4", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Storylane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Starter:** $40/month - Best for: Teams wanting interactive demos + sales rooms combined"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|moonshot-small|Notion", "prompt": "c38-m4", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Consider using those with templates as a temporary solution, though you'll miss DSR-specific features"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|moonshot-small|ClickUp", "prompt": "c38-m4", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "ClickUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Consider using those with templates as a temporary solution, though you'll miss DSR-specific features"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|openai-small|Dock", "prompt": "c38-m4", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Dock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dock is the best starting point** for most teams. It has a **free plan forever**"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|openai-small|Paperflite", "prompt": "c38-m4", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Paperflite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Paperflite** if you want a more content-centric platform and can pay **$30/user/month** to start."}, {"id": "mai-20260915-0741-calibration_b|c38-m4|openai-small|GetAccept", "prompt": "c38-m4", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "GetAccept", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GetAccept** if your process is heavy on proposals, quotes, and document workflows; pricing is less transparent"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|openai-small|Highspot", "prompt": "c38-m4", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Highspot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pricing is primarily **contact sales / request a quote**, which usually makes them less budget-friendly for smaller teams"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|openai-small|Showpad", "prompt": "c38-m4", "model": "openai-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Showpad", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "pricing is primarily **contact sales / request a quote**, which usually makes them less budget-friendly for smaller teams"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|xai-small|HummingDeck", "prompt": "c38-m4", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "HummingDeck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top recommendation: HummingDeck (start completely free, upgrade from $10/month)."}, {"id": "mai-20260915-0741-calibration_b|c38-m4|xai-small|Aligned", "prompt": "c38-m4", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Aligned", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong free alternatives if HummingDeck doesn't fit: Aligned (free Starter plan...)"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|xai-small|Trumpet", "prompt": "c38-m4", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Trumpet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trumpet (free forever, Pro $45/user/month up to 5 users)."}, {"id": "mai-20260915-0741-calibration_b|c38-m4|xai-small|Flowla", "prompt": "c38-m4", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Flowla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Flowla 20 rooms, unlim. seats $99 (Team) Good for onboarding too"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|xai-small|Dock", "prompt": "c38-m4", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Dock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Dock 10 workspaces $350/5 users (Std) Broader (CS/portals)"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|xai-small|DealHub", "prompt": "c38-m4", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "DealHub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise picks like DealHub/GetAccept"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|xai-small|GetAccept", "prompt": "c38-m4", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "GetAccept", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise picks like DealHub/GetAccept"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|zai-small|Aligned", "prompt": "c38-m4", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Aligned", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Aligned** (Best Overall for Small Business)"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|zai-small|Flowla", "prompt": "c38-m4", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Flowla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Most budget-conscious teams should start with **Aligned** or **Flowla**"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|zai-small|Storylane Demo Suite", "prompt": "c38-m4", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Storylane Demo Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Storylane if**: Your sales are demo-led"}, {"id": "mai-20260915-0741-calibration_b|c38-m4|zai-small|Journey", "prompt": "c38-m4", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "budget", "raw": "Journey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Journey** (Most Affordable) - $7/month"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|alibaba-small|Seismic", "prompt": "c38-m5", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Seismic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When contacting vendors (e.g., Seismic, Highspot, Qgma, PandaDoc, DocuSign), ask specifically:"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|alibaba-small|Highspot", "prompt": "c38-m5", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Highspot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "When contacting vendors (e.g., Seismic, Highspot, Qgma, PandaDoc, DocuSign), ask specifically:"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|alibaba-small|Qgma", "prompt": "c38-m5", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Qgma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "When contacting vendors (e.g., Seismic, Highspot, Qgma, PandaDoc, DocuSign), ask specifically:"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|alibaba-small|PandaDoc", "prompt": "c38-m5", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "PandaDoc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "When contacting vendors (e.g., Seismic, Highspot, Qgma, PandaDoc, DocuSign), ask specifically:"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|alibaba-small|DocuSign", "prompt": "c38-m5", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "DocuSign", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "When contacting vendors (e.g., Seismic, Highspot, Qgma, PandaDoc, DocuSign), ask specifically:"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|deepseek-small|Aligned", "prompt": "c38-m5", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Aligned", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Aligned** — lowest-cost collaborative rooms + MAPs, excellent for fast setup *(from ~$29/seat)*."}, {"id": "mai-20260915-0741-calibration_b|c38-m5|deepseek-small|Trumpet", "prompt": "c38-m5", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Trumpet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Trumpet** — design-led, best for interactive deal rooms and stakeholder-heavy negotiations."}, {"id": "mai-20260915-0741-calibration_b|c38-m5|deepseek-small|Dock", "prompt": "c38-m5", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dock** — best when rooms extend into onboarding, client portals, and CS"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|deepseek-small|GetAccept", "prompt": "c38-m5", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "GetAccept", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**GetAccept** — best if you want proposals + contracts + native e-signature consolidated"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|deepseek-small|Flowla", "prompt": "c38-m5", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Flowla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Flowla** — strong for complex sales + onboarding with native CRM"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|deepseek-small|Accord", "prompt": "c38-m5", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Accord", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Accord has an undisclosed platform fee"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|deepseek-small|DealHub", "prompt": "c38-m5", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "DealHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "DealHub and Seismic/Highspot are custom-quoted"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|deepseek-small|Seismic", "prompt": "c38-m5", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Seismic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "process control, CPQ, or enterprise enablement"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|deepseek-small|Highspot", "prompt": "c38-m5", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Highspot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Seismic/Highspot are custom-quoted"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|deepseek-small|Mindtickle", "prompt": "c38-m5", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Mindtickle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "rep readiness/coaching tied to deal outcomes**, that's a differentiator among some (Mindtickle, Seismic)"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|google-small|Aligned", "prompt": "c38-m5", "model": "google-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Aligned", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Aligned:** Excellent for stakeholder tracking and mutual action plans. Very low friction for buyers."}, {"id": "mai-20260915-0741-calibration_b|c38-m5|google-small|Trumpet", "prompt": "c38-m5", "model": "google-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Trumpet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Trumpet:** Highly creative, customizable, and visually engaging \"pods\"."}, {"id": "mai-20260915-0741-calibration_b|c38-m5|google-small|Flowla", "prompt": "c38-m5", "model": "google-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Flowla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Flowla:** Strong for structured, step-by-step buyer journeys."}, {"id": "mai-20260915-0741-calibration_b|c38-m5|google-small|Dock", "prompt": "c38-m5", "model": "google-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Dock:** Superb for the full buyer lifecycle, allowing you to transition a sales room directly into a customer onboarding workspace."}, {"id": "mai-20260915-0741-calibration_b|c38-m5|google-small|HummingDeck", "prompt": "c38-m5", "model": "google-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "HummingDeck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Buyer-Centric Point Solutions (e.g., Aligned, Trumpet, Flowla, HummingDeck)"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|google-small|Highspot", "prompt": "c38-m5", "model": "google-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Highspot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Showpad, Seismic, or Highspot:** Best if your core problem is sales content clutter, rep training, or coaching"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|google-small|GetAccept", "prompt": "c38-m5", "model": "google-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "GetAccept", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Workflow & Transactional Rooms (e.g., Dock, GetAccept, DealHub)"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|google-small|Seismic", "prompt": "c38-m5", "model": "google-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Seismic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Showpad, Seismic, or Highspot:** Best if your core problem is sales content clutter"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|google-small|Showpad", "prompt": "c38-m5", "model": "google-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Showpad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Showpad, Seismic, or Highspot:** Best if your core problem is sales content clutter"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|google-small|DealHub", "prompt": "c38-m5", "model": "google-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "DealHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Workflow & Transactional Rooms (e.g., Dock, GetAccept, DealHub)"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|google-small|Mindtickle", "prompt": "c38-m5", "model": "google-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Mindtickle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Enterprise Enablement Suites** (e.g., *Highspot, Seismic, Showpad, Mindtickle*)"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|moonshot-small|Aligned", "prompt": "c38-m5", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Aligned", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Aligned** | Fast deployment | $29/user/mo | Easiest setup, strong UX"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|moonshot-small|GetAccept", "prompt": "c38-m5", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "GetAccept", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**GetAccept** | Full revenue workflow | $49/user/mo | CPQ + e-signature + DSR in one"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|moonshot-small|Trumpet", "prompt": "c38-m5", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Trumpet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avoid unless specific need: Solutions built only for SMBs (Trumpet's 5-user limit)"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|moonshot-small|Dock", "prompt": "c38-m5", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Dock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Dock:** $70/user/mo (Standard), $100/user/mo (Premium)"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|moonshot-small|DealHub", "prompt": "c38-m5", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "DealHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**DealHub** | Customization | $25-100/user/mo | Complete quote-to-revenue"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|moonshot-small|Flowla", "prompt": "c38-m5", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Flowla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Flowla** | AI workflows | $49/user/mo | Strong automation features"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|moonshot-small|Seismic", "prompt": "c38-m5", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Seismic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "or pure enterprise (Seismic, Highspot) unless you need deep enablement integration"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|moonshot-small|Highspot", "prompt": "c38-m5", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Highspot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "or pure enterprise (Seismic, Highspot) unless you need deep enablement integration"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|xai-small|Trumpet", "prompt": "c38-m5", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Trumpet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Trumpet**: Best overall for interactive rooms/MAPs; strong Salesforce/HubSpot sync, stakeholder analytics. G2: 4.9/5."}, {"id": "mai-20260915-0741-calibration_b|c38-m5|xai-small|Dock", "prompt": "c38-m5", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dock**: End-to-end lifecycle (sales to CS/renewals); collaborative workspaces. G2: 4.9/5."}, {"id": "mai-20260915-0741-calibration_b|c38-m5|xai-small|Aligned", "prompt": "c38-m5", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Aligned", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Aligned**: Fast setup/ease; great for quick stakeholder alignment. G2: 4.6/5."}, {"id": "mai-20260915-0741-calibration_b|c38-m5|xai-small|DealHub", "prompt": "c38-m5", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "DealHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**DealHub**: CPQ-integrated workflows; quote-to-cash focus."}, {"id": "mai-20260915-0741-calibration_b|c38-m5|xai-small|GetAccept", "prompt": "c38-m5", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "GetAccept", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**GetAccept**: E-sig + proposals; seamless for closing."}, {"id": "mai-20260915-0741-calibration_b|c38-m5|xai-small|Mindtickle", "prompt": "c38-m5", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Mindtickle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mindtickle/Highspot/Seismic**: Enterprise suites if you need enablement/coaching tie-ins."}, {"id": "mai-20260915-0741-calibration_b|c38-m5|xai-small|Highspot", "prompt": "c38-m5", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Highspot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mindtickle/Highspot/Seismic**: Enterprise suites if you need enablement/coaching tie-ins."}, {"id": "mai-20260915-0741-calibration_b|c38-m5|xai-small|Seismic", "prompt": "c38-m5", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Seismic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mindtickle/Highspot/Seismic**: Enterprise suites if you need enablement/coaching tie-ins."}, {"id": "mai-20260915-0741-calibration_b|c38-m5|zai-small|Trumpet", "prompt": "c38-m5", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Trumpet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Trumpet** - Best for interactive deal rooms with collaboration features"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|zai-small|Aligned", "prompt": "c38-m5", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Aligned", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Aligned** - Strong for fast setup and ease of use"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|zai-small|DealHub.io", "prompt": "c38-m5", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "DealHub.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**DealHub.io** - Excellent for quote-to-revenue workflows"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|zai-small|GetAccept", "prompt": "c38-m5", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "GetAccept", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**GetAccept** - Strong proposal and e-signature integration"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|zai-small|Allego", "prompt": "c38-m5", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Allego", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Allego** - Video-first sales enablement focus"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|zai-small|RELAYTO", "prompt": "c38-m5", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "RELAYTO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**RELAYTO** - Content-driven, interactive experiences"}, {"id": "mai-20260915-0741-calibration_b|c38-m5|zai-small|Accord", "prompt": "c38-m5", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "scale", "raw": "Accord", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Accord** - Mutual action plan tracking specialist"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|alibaba-small|Dropbox", "prompt": "c38-m6", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Examples: Standard Dropbox accounts, personal Google Drive folders, OneDrive. Why to Avoid: These platforms often lack granular permission controls"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|alibaba-small|Google Drive", "prompt": "c38-m6", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "personal Google Drive folders... Why to Avoid: These platforms often lack granular permission controls"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|alibaba-small|OneDrive", "prompt": "c38-m6", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "OneDrive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples: Standard Dropbox accounts, personal Google Drive folders, OneDrive."}, {"id": "mai-20260915-0741-calibration_b|c38-m6|alibaba-small|Merrill", "prompt": "c38-m6", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Merrill", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top-tier DSRs (like Merrill, Firmex, or Intralinks) now integrate AI indexing"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|alibaba-small|Firmex", "prompt": "c38-m6", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Firmex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top-tier DSRs (like Merrill, Firmex, or Intralinks) now integrate AI indexing"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|alibaba-small|Intralinks", "prompt": "c38-m6", "model": "alibaba-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Intralinks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top-tier DSRs (like Merrill, Firmex, or Intralinks) now integrate AI indexing"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|anthropic-small|Flowla", "prompt": "c38-m6", "model": "anthropic-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Flowla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "rigid step dependencies can frustrate fast-moving buyers and require significant backend management from operations teams"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|anthropic-small|Dealpad", "prompt": "c38-m6", "model": "anthropic-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Dealpad", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Dealpad, Dock, and Aligned fall into the category of point solutions that are useful for teams with a narrow, defined use case but without the broader enablement capabilities of full-suite platforms."}, {"id": "mai-20260915-0741-calibration_b|c38-m6|anthropic-small|Seismic", "prompt": "c38-m6", "model": "anthropic-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Seismic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the deal room features are typically fairly inflexible"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|anthropic-small|Aligned", "prompt": "c38-m6", "model": "anthropic-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Aligned", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Dealpad, Dock, and Aligned fall into the category of point solutions that are useful for teams with a narrow, defined use case"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|anthropic-small|Highspot", "prompt": "c38-m6", "model": "anthropic-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Highspot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the deal room features are typically fairly inflexible"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|anthropic-small|DocSend", "prompt": "c38-m6", "model": "anthropic-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "DocSend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "like a prettier Google Drive folder rather than an interactive workspace"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|anthropic-small|Allego", "prompt": "c38-m6", "model": "anthropic-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Allego", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "\"can feel a little clunky during setup of the DSRs.\""}, {"id": "mai-20260915-0741-calibration_b|c38-m6|anthropic-small|GetAccept", "prompt": "c38-m6", "model": "anthropic-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "GetAccept", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Occasional glitches ... and limited layout options for docs and templates"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|anthropic-small|Dock", "prompt": "c38-m6", "model": "anthropic-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Dock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "issues with Dock's formatting capabilities, occasional slow performance"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|challenger-small|Seismic", "prompt": "c38-m6", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Seismic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The main platforms to **avoid or scrutinize closely** are:\n\n- **Seismic** — ... digital sales rooms are described as secondary, more complex to implement, and expensive"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|challenger-small|Highspot", "prompt": "c38-m6", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Highspot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "similar caution: it is positioned primarily as an enablement platform, with deal-room functionality treated as a feature rather than the core product"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|challenger-small|Mindtickle", "prompt": "c38-m6", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Mindtickle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "best known for enablement and coaching, so ... it may be overbuilt for that use case"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|challenger-small|DocSend", "prompt": "c38-m6", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "DocSend", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "it is only a *partial* digital sales room fit rather than a full collaborative workspace"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|challenger-small|Salesloft", "prompt": "c38-m6", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Salesloft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "these broader platforms may be more than you need and come with higher cost and admin overhead"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|challenger-small|DealHub", "prompt": "c38-m6", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "DealHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "not a bad platform, but ... it may be the wrong choice if you only want a simple buyer workspace"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|challenger-small|DealHub / DealRoom", "prompt": "c38-m6", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "DealHub / DealRoom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "be cautious about **DealHub / DealRoom** if you only want a **simple buyer workspace**"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|challenger-small|Dock", "prompt": "c38-m6", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Dock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "generally solid, but you should be cautious if you need very mature buyer-facing room depth"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|challenger-small|Flowla", "prompt": "c38-m6", "model": "challenger-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Flowla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "generally solid, but you should be cautious if you need very mature buyer-facing room depth"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|deepseek-small|GetAccept", "prompt": "c38-m6", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "GetAccept", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid GetAccept** unless you're prepared to tightly review contract terms — the predatory billing complaints are alarming."}, {"id": "mai-20260915-0741-calibration_b|c38-m6|deepseek-small|Seismic", "prompt": "c38-m6", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Seismic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "If your primary need is a true buyer-collaboration deal room ..., Seismic is likely the wrong tool."}, {"id": "mai-20260915-0741-calibration_b|c38-m6|deepseek-small|Highspot", "prompt": "c38-m6", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Highspot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Be cautious with Seismic and Highspot** due to the pending merger, complexity, and shallow buyer-collaboration depth."}, {"id": "mai-20260915-0741-calibration_b|c38-m6|deepseek-small|Allego", "prompt": "c38-m6", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Allego", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Moderate Caution — Notable Limitations & Concerns ... **Opaque pricing:** Typically 3-year contracts with unclear costs"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|deepseek-small|Showpad", "prompt": "c38-m6", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Showpad", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Shared Spaces (deal room feature) is secondary** to the backend CMS and training platform"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|deepseek-small|Trumpet", "prompt": "c38-m6", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Trumpet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Carefully evaluate Trumpet's pricing structure** before committing"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|deepseek-small|Dock", "prompt": "c38-m6", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Dock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Dock rates well overall, but be aware of these issues: **Limited customization** is the #1 complaint"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|deepseek-small|Dealhub.io", "prompt": "c38-m6", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Dealhub.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "its digital sales room capabilities are secondary to quote-to-revenue workflows"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|deepseek-small|Spekit", "prompt": "c38-m6", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Spekit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Described as \"up-and-coming\" with **basic deal room capabilities** that lack depth"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|deepseek-small|Aligned", "prompt": "c38-m6", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Aligned", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**purpose-built DSR tools** like Aligned, Dock, or Flowla may be better than the enterprise enablement platforms"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|deepseek-small|Flowla", "prompt": "c38-m6", "model": "deepseek-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Flowla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**purpose-built DSR tools** like Aligned, Dock, or Flowla may be better"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|google-small|DocSend", "prompt": "c38-m6", "model": "google-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "DocSend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Platforms that only track when a link is opened or how long a PDF was viewed (like basic configurations of **DocSend**)... they lack the interactive, multi-stakeholder features"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|google-small|Seismic", "prompt": "c38-m6", "model": "google-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Seismic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Platforms to approach with caution:** **Seismic**, **Highspot**, and **Mindtickle**."}, {"id": "mai-20260915-0741-calibration_b|c38-m6|google-small|Highspot", "prompt": "c38-m6", "model": "google-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Highspot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Platforms to approach with caution:** **Seismic**, **Highspot**, and **Mindtickle**."}, {"id": "mai-20260915-0741-calibration_b|c38-m6|google-small|Mindtickle", "prompt": "c38-m6", "model": "google-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Mindtickle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Platforms to approach with caution:** **Seismic**, **Highspot**, and **Mindtickle**."}, {"id": "mai-20260915-0741-calibration_b|c38-m6|google-small|Flowla", "prompt": "c38-m6", "model": "google-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Flowla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Look instead toward agile point solutions like **Flowla**, **Aligned**, **Trumpet**, or **Dock**."}, {"id": "mai-20260915-0741-calibration_b|c38-m6|google-small|trumpet", "prompt": "c38-m6", "model": "google-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "trumpet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Agile, DSR-first point solutions like **trumpet**, **Flowla**, or **Dock**... (Watch out for platforms like *trumpet*... pricing leaps)"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|google-small|Aligned", "prompt": "c38-m6", "model": "google-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Aligned", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Look instead toward agile point solutions like **Flowla**, **Aligned**, **Trumpet**, or **Dock**."}, {"id": "mai-20260915-0741-calibration_b|c38-m6|google-small|Trumpet", "prompt": "c38-m6", "model": "google-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Trumpet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Trumpet (Caution on Pricing Gaps & Analytics Depth)**... some sales ops teams have complained on Reddit that Trumpet's native analytics are relatively shallow"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|google-small|Dock", "prompt": "c38-m6", "model": "google-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Look instead toward agile point solutions like **Flowla**, **Aligned**, **Trumpet**, or **Dock**."}, {"id": "mai-20260915-0741-calibration_b|c38-m6|google-small|GetAccept", "prompt": "c38-m6", "model": "google-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "GetAccept", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "user feedback on Trustpilot and G2 points to a buggy interface and scaling issues"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|google-small|Heybase", "prompt": "c38-m6", "model": "google-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Heybase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "G2 reviews warn of stability issues, non-functioning features, and a customer support team that can take weeks to respond"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|meta-small|GetAccept", "prompt": "c38-m6", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "GetAccept", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some digital sales room platforms to consider are:\n\n1. GetAccept"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|meta-small|Aligned", "prompt": "c38-m6", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Aligned", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Aligned"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|meta-small|Trumpet", "prompt": "c38-m6", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Trumpet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Trumpet"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|meta-small|Flowla", "prompt": "c38-m6", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Flowla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Flowla"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|meta-small|Recapped", "prompt": "c38-m6", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Recapped", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Recapped"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|meta-small|DealHub", "prompt": "c38-m6", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "DealHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. DealHub"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|meta-small|Dock", "prompt": "c38-m6", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Dock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Dock"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|meta-small|Accord", "prompt": "c38-m6", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Accord", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Accord"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|meta-small|Allego", "prompt": "c38-m6", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Allego", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. Allego"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|meta-small|Seismic", "prompt": "c38-m6", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Seismic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. Seismic"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|meta-small|Spekit", "prompt": "c38-m6", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Spekit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "11. Spekit"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|meta-small|Vidyard", "prompt": "c38-m6", "model": "meta-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Vidyard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "12. Vidyard"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|minimax-small|Dock", "prompt": "c38-m6", "model": "minimax-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Dock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Most frequent G2 complaint**: Limited branding/customization options"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|minimax-small|Aligned", "prompt": "c38-m6", "model": "minimax-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Aligned", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "CRM integration bugs and room-access issues** appear frequently—this is a procurement risk"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|mistral-small|Aligned", "prompt": "c38-m6", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Aligned", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid or be very cautious with: 1. **Aligned** - due to integration bugs and procurement risks"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|mistral-small|GetAccept", "prompt": "c38-m6", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "GetAccept", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**GetAccept** - due to buyer rejection and verification requirements"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|mistral-small|Dock", "prompt": "c38-m6", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Dock", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Dock** - due to buyer verification friction and limited customization"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|mistral-small|Flowla", "prompt": "c38-m6", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Flowla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Flowla's 2026 study of 30,000+ deal rooms found nearly half are never opened by buyers"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|mistral-small|DealHub", "prompt": "c38-m6", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "DealHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Good for CPQ workflows but rated 7.3/10 for SMB, with custom layout workarounds needed"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|mistral-small|Trumpet", "prompt": "c38-m6", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Trumpet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "High ratings but advanced customization and e-signature features gated to higher tiers"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|mistral-small|QorusDocs", "prompt": "c38-m6", "model": "mistral-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "QorusDocs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Strong for enterprise but custom room layouts require workarounds"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|moonshot-small|GetAccept", "prompt": "c38-m6", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "GetAccept", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid or exercise extreme caution with:**\n- **GetAccept** — contract and support issues are severe"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|moonshot-small|Seismic", "prompt": "c38-m6", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Seismic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Seismic/Highspot** — unless you're a large enterprise with dedicated ops resources and can negotiate favorable exit terms"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|moonshot-small|Highspot", "prompt": "c38-m6", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Highspot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Seismic/Highspot** — unless you're a large enterprise with dedicated ops resources"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|moonshot-small|Allego", "prompt": "c38-m6", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Allego", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Admin learning curve**: Multiple mentions of \"missing features\" and \"non-intuitive interface for administrators\""}, {"id": "mai-20260915-0741-calibration_b|c38-m6|moonshot-small|Qwilr", "prompt": "c38-m6", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Qwilr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Limited formatting options**... **Customer support described as \"inconsistent\"**"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|moonshot-small|Showpad", "prompt": "c38-m6", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Showpad", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**$250/month platform fee on all paid tiers** — locks out small teams"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|moonshot-small|Dock", "prompt": "c38-m6", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Dock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Dock**: Higher ratings (4.7/5), transparent pricing, strong post-sale continuity"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|moonshot-small|Trumpet/Recapped", "prompt": "c38-m6", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Trumpet/Recapped", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Good for agile teams needing fast MAP deployment (though limited enterprise scale)"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|moonshot-small|PandaDoc", "prompt": "c38-m6", "model": "moonshot-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "PandaDoc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**PandaDoc**: Strong CPQ integration, transparent pricing starting at $19/user"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|xai-small|Trumpet", "prompt": "c38-m6", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Trumpet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top picks per 2026 reviews: Trumpet (interactive), DealHub (workflows), GetAccept (e-sign)."}, {"id": "mai-20260915-0741-calibration_b|c38-m6|xai-small|Aligned", "prompt": "c38-m6", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Aligned", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Platforms like Aligned and Dock lock bi-directional sync behind Enterprise tiers, leading to bugs, delays, or manual work."}, {"id": "mai-20260915-0741-calibration_b|c38-m6|xai-small|DealHub", "prompt": "c38-m6", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "DealHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Top picks per 2026 reviews: Trumpet (interactive), DealHub (workflows), GetAccept (e-sign)."}, {"id": "mai-20260915-0741-calibration_b|c38-m6|xai-small|GetAccept", "prompt": "c38-m6", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "GetAccept", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Top picks per 2026 reviews: Trumpet (interactive), DealHub (workflows), GetAccept (e-sign)."}, {"id": "mai-20260915-0741-calibration_b|c38-m6|xai-small|Dock", "prompt": "c38-m6", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Dock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Limited customization/branding: Frequent G2 gripes for Aligned, Dock"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|xai-small|Mindtickle", "prompt": "c38-m6", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Mindtickle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "most popular ones like ... and Mindtickle receive generally positive reviews"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|xai-small|Everstage", "prompt": "c38-m6", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Everstage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "End-of-day syncs (e.g., some Everstage complaints) cause data silos."}, {"id": "mai-20260915-0741-calibration_b|c38-m6|xai-small|Recapped", "prompt": "c38-m6", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Recapped", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Point solutions like Trumpet/Recapped excel for speed but lack scale/security for big orgs"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|xai-small|Highspot", "prompt": "c38-m6", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Highspot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "legacy enablement tools (Highspot, Seismic) feel bolted-on"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|xai-small|Seismic", "prompt": "c38-m6", "model": "xai-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Seismic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "legacy enablement tools (Highspot, Seismic) feel bolted-on"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|zai-small|Flowla", "prompt": "c38-m6", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Flowla", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "UX Difficulties: Users report the interface can be clunky and difficult to work with, especially during setup"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|zai-small|Aligned", "prompt": "c38-m6", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Aligned", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Limited Customization: Users consistently complain about limited options for dashboard design and team management features"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|zai-small|Dock", "prompt": "c38-m6", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Dock", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Branding Limitations: Limited customization and branding flexibility is the most common G2 complaint"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|zai-small|Send", "prompt": "c38-m6", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "Send", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Start with simple solutions like document tracking tools (Send, DocSend, PandaDoc)"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|zai-small|DocSend", "prompt": "c38-m6", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "DocSend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Start with simple solutions like document tracking tools (Send, DocSend, PandaDoc)"}, {"id": "mai-20260915-0741-calibration_b|c38-m6|zai-small|PandaDoc", "prompt": "c38-m6", "model": "zai-small", "cat": "digital-sales-rooms", "variant": "negative", "raw": "PandaDoc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Start with simple solutions like document tracking tools (Send, DocSend, PandaDoc)"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|alibaba-small|Intercom Fin", "prompt": "c44-m1", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Intercom Fin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🥇 Top Recommendation: **Intercom Fin**"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|alibaba-small|Zendesk Suite + AI Agents", "prompt": "c44-m1", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Zendesk Suite + AI Agents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 Strong Alternative: **Zendesk Suite + AI Agents**"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|alibaba-small|Ada.cx", "prompt": "c44-m1", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Ada.cx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Steep implementation; great governance controls"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|alibaba-small|Freshdesk (Freddy)", "prompt": "c44-m1", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Freshdesk (Freddy)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Teams already on Freshdesk seeking affordable AI augmentation"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|alibaba-small|Salesforce Agentforce", "prompt": "c44-m1", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Salesforce Agentforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Requires Salesforce admin expertise; long deployment"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|alibaba-small|TeamSupport", "prompt": "c44-m1", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "TeamSupport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Purpose-built for enterprise/mid-market B2B; strong CX metrics"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|alibaba-small|Pluno AI", "prompt": "c44-m1", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Pluno AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consider **Zendesk + a specialized B2B agent** (e.g., Pluno AI, Ada, or custom Claude/GPT flows)"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|anthropic-small|TeamSupport", "prompt": "c44-m1", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "TeamSupport", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TeamSupport is purpose-built for B2B with account-level insight and conversational bots, designed for mid-sized to large organizations needing cross-team context."}, {"id": "mai-20260915-0741-calibration_b|c44-m1|anthropic-small|Plain", "prompt": "c44-m1", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Plain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Plain is AI-native and API-first, unifies Slack + Teams + Discord + email"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|anthropic-small|Freshdesk", "prompt": "c44-m1", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Freshdesk is a customer support platform built for mid-market teams... at a lower per-agent cost than Zendesk."}, {"id": "mai-20260915-0741-calibration_b|c44-m1|anthropic-small|Zendesk", "prompt": "c44-m1", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "about a third of teams weighing Zendesk cited fit as the problem — too much engineering time to bend it to a technical B2B workflow."}, {"id": "mai-20260915-0741-calibration_b|c44-m1|challenger-small|Intercom", "prompt": "c44-m1", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Intercom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default recommendation is **Intercom**"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|challenger-small|TeamSupport", "prompt": "c44-m1", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "TeamSupport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TeamSupport** is the more B2B-specific alternative"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|challenger-small|Zendesk", "prompt": "c44-m1", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong all-around support platform with pre-trained AI agents across email, chat, voice, and social."}, {"id": "mai-20260915-0741-calibration_b|c44-m1|challenger-small|Freshworks", "prompt": "c44-m1", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Freshworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "No-code flows and AI support features, often positioned for SMB to mid-market."}, {"id": "mai-20260915-0741-calibration_b|c44-m1|deepseek-small|Zendesk AI", "prompt": "c44-m1", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Zendesk AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zendesk AI – the safest, most scalable \"default\" if you want a full omnichannel helpdesk + AI in one."}, {"id": "mai-20260915-0741-calibration_b|c44-m1|deepseek-small|Freshdesk (Freddy AI)", "prompt": "c44-m1", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Freshdesk (Freddy AI)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Freshdesk (Freddy AI) – the best *value* pick; bundles AI into a mid-market-friendly price point."}, {"id": "mai-20260915-0741-calibration_b|c44-m1|deepseek-small|Intercom (Fin)", "prompt": "c44-m1", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Intercom (Fin)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Intercom (Fin) – the best *experience/UX* if you're chat-first, product-led, and have high chat volume."}, {"id": "mai-20260915-0741-calibration_b|c44-m1|deepseek-small|Enjo AI", "prompt": "c44-m1", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Enjo AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a newer standalone AI agent that layers on your existing helpdesk ... Attractive if you want AI without migrating your helpdesk"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|deepseek-small|Fini", "prompt": "c44-m1", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Fini", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "newer, frequently praised for **context handoff to humans**"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|deepseek-small|HappyFox", "prompt": "c44-m1", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "HappyFox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "specifically positioned for **mid-market/scaling teams** needing deep workflow automation + SLA management + AI"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|deepseek-small|CustomGPT.ai", "prompt": "c44-m1", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "CustomGPT.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "good if your bottleneck is **doc-heavy knowledge**"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|deepseek-small|Plain", "prompt": "c44-m1", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Plain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI-native, API-first, great for **technical B2B SaaS** that lives in Slack/Teams."}, {"id": "mai-20260915-0741-calibration_b|c44-m1|deepseek-small|Einstein", "prompt": "c44-m1", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Einstein", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Fin is tied to Intercom; Einstein to Salesforce; Zendesk AI to Zendesk."}, {"id": "mai-20260915-0741-calibration_b|c44-m1|google-small|Intercom (with Fin AI Agent)", "prompt": "c44-m1", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Intercom (with Fin AI Agent)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for SaaS & In-App Support: **Intercom (with Fin AI Agent)** ... Intercom remains the industry standard."}, {"id": "mai-20260915-0741-calibration_b|c44-m1|google-small|Intercom (with Fin AI)", "prompt": "c44-m1", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Intercom (with Fin AI)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for SaaS & Digital-First B2B: **Intercom (with Fin AI)**"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|google-small|TeamSupport", "prompt": "c44-m1", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "TeamSupport", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you are a B2B company dealing with high-contract values, complex SLAs, and multiple stakeholders per client account, go with **TeamSupport**."}, {"id": "mai-20260915-0741-calibration_b|c44-m1|google-small|Decagon", "prompt": "c44-m1", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Decagon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Highly Complex or Technical B2B Support: **Decagon**"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|google-small|Zendesk AI Agents", "prompt": "c44-m1", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Zendesk AI Agents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Help Desk-Native Scaling: **Zendesk AI Agents**"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|google-small|Worknet.ai", "prompt": "c44-m1", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Worknet.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Companies Supporting Customers via Slack: **Worknet.ai**"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|google-small|Ada", "prompt": "c44-m1", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Ada", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best AI-First Standalone Agent: **Ada**"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|google-small|Zendesk AI", "prompt": "c44-m1", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Zendesk AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zendesk AI offers fantastic, native agent copilot features"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|google-small|Salesforce Agentforce", "prompt": "c44-m1", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Salesforce Agentforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your sales, success, and support operations are entirely Salesforce-centric, Agentforce provides deep, native CRM capabilities"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|google-small|Enjo AI", "prompt": "c44-m1", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Enjo AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Modern, Integrations-Heavy Teams: **Enjo AI**"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|google-small|Gorgias", "prompt": "c44-m1", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Gorgias", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Do not buy platforms like *Gorgias* or *Tidio*."}, {"id": "mai-20260915-0741-calibration_b|c44-m1|google-small|Worknet AI", "prompt": "c44-m1", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Worknet AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Enjo AI** (or **Worknet AI**)"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|google-small|Agentforce Service", "prompt": "c44-m1", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Agentforce Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Agentforce is natively built into Salesforce workflows"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|google-small|Tidio", "prompt": "c44-m1", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Tidio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Do not buy platforms like *Gorgias* or *Tidio*."}, {"id": "mai-20260915-0741-calibration_b|c44-m1|google-small|HubSpot Breeze Customer Agent", "prompt": "c44-m1", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "HubSpot Breeze Customer Agent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**HubSpot Breeze Customer Agent** | Ideal if you want a chatbot that natively maps contact properties and CRM workflows"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|meta-small|Intercom", "prompt": "c44-m1", "model": "meta-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Intercom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Intercom - known for its strong overall fit for B2B SaaS support, combining AI agent, helpdesk workflows, human handoff, and multi-channel support in one system."}, {"id": "mai-20260915-0741-calibration_b|c44-m1|meta-small|Ada", "prompt": "c44-m1", "model": "meta-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Ada", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ada - suitable for enterprise-scale support operations."}, {"id": "mai-20260915-0741-calibration_b|c44-m1|meta-small|Tidio", "prompt": "c44-m1", "model": "meta-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Tidio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tidio - a faster, lighter, and lower-friction option for customer support."}, {"id": "mai-20260915-0741-calibration_b|c44-m1|meta-small|TeamSupport", "prompt": "c44-m1", "model": "meta-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "TeamSupport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TeamSupport - purpose-built for B2B with account-level insight, conversational bots, rich-media ticketing, and strong omnichannel support."}, {"id": "mai-20260915-0741-calibration_b|c44-m1|meta-small|HappyFox", "prompt": "c44-m1", "model": "meta-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "HappyFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "HappyFox - offers generative AI, REST API, and native integrations, with high ticket deflection rates and flexible workflows."}, {"id": "mai-20260915-0741-calibration_b|c44-m1|minimax-small|Intercom", "prompt": "c44-m1", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Intercom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Intercom** or **Drift** are generally the strongest for mid-market B2B"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|minimax-small|Drift", "prompt": "c44-m1", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Drift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Intercom** or **Drift** are generally the strongest for mid-market B2B"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|minimax-small|Zendesk", "prompt": "c44-m1", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zendesk** – if your primary need is efficient customer service/ticketing"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|minimax-small|Freshchat", "prompt": "c44-m1", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Freshchat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Freshchat** – if budget is a primary concern but you still want AI capabilities"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|minimax-small|HubSpot", "prompt": "c44-m1", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**HubSpot** – if you're already in the HubSpot ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|mistral-small|Pylon", "prompt": "c44-m1", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Pylon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **mid-market B2B companies**, **Pylon** offers the best combination of B2B-specific features, AI automation, and reasonable pricing."}, {"id": "mai-20260915-0741-calibration_b|c44-m1|mistral-small|Intercom", "prompt": "c44-m1", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Intercom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Intercom** if you prioritize AI-first automation and in-app messaging"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|mistral-small|Freshdesk", "prompt": "c44-m1", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Freshdesk** if you need the most affordable comprehensive solution"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|mistral-small|Zendesk", "prompt": "c44-m1", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Zendesk** if you anticipate rapid enterprise-scale growth"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|mistral-small|Help Scout", "prompt": "c44-m1", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Help Scout", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Help Scout** if your support is primarily email-based"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|mistral-small|Gorgias", "prompt": "c44-m1", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Gorgias", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For B2B Ecommerce: Gorgias**"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|mistral-small|Plain", "prompt": "c44-m1", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Plain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**For Developer-Friendly Teams: Plain**"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|moonshot-small|Freshworks (Freshchat + Freddy AI)", "prompt": "c44-m1", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Freshworks (Freshchat + Freddy AI)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Freshworks (Freshchat + Freddy AI)**"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|moonshot-small|Intercom", "prompt": "c44-m1", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Intercom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Intercom** is the premium alternative"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|moonshot-small|Zendesk", "prompt": "c44-m1", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Powerful ticketing/SLAs but heavy to configure and expensive"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|moonshot-small|HubSpot Service Hub", "prompt": "c44-m1", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Native CRM integration is seamless, but full power requires Pro tier"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|moonshot-small|TeamSupport", "prompt": "c44-m1", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "TeamSupport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Purpose-built for B2B with features like Customer Distress Index"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|moonshot-small|Drift", "prompt": "c44-m1", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Drift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid Drift if**: Your need is primarily post-sale customer support"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|openai-small|Intercom", "prompt": "c44-m1", "model": "openai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Intercom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default pick is **Intercom**"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|openai-small|Zendesk", "prompt": "c44-m1", "model": "openai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zendesk** if you need a more traditional, enterprise-style service desk"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|openai-small|Ada", "prompt": "c44-m1", "model": "openai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Ada", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "comfortable with a more sales-led, less transparent pricing/process. Intercom’s comparison materials call out Ada’s pricing opacity."}, {"id": "mai-20260915-0741-calibration_b|c44-m1|openai-small|Freshworks/Freshchat", "prompt": "c44-m1", "model": "openai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Freshworks/Freshchat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Freshworks/Freshchat** if cost control and simpler packaged pricing matter a lot"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|openai-small|Gorgias", "prompt": "c44-m1", "model": "openai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Gorgias", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Gorgias** if you’re actually an **ecommerce** company, not B2B SaaS"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|xai-small|Intercom (with its Fin AI agent)", "prompt": "c44-m1", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Intercom (with its Fin AI agent)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Intercom (with its Fin AI agent) stands out as the top choice for mid-market B2B companies"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|xai-small|Drift", "prompt": "c44-m1", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Drift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Expensive, sales-heavy (less pure support)"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|xai-small|Zendesk AI", "prompt": "c44-m1", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Zendesk AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Zendesk** for heavy ticketing/omnichannel or if you're already in their ecosystem."}, {"id": "mai-20260915-0741-calibration_b|c44-m1|xai-small|Ada", "prompt": "c44-m1", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Ada", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "High-volume automation | 4.6 (170+) | ~$30K/yr (enterprise tilt)"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|xai-small|Tidio (Lyro AI)", "prompt": "c44-m1", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Tidio (Lyro AI)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Budget/lean teams | 4.6–4.7 (1,800+) | $29/mo"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|xai-small|Freshchat", "prompt": "c44-m1", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Freshchat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Multichannel shared inbox | 4.4+ | $19/agent/mo"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|xai-small|Qualified", "prompt": "c44-m1", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Qualified", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For custom needs (e.g., voice-heavy), consider Qualified (G2 4.9, B2B sales/support hybrid)."}, {"id": "mai-20260915-0741-calibration_b|c44-m1|zai-small|Intercom (Fin AI Agent)", "prompt": "c44-m1", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Intercom (Fin AI Agent)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Intercom (Fin AI Agent) — Top Overall Choice"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|zai-small|Decagon", "prompt": "c44-m1", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Decagon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Decagon — Mid-Market Specialist"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|zai-small|Zendesk AI Agents", "prompt": "c44-m1", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Zendesk AI Agents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zendesk** remains the strong choice if you need enterprise-grade ticketing and voice capabilities"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|zai-small|TeamSupport", "prompt": "c44-m1", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "TeamSupport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TeamSupport — B2B Specialist"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|zai-small|Sierra", "prompt": "c44-m1", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Sierra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "mid-market companies wanting Sierra-class AI without enterprise pricing"}, {"id": "mai-20260915-0741-calibration_b|c44-m1|zai-small|Salesforce", "prompt": "c44-m1", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "direct", "raw": "Salesforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Salesforce:** $25-175/user/month base + $2.00 per conversation"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|alibaba-small|HubSpot Service Hub (with Breeze Customer Agent)", "prompt": "c44-m2", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "HubSpot Service Hub (with Breeze Customer Agent)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for B2B Growth (Ecosystem Integrated):** HubSpot Service Hub (with Breeze Customer Agent)"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|alibaba-small|Freshdesk (by Freshworks)", "prompt": "c44-m2", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Freshdesk (by Freshworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Dedicated Support Tool:** Freshdesk (by Freshworks)"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|alibaba-small|Tidio", "prompt": "c44-m2", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Tidio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Omnichannel Speed:** Tidio"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|alibaba-small|CloudTalk", "prompt": "c44-m2", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "CloudTalk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CloudTalk** offers AI-powered IVR and voice agents that integrate directly with CRMs"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|anthropic-small|Enjo AI", "prompt": "c44-m2", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Enjo AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Enjo is one of the most compelling options at this price point, especially given the free tier and the depth of integrations"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|anthropic-small|Helply", "prompt": "c44-m2", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Helply", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for: Technical B2B teams between roughly $1M and $50M ARR running up to 100 agents who want AI to supercharge agents and surface revenue"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|anthropic-small|Intercom (with Fin)", "prompt": "c44-m2", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Intercom (with Fin)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "its AI agent, Fin, is one of the strongest conversational agents available"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|challenger-small|Intercom Fin", "prompt": "c44-m2", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Intercom Fin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one default recommendation** without more details, I'd choose **Intercom Fin** for a mid-sized B2B company"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|challenger-small|My AskAI", "prompt": "c44-m2", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "My AskAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**My AskAI** is the strongest recommendation in the results, especially for teams that want a flat-price option"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|challenger-small|Pylon", "prompt": "c44-m2", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Pylon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your B2B support and customer success work is heavily Slack-based"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|challenger-small|Ada", "prompt": "c44-m2", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Ada", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you need enterprise-grade, multilingual, regulated-environment support automation"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|challenger-small|CloudTalk", "prompt": "c44-m2", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "CloudTalk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if phone support and voice automation are central to your customer service operation"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|deepseek-small|Intercom (Fin AI)", "prompt": "c44-m2", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Intercom (Fin AI)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick one for most mid-sized B2B companies:** I'd start with **Intercom Fin**"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|deepseek-small|Pylon", "prompt": "c44-m2", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Pylon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if your B2B relationships run through Slack Connect / Microsoft Teams"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|deepseek-small|Zendesk AI", "prompt": "c44-m2", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Zendesk AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "built via bolt-on acquisitions ... less unified than Fin; more expensive ...; the most common tool B2B teams actually *leave*"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|deepseek-small|Freshdesk (Freddy AI)", "prompt": "c44-m2", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Freshdesk (Freddy AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-conscious, simpler needs | **Freshdesk (Freddy AI)** — lightweight, affordable"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|google-small|Intercom (with Fin AI)", "prompt": "c44-m2", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Intercom (with Fin AI)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is widely considered one of the best tools for mid-market SaaS companies."}, {"id": "mai-20260915-0741-calibration_b|c44-m2|google-small|Worknet AI", "prompt": "c44-m2", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Worknet AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If this is how your account managers and customer success managers (CSMs) communicate, **Worknet** is the standout choice."}, {"id": "mai-20260915-0741-calibration_b|c44-m2|google-small|Zendesk Advanced AI", "prompt": "c44-m2", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Zendesk Advanced AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zendesk AI** is the easiest transition."}, {"id": "mai-20260915-0741-calibration_b|c44-m2|google-small|Twig AI", "prompt": "c44-m2", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Twig AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "mid-sized B2B companies often connect third-party AI middlewares like **Twig AI** or **My AskAI** to Zendesk"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|google-small|My AskAI", "prompt": "c44-m2", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "My AskAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "These tools can resolve complex B2B tickets at a lower, flat-rate pricing tier."}, {"id": "mai-20260915-0741-calibration_b|c44-m2|meta-small|CloudTalk", "prompt": "c44-m2", "model": "meta-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "CloudTalk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "CloudTalk - suitable for small and mid-size sales and customer support teams"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|meta-small|Tidio", "prompt": "c44-m2", "model": "meta-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Tidio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tidio - best for SMB and ecommerce customer service."}, {"id": "mai-20260915-0741-calibration_b|c44-m2|meta-small|Helply", "prompt": "c44-m2", "model": "meta-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Helply", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Helply - suitable for B2B software companies between upper-end SMB and mid-market"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|minimax-small|HubSpot Service Hub + Breeze Customer Agent", "prompt": "c44-m2", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "HubSpot Service Hub + Breeze Customer Agent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **HubSpot Service Hub + Breeze Customer Agent** as a top choice for a mid-sized B2B company"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|minimax-small|Zobot (Zoho SalesIQ)", "prompt": "c44-m2", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Zobot (Zoho SalesIQ)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other Strong Options to Consider | **Zobot (Zoho SalesIQ)** | Companies already in the Zoho ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|minimax-small|Freshdesk", "prompt": "c44-m2", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Freshdesk** | Multichannel ticketing with AI assistance"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|minimax-small|Tidio", "prompt": "c44-m2", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Tidio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tidio** | Simpler setup, all-in-one live chat + AI"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|minimax-small|CloudTalk", "prompt": "c44-m2", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "CloudTalk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**CloudTalk** | If you need strong voice/phone AI capabilities"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|mistral-small|Plain", "prompt": "c44-m2", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Plain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Plain** if you're a SaaS company with technical customers, as it's purpose-built for B2B"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|mistral-small|Intercom (Fin)", "prompt": "c44-m2", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Intercom (Fin)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Intercom** would be my second choice due to its strong conversational AI"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|mistral-small|Freshdesk", "prompt": "c44-m2", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Freshdesk** is excellent if you want a more traditional helpdesk with AI capabilities at a lower cost."}, {"id": "mai-20260915-0741-calibration_b|c44-m2|mistral-small|HubSpot (Breeze AI)", "prompt": "c44-m2", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "HubSpot (Breeze AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for HubSpot Users: HubSpot (Breeze AI)"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|moonshot-small|Intercom with Fin AI", "prompt": "c44-m2", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Intercom with Fin AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Intercom** stands out as the best choice, particularly with its **Fin AI agent**."}, {"id": "mai-20260915-0741-calibration_b|c44-m2|moonshot-small|HubSpot Service Hub", "prompt": "c44-m2", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider HubSpot Service Hub instead if:** You're already embedded in the HubSpot ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|moonshot-small|Freshdesk (Freddy AI)", "prompt": "c44-m2", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Freshdesk (Freddy AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tightest budget** | **Freshdesk (Freddy AI)** | Free tier for up to 10 agents, lowest entry point"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|moonshot-small|Zendesk + AI add-on", "prompt": "c44-m2", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Zendesk + AI add-on", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid Zendesk unless:** You have dedicated IT resources for implementation"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|moonshot-small|Plain", "prompt": "c44-m2", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Plain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Technical/API-heavy B2B** | **Plain** | Purpose-built for B2B with native Slack/Teams/Discord support"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|openai-small|Intercom", "prompt": "c44-m2", "model": "openai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Intercom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Intercom** as the best first choice."}, {"id": "mai-20260915-0741-calibration_b|c44-m2|openai-small|Salesforce Service Cloud", "prompt": "c44-m2", "model": "openai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Salesforce Service Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Salesforce Service Cloud** if your company already runs on Salesforce"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|openai-small|Zendesk", "prompt": "c44-m2", "model": "openai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zendesk** if you want a more traditional support/ticketing stack with AI layered in"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|xai-small|Zendesk AI", "prompt": "c44-m2", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Zendesk AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Zendesk AI as the top conversational AI tool for customer service."}, {"id": "mai-20260915-0741-calibration_b|c44-m2|xai-small|Intercom Fin", "prompt": "c44-m2", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Intercom Fin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Intercom Fin—top resolution but watch per-outcome costs at scale."}, {"id": "mai-20260915-0741-calibration_b|c44-m2|xai-small|Freshdesk (Freddy AI)", "prompt": "c44-m2", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Freshdesk (Freddy AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Freshdesk—excellent value, free tier for testing."}, {"id": "mai-20260915-0741-calibration_b|c44-m2|xai-small|Pylon", "prompt": "c44-m2", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Pylon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pylon—niche but purpose-built."}, {"id": "mai-20260915-0741-calibration_b|c44-m2|zai-small|Intercom (with Fin AI)", "prompt": "c44-m2", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Intercom (with Fin AI)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: Intercom (with Fin AI)"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|zai-small|Zendesk", "prompt": "c44-m2", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative: Zendesk"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|zai-small|Text (formerly LiveChat)", "prompt": "c44-m2", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Text (formerly LiveChat)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "## Budget-Friendly Option: Text (formerly LiveChat)"}, {"id": "mai-20260915-0741-calibration_b|c44-m2|zai-small|Freshdesk", "prompt": "c44-m2", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "paraphrase", "raw": "Freshdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Under 5,000/month: Text or Freshdesk"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|alibaba-small|Fin (by Intercom)", "prompt": "c44-m3", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Fin (by Intercom)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highest resolution rates; no-code testing; voice support."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|alibaba-small|Ada", "prompt": "c44-m3", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Ada", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: No-code design and multilingual automation; widely used by mid-to-large enterprises."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|alibaba-small|Gorgias", "prompt": "c44-m3", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Gorgias", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Ecommerce businesses (Shopify, BigCommerce, Magento)."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|alibaba-small|Zendesk AI Agents", "prompt": "c44-m3", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Zendesk AI Agents", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "This can make total cost higher than pure AI-first solutions as volume grows."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|alibaba-small|Freshdesk (Freddy AI)", "prompt": "c44-m3", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Freshdesk (Freddy AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: SMEs and Freshworks users looking for affordable, native AI triage and deflection."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|alibaba-small|Salesforce Agentforce", "prompt": "c44-m3", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Salesforce Agentforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Large enterprises deeply embedded in the Salesforce CRM."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|alibaba-small|Rasa", "prompt": "c44-m3", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Rasa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Do you have developers? Go with Rasa or Botpress."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|alibaba-small|Botpress", "prompt": "c44-m3", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Botpress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best For: Teams wanting a hybrid between open-source flexibility and ease-of-use."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|alibaba-small|Google Dialogflow CX", "prompt": "c44-m3", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Google Dialogflow CX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Usage-based; not suitable for simple \"FAQ\" bots due to complexity/cost structure."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|alibaba-small|Tidio (Lyro AI)", "prompt": "c44-m3", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Tidio (Lyro AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for small businesses and e-commerce startups. Affordable, easy setup"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|alibaba-small|Cognigy", "prompt": "c44-m3", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Cognigy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Strong choices for contact centers requiring heavy telephony/IVR integration"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|alibaba-small|Kore.ai", "prompt": "c44-m3", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Kore.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Cognigy / Kore.ai: Strong choices for contact centers"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|alibaba-small|Drift", "prompt": "c44-m3", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Drift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Originally sales-focused (conversational marketing), now expanded into support."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|anthropic-small|Fin", "prompt": "c44-m3", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Fin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fin is best for end-to-end AI support resolution across every channel"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|anthropic-small|Zendesk AI Agents", "prompt": "c44-m3", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Zendesk AI Agents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zendesk AI Agents is best for teams already using Zendesk"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|anthropic-small|Ada", "prompt": "c44-m3", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Ada", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ada is best for no-code chatbot design and multilingual automation"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|anthropic-small|Tidio (Lyro AI)", "prompt": "c44-m3", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Tidio (Lyro AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tidio Lyro AI is best for small businesses that want affordable chatbot automation"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|anthropic-small|Freshdesk (Freddy AI)", "prompt": "c44-m3", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Freshdesk (Freddy AI)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include Fin, Zendesk AI Agents, Ada, Tidio (Lyro AI), Freshdesk (Freddy AI), Salesforce Agentforce"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|anthropic-small|Salesforce Agentforce", "prompt": "c44-m3", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Salesforce Agentforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Salesforce Agentforce, Gorgias, Kore.ai"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|anthropic-small|Gorgias", "prompt": "c44-m3", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Gorgias", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Salesforce Agentforce, Gorgias, Kore.ai, Crescendo.ai"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|anthropic-small|Kore.ai", "prompt": "c44-m3", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Kore.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Gorgias, Kore.ai, Crescendo.ai, Lindy.ai, and Assembled"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|anthropic-small|Crescendo.ai", "prompt": "c44-m3", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Crescendo.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Crescendo.ai, Lindy.ai, and Assembled"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|anthropic-small|Lindy.ai", "prompt": "c44-m3", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Lindy.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Crescendo.ai, Lindy.ai, and Assembled"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|anthropic-small|Assembled", "prompt": "c44-m3", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Assembled", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Lindy.ai, and Assembled"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|anthropic-small|MirrorFly", "prompt": "c44-m3", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "MirrorFly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "MirrorFly for enterprises requiring full control and white-labeling"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|anthropic-small|Intercom", "prompt": "c44-m3", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Intercom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Intercom for fast-growing SaaS and digital-first companies"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|anthropic-small|My AskAI", "prompt": "c44-m3", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "My AskAI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Some platforms like My AskAI sit on top of existing helpdesks... a strong fit for small and mid-sized support teams"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|challenger-small|Zendesk", "prompt": "c44-m3", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for enterprise support operations: **Zendesk**, **Ada**, **Freshchat/Freshdesk**, and **Intercom**"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|challenger-small|Intercom", "prompt": "c44-m3", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Intercom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Can get expensive as usage grows; more \"conversation platform\" than pure chatbot"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|challenger-small|Ada", "prompt": "c44-m3", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Ada", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High deflection, multilingual automation, strong enterprise AI"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|challenger-small|Freshdesk/Freshchat", "prompt": "c44-m3", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Freshdesk/Freshchat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "No-code flows, routing, agent assist, support stack integration"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|challenger-small|Tidio", "prompt": "c44-m3", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Tidio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for budget-conscious SMBs: **Tidio** and similar lightweight tools"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|challenger-small|Gorgias", "prompt": "c44-m3", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Gorgias", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for e-commerce: **Gorgias** and **Tidio**"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|challenger-small|HubSpot", "prompt": "c44-m3", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Most compelling when CRM and support live in HubSpot"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|challenger-small|Botpress", "prompt": "c44-m3", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Botpress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for custom automation: **Botpress**, **Rasa**, and **Dialogflow CX**"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|challenger-small|Rasa", "prompt": "c44-m3", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Rasa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Custom conversational logic and infrastructure control | Higher implementation and maintenance effort"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|challenger-small|Dialogflow CX", "prompt": "c44-m3", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Dialogflow CX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for custom automation: **Botpress**, **Rasa**, and **Dialogflow CX**"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|challenger-small|Amazon Lex", "prompt": "c44-m3", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Amazon Lex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "build-your-own/automation platforms (Botpress, Rasa, Dialogflow CX, Amazon Lex)"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|challenger-small|Zoho SalesIQ", "prompt": "c44-m3", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Zoho SalesIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Zoho ecosystem integration | Strong mainly if you already use Zoho tools"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|challenger-small|respond.io", "prompt": "c44-m3", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "respond.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**respond.io** and **Chatfuel** lean into messaging channels like WhatsApp and Instagram"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|challenger-small|Chatfuel", "prompt": "c44-m3", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Chatfuel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**respond.io** and **Chatfuel** lean into messaging channels like WhatsApp and Instagram"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|deepseek-small|Intercom (Fin AI)", "prompt": "c44-m3", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Intercom (Fin AI)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Intercom (Fin AI)** — *Best overall / startups*"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|deepseek-small|Zendesk AI", "prompt": "c44-m3", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Zendesk AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Zendesk AI** — *Best enterprise / at scale*"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|deepseek-small|Freshdesk (Freddy AI)", "prompt": "c44-m3", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Freshdesk (Freddy AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Freshdesk (Freddy AI)** — *Best value / SMB*"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|deepseek-small|Tidio (Lyro AI)", "prompt": "c44-m3", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Tidio (Lyro AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Tidio (Lyro AI)** — *Best for small e-commerce / SMB*"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|deepseek-small|Gorgias", "prompt": "c44-m3", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Gorgias", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. Gorgias** — *Best for high-volume Shopify stores*"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|deepseek-small|Salesforce Agentforce", "prompt": "c44-m3", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Salesforce Agentforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Best only if you're already deep in Salesforce — overkill otherwise."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|deepseek-small|HubSpot", "prompt": "c44-m3", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**7. HubSpot** — *Best for CRM-led teams*"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|deepseek-small|Zoho Desk (Zia)", "prompt": "c44-m3", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Zoho Desk (Zia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Budget pick at ~$7/user/mo with contextual AI."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|deepseek-small|Ada", "prompt": "c44-m3", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Ada", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**9. Ada** — *Hands-off enterprise automation*"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|deepseek-small|Sierra", "prompt": "c44-m3", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Sierra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**10. Sierra** — *Enterprise voice + chat*"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|deepseek-small|Botpress", "prompt": "c44-m3", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Botpress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Ada, Tidio, Botpress are no-code/visual"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|deepseek-small|Rasa", "prompt": "c44-m3", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Rasa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Rasa, Amazon Lex, Kore.ai require developer skills"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|deepseek-small|Amazon Lex", "prompt": "c44-m3", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Amazon Lex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Rasa, Amazon Lex, Kore.ai require developer skills"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|deepseek-small|Kore.ai", "prompt": "c44-m3", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Kore.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "enterprise → Zendesk, Salesforce, Ada, Kore.ai"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|google-small|Intercom / Fin", "prompt": "c44-m3", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Intercom / Fin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are looking for a standalone, cutting-edge, conversation-first chat system, **Intercom (Fin)** or **Ada** are the market gold standards."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|google-small|Salesforce Agentforce (Service Agent)", "prompt": "c44-m3", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Salesforce Agentforce (Service Agent)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for:** Large enterprise organizations deeply embedded in the Salesforce CRM ecosystem."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|google-small|Zendesk AI (Zendesk AI Agents)", "prompt": "c44-m3", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Zendesk AI (Zendesk AI Agents)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "adopting their native AI agents (Agentforce or Zendesk AI) is the most logical path"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|google-small|Ada", "prompt": "c44-m3", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Ada", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Intercom (Fin)** or **Ada** are the market gold standards."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|google-small|Gorgias", "prompt": "c44-m3", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Gorgias", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For quick Shopify integrations, **Gorgias** remains the clear choice."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|google-small|Tidio (Lyro AI)", "prompt": "c44-m3", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Tidio (Lyro AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for:** Small-to-medium businesses (SMBs) and budget-conscious online stores."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|meta-small|Zendesk", "prompt": "c44-m3", "model": "meta-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top platforms include Zendesk, HubSpot, Zoho SalesIQ, Tidio, Gorgias, Netomi, Intercom, Ada, ProPofs Live Chat, Certainly, Dixa, and Zowie."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|meta-small|HubSpot", "prompt": "c44-m3", "model": "meta-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include Zendesk, HubSpot, Zoho SalesIQ, Tidio, Gorgias, Netomi, Intercom, Ada..."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|meta-small|Zoho SalesIQ", "prompt": "c44-m3", "model": "meta-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Zoho SalesIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top platforms include Zendesk, HubSpot, Zoho SalesIQ, Tidio, Gorgias..."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|meta-small|Tidio", "prompt": "c44-m3", "model": "meta-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Tidio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top platforms include ... Tidio, Gorgias, Netomi..."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|meta-small|Gorgias", "prompt": "c44-m3", "model": "meta-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Gorgias", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top platforms include ... Gorgias, Netomi, Intercom..."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|meta-small|Netomi", "prompt": "c44-m3", "model": "meta-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Netomi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top platforms include ... Netomi, Intercom, Ada..."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|meta-small|Intercom", "prompt": "c44-m3", "model": "meta-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Intercom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top platforms include ... Intercom, Ada, ProPofs Live Chat..."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|meta-small|Ada", "prompt": "c44-m3", "model": "meta-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Ada", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some of the top platforms include ... Ada, ProPofs Live Chat, Certainly..."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|meta-small|ProPofs Live Chat", "prompt": "c44-m3", "model": "meta-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "ProPofs Live Chat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ProPofs Live Chat, Certainly, Dixa, and Zowie"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|meta-small|Certainly", "prompt": "c44-m3", "model": "meta-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Certainly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Certainly, Dixa, and Zowie"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|meta-small|Dixa", "prompt": "c44-m3", "model": "meta-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Dixa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Certainly, Dixa, and Zowie"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|meta-small|Zowie", "prompt": "c44-m3", "model": "meta-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Zowie", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Certainly, Dixa, and Zowie"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|minimax-small|Fin (Intercom)", "prompt": "c44-m3", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Fin (Intercom)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fin (Intercom)** — Best for End-to-End AI Resolution"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|minimax-small|Zendesk AI Agents", "prompt": "c44-m3", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Zendesk AI Agents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Teams Already Using Zendesk"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|minimax-small|Ada", "prompt": "c44-m3", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Ada", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for No-Code Design & Multilingual Automation"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|minimax-small|Gorgias", "prompt": "c44-m3", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Gorgias", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Gorgias** — Best for Ecommerce"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|minimax-small|Tidio (Lyro AI)", "prompt": "c44-m3", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Tidio (Lyro AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tidio (Lyro AI)** — Best for Small Businesses"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|minimax-small|Freshdesk (Freddy)", "prompt": "c44-m3", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Freshdesk (Freddy)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Freshdesk (Freddy)** | Affordable helpdesk | Per seat | Budget-conscious teams"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|minimax-small|Salesforce Agentforce", "prompt": "c44-m3", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Salesforce Agentforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Salesforce Agentforce** | CRM-native | Per conversation | Salesforce users"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|minimax-small|Kore.ai", "prompt": "c44-m3", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Kore.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Kore.ai** | Enterprise customization | Custom | Large enterprises"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|mistral-small|Fin (Intercom)", "prompt": "c44-m3", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Fin (Intercom)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fin (Intercom)** - Best overall for complete AI resolution"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|mistral-small|Zendesk AI Agents", "prompt": "c44-m3", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Zendesk AI Agents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zendesk AI Agents** - Best for existing Zendesk users"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|mistral-small|Ada", "prompt": "c44-m3", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Ada", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ada** - Best for no-code design and multilingual support"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|mistral-small|Freshdesk Freddy AI", "prompt": "c44-m3", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Freshdesk Freddy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Freshdesk Freddy AI** - Best for Freshworks users"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|mistral-small|Gorgias", "prompt": "c44-m3", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Gorgias", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Gorgias** - Best for ecommerce automation"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|mistral-small|Tidio Lyro AI", "prompt": "c44-m3", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Tidio Lyro AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Tidio Lyro AI** - Best for small businesses"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|mistral-small|Salesforce Agentforce", "prompt": "c44-m3", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Salesforce Agentforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Salesforce-heavy enterprises"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|mistral-small|Kore.ai", "prompt": "c44-m3", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Kore.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Kore.ai** - Best for enterprise customization"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|mistral-small|Botpress", "prompt": "c44-m3", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Botpress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Open-core platform with LLM extensibility"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|mistral-small|Google Dialogflow CX", "prompt": "c44-m3", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Google Dialogflow CX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Advanced NLU with structured flows"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|moonshot-small|Zendesk", "prompt": "c44-m3", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Enterprise scale + compliance | **Zendesk** or **Ada**"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|moonshot-small|Intercom (Fin)", "prompt": "c44-m3", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Intercom (Fin)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Product-led SaaS with sales + support | **Intercom**"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|moonshot-small|Gorgias", "prompt": "c44-m3", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Gorgias", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shopify ecommerce + order automation | **Gorgias**"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|moonshot-small|Freshdesk", "prompt": "c44-m3", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best value for small teams | **Freshdesk** or **Tidio**"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|moonshot-small|Tidio (Lyro)", "prompt": "c44-m3", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Tidio (Lyro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for:** Small ecommerce stores and SMBs needing quick deployment"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|moonshot-small|Ada", "prompt": "c44-m3", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Ada", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Most sophisticated reasoning capabilities; designed for consumer-facing enterprises"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|moonshot-small|HubSpot", "prompt": "c44-m3", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for:** Teams already in the HubSpot ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|moonshot-small|Help Scout", "prompt": "c44-m3", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Help Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Email-first small teams | Free (5 users), then $25/user"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|moonshot-small|Zipchat", "prompt": "c44-m3", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Zipchat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Flat tiers:** Tidio, Zipchat (predictable monthly costs)"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|moonshot-small|eesel AI", "prompt": "c44-m3", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "eesel AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Layer AI on top of existing helpdesk | **eesel AI** or **Forethought**"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|moonshot-small|Sobot", "prompt": "c44-m3", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Sobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Omnichannel leaders:** Zendesk, Sobot, Freshdesk"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|moonshot-small|Drift", "prompt": "c44-m3", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Drift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Chat-focused:** Intercom, Tidio, Drift"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|moonshot-small|SendPulse", "prompt": "c44-m3", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "SendPulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Social/messaging-first:** SendPulse, Chatfuel"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|moonshot-small|Chatfuel", "prompt": "c44-m3", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Chatfuel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Social/messaging-first:** SendPulse, Chatfuel (Instagram/WhatsApp/FB)"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|moonshot-small|Decagon", "prompt": "c44-m3", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Decagon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Most advanced reasoning:** Ada, Zendesk, Decagon, Forethought"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|moonshot-small|Forethought", "prompt": "c44-m3", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Forethought", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Layer AI on top of existing helpdesk | **eesel AI** or **Forethought**"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|moonshot-small|ChatBot by Text", "prompt": "c44-m3", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "ChatBot by Text", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Predictable AI costs (no per-resolution meter) | **Tidio** or **ChatBot by Text**"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|openai-small|Zendesk AI", "prompt": "c44-m3", "model": "openai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Zendesk AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Already use Zendesk?** Start with **Zendesk AI**."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|openai-small|Intercom (Fin)", "prompt": "c44-m3", "model": "openai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Intercom (Fin)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Intercom** if you want the most polished AI-first support experience."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|openai-small|Zendesk AI Agents", "prompt": "c44-m3", "model": "openai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Zendesk AI Agents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Zendesk** if your support team already lives in Zendesk."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|openai-small|Intercom Fin", "prompt": "c44-m3", "model": "openai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Intercom Fin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Want the best customer chat experience?** Look at **Intercom**."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|openai-small|Ada", "prompt": "c44-m3", "model": "openai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Ada", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need highly customized bot workflows?** Consider **Ada**."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|openai-small|Salesforce Service Cloud / Agentforce", "prompt": "c44-m3", "model": "openai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Salesforce Service Cloud / Agentforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Salesforce** if support must be deeply tied to CRM and enterprise workflows."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|openai-small|Freshworks Freddy AI", "prompt": "c44-m3", "model": "openai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Freshworks Freddy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Freshworks** if you want a practical, lower-friction support suite."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|openai-small|LivePerson", "prompt": "c44-m3", "model": "openai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "LivePerson", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Large support operations that need omnichannel messaging at scale. Tradeoff: Usually overkill for smaller teams."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|openai-small|Gorgias", "prompt": "c44-m3", "model": "openai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Gorgias", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Gorgias** if you run an ecommerce store."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|openai-small|Freshworks / Freshchat / Freddy AI", "prompt": "c44-m3", "model": "openai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Freshworks / Freshchat / Freddy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A more approachable option for SMBs and mid-market teams"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|openai-small|HubSpot Service Hub / AI chatbot tools", "prompt": "c44-m3", "model": "openai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "HubSpot Service Hub / AI chatbot tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for teams already centered on HubSpot** rather than those seeking the most advanced standalone support bot."}, {"id": "mai-20260915-0741-calibration_b|c44-m3|xai-small|Zendesk", "prompt": "c44-m3", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Zendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tidio for quick e-com wins, Zendesk for robust reporting"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|xai-small|Intercom (Fin AI)", "prompt": "c44-m3", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Intercom (Fin AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AI agents (e.g., Intercom Fin, Zendesk) handle complex resolutions"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|xai-small|Tidio (Lyro AI)", "prompt": "c44-m3", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Tidio (Lyro AI)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "e.g., Tidio for quick e-com wins"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|xai-small|Gorgias", "prompt": "c44-m3", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Gorgias", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "E-commerce/Shopify brands ... Deep Shopify integration"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|xai-small|HubSpot (Breeze AI)", "prompt": "c44-m3", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "HubSpot (Breeze AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CRM-led teams, routine tasks ... Native CRM automation"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|xai-small|Ada", "prompt": "c44-m3", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Ada", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Low-code, multilingual enterprise ... Multi-LLM reasoning"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|xai-small|Freshchat/Freshdesk (Freddy AI)", "prompt": "c44-m3", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Freshchat/Freshdesk (Freddy AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Shared inboxes, SMB bundles ... easy onboarding"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|xai-small|Zoho Desk/SalesIQ", "prompt": "c44-m3", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Zoho Desk/SalesIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Zoho ecosystem, multichannel ... affordable custom bots"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|xai-small|Salesforce Agentforce", "prompt": "c44-m3", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Salesforce Agentforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Enterprise options like Salesforce Agentforce, Sierra, and Kore.ai also appear for larger-scale needs"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|xai-small|Sierra", "prompt": "c44-m3", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Sierra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "enterprise (Ada, Sierra—not tabled, but outcome-based for Fortune 500)"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|xai-small|Kore.ai", "prompt": "c44-m3", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Kore.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Enterprise options like Salesforce Agentforce, Sierra, and Kore.ai also appear"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|xai-small|eesel AI", "prompt": "c44-m3", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "eesel AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "usage-based (Ada, eesel AI alternative)"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|zai-small|Intercom Fin", "prompt": "c44-m3", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Intercom Fin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "enterprises may need Fin, Zendesk, or Sierra for advanced capabilities"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|zai-small|Decagon", "prompt": "c44-m3", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Decagon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: High-volume AI-native CX teams"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|zai-small|Sierra", "prompt": "c44-m3", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Sierra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "enterprises may need Fin, Zendesk, or Sierra for advanced capabilities"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|zai-small|Zendesk AI", "prompt": "c44-m3", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Zendesk AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "enterprises may need Fin, Zendesk, or Sierra for advanced capabilities"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|zai-small|Freshdesk Freddy", "prompt": "c44-m3", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Freshdesk Freddy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Most SMBs should start with Tidio, Freshdesk, or eesel AI for self-serve options"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|zai-small|Salesforce Agentforce", "prompt": "c44-m3", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Salesforce Agentforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Salesforce Service Cloud users"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|zai-small|Gorgias", "prompt": "c44-m3", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Gorgias", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Shopify and ecommerce brands"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|zai-small|Tidio (Lyro AI)", "prompt": "c44-m3", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Tidio (Lyro AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Most SMBs should start with Tidio, Freshdesk, or eesel AI for self-serve options"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|zai-small|eesel AI", "prompt": "c44-m3", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "eesel AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Most SMBs should start with Tidio, Freshdesk, or eesel AI for self-serve options"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|zai-small|Ada", "prompt": "c44-m3", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Ada", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for: Large consumer enterprises (300k+ conversations)"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|zai-small|Forethought", "prompt": "c44-m3", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Forethought", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best for: Enterprises keeping existing helpdesk"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|zai-small|Invent", "prompt": "c44-m3", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Invent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Invent: Pay-as-you-go, omnichannel, no per-seat fees"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|zai-small|Featurebase", "prompt": "c44-m3", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Featurebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "$29/seat + $0.29 per resolution, product-led SaaS focus"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|zai-small|Botpress", "prompt": "c44-m3", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Botpress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Botpress: Developer-focused, custom flows"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|zai-small|Lindy.ai", "prompt": "c44-m3", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Lindy.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Lindy.ai: Custom workflow builder"}, {"id": "mai-20260915-0741-calibration_b|c44-m3|zai-small|Assembled", "prompt": "c44-m3", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "comparative", "raw": "Assembled", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Assembled: Workforce management + routing"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|alibaba-small|Tidio", "prompt": "c44-m4", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Tidio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Truly Free Option: Tidio ... offers a genuinely useful **Free Forever plan**"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|alibaba-small|eesEl AI", "prompt": "c44-m4", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "eesEl AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Pay-As-You-Go (No Monthly Fee): eesEl AI"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|alibaba-small|HubSpot", "prompt": "c44-m4", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Their free CRM includes a solid **free live chat chatbot builder**"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|alibaba-small|Zoho SalesIQ", "prompt": "c44-m4", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Zoho SalesIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A dedicated, powerful chat tool starting as low as **$7–$9/month**"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|alibaba-small|Amazon Lex", "prompt": "c44-m4", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Amazon Lex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "There is a high initial setup cost (time/engineering hours), making it less ideal for non-technical founders"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|anthropic-small|Tidio", "prompt": "c44-m4", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Tidio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tidio** is widely recommended for budget-conscious businesses."}, {"id": "mai-20260915-0741-calibration_b|c44-m4|anthropic-small|REVE Chat", "prompt": "c44-m4", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "REVE Chat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**REVE Chat** is another affordable option."}, {"id": "mai-20260915-0741-calibration_b|c44-m4|anthropic-small|ProProfs Chat", "prompt": "c44-m4", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "ProProfs Chat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ProProfs Chat** offers affordable plans with comprehensive features."}, {"id": "mai-20260915-0741-calibration_b|c44-m4|anthropic-small|Quidget", "prompt": "c44-m4", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Quidget", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Quidget offers a flat monthly rate, providing predictable costs regardless of how many conversations you handle."}, {"id": "mai-20260915-0741-calibration_b|c44-m4|anthropic-small|Zoho Desk", "prompt": "c44-m4", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "most affordable AI customer support tools include Tidio, Zoho Desk, and Help Scout"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|anthropic-small|Help Scout", "prompt": "c44-m4", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Help Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "most affordable AI customer support tools include Tidio, Zoho Desk, and Help Scout"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|challenger-small|Tidio", "prompt": "c44-m4", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Tidio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tidio** is the strongest default choice because multiple independent reviews describe it as affordable, easy to set up"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|challenger-small|Zoho Desk / Zoho SalesIQ", "prompt": "c44-m4", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Zoho Desk / Zoho SalesIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often cited as one of the **lowest-cost** choices, especially for small teams watching per-seat costs"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|challenger-small|Crisp", "prompt": "c44-m4", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Crisp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong choice if your top priority is **lowest entry cost** and you can work with simpler workflows"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|challenger-small|Quidget", "prompt": "c44-m4", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Quidget", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Quidget** is another affordable option with a plan starting at **$16/month**"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|challenger-small|HubSpot Free", "prompt": "c44-m4", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "HubSpot Free", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though it may be less specialized for chatbot automation"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|challenger-small|Intercom Fin", "prompt": "c44-m4", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Intercom Fin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "attractive if you want transparent usage-based pricing, but it is not the cheapest overall once volume grows"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|challenger-small|Zoho SalesIQ", "prompt": "c44-m4", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Zoho SalesIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "mentioned as viable low-budget options, though the evidence here is less detailed than for Tidio"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|challenger-small|Gist", "prompt": "c44-m4", "model": "challenger-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Gist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "mentioned as viable low-budget options, though the evidence here is less detailed than for Tidio"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|deepseek-small|Tidio", "prompt": "c44-m4", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Tidio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Tidio** (best value under $100/mo)"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|deepseek-small|Crisp", "prompt": "c44-m4", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Crisp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free plan with **unlimited chats**; paid from ~$25/mo. Great if you want the lowest possible entry cost"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|deepseek-small|Botpress", "prompt": "c44-m4", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Botpress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Botpress** is the most generous free tier"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|deepseek-small|Zoho SalesIQ", "prompt": "c44-m4", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Zoho SalesIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cheapest flat-rate option (though AI is gated to higher tiers)"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|deepseek-small|Freshchat", "prompt": "c44-m4", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Freshchat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "From **$19/agent/month** with a limited free tier. User-friendly multichannel messaging."}, {"id": "mai-20260915-0741-calibration_b|c44-m4|deepseek-small|eesel.ai", "prompt": "c44-m4", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "eesel.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**$0.40 per resolved ticket**... Excellent for tight budgets."}, {"id": "mai-20260915-0741-calibration_b|c44-m4|deepseek-small|Gorgias", "prompt": "c44-m4", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Gorgias", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "(if you're on Shopify) — From **$10/month** for ecommerce, with AI billed per resolution"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|deepseek-small|Intercom Fin", "prompt": "c44-m4", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Intercom Fin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Consider an AI layer like **eesel** or **Intercom Fin** rather than a whole new platform"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|google-small|Crisp", "prompt": "c44-m4", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Crisp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a platform that combines a live chat widget, a shared inbox, and an automated chatbot for a fixed monthly cost, Crisp is a standout choice."}, {"id": "mai-20260915-0741-calibration_b|c44-m4|google-small|Tidio", "prompt": "c44-m4", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Tidio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tidio is the industry standard for budget-conscious brands"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|google-small|Manychat", "prompt": "c44-m4", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Manychat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Manychat is the most cost-effective and powerful option on the market"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|google-small|Chatbase", "prompt": "c44-m4", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Chatbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Chatbase is incredibly cost-efficient"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|google-small|Zendesk", "prompt": "c44-m4", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "traditional help desks like Zendesk or Intercom can cost thousands of dollars per year once you add up user seats"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|google-small|Featurebase", "prompt": "c44-m4", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Featurebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Featurebase offers a unique approach to customer support... Cons: Tailored heavily for software/SaaS companies"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|google-small|Intercom", "prompt": "c44-m4", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Intercom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "traditional help desks like Zendesk or Intercom can cost thousands of dollars per year once you add up user seats"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|google-small|Helply", "prompt": "c44-m4", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Helply", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Helply is a fantastic budget disruptor designed specifically to solve this problem"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|google-small|Botpress", "prompt": "c44-m4", "model": "google-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Botpress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Botpress is the best playground"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|meta-small|Tidio", "prompt": "c44-m4", "model": "meta-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Tidio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best customer support chatbot platform for a company with a limited budget is Tidio"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|meta-small|Crisp", "prompt": "c44-m4", "model": "meta-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Crisp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Crisp, which has a free plan"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|meta-small|Intercom Fin", "prompt": "c44-m4", "model": "meta-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Intercom Fin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Intercom Fin, which offers a more capable pre-built AI but has a higher starting price"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|minimax-small|ManyChat", "prompt": "c44-m4", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "ManyChat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ManyChat** or **Freshchat** - Both offer solid free tiers to test functionality"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|minimax-small|Freshchat", "prompt": "c44-m4", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Freshchat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ManyChat** or **Freshchat** - Both offer solid free tiers to test functionality"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|minimax-small|Zoho SalesIQ", "prompt": "c44-m4", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Zoho SalesIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho SalesIQ** if you need the absolute lowest cost (~$7/operator)"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|minimax-small|Chatbase", "prompt": "c44-m4", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Chatbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Limited workflows and customization"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|minimax-small|Featurebase", "prompt": "c44-m4", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Featurebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Featurebase** if you're a SaaS company needing unlimited support conversations"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|mistral-small|Tawk.to", "prompt": "c44-m4", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Tawk.to", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For truly free:** **Tawk.to** if you need basic live chat, or **Typebot** if you need AI features."}, {"id": "mai-20260915-0741-calibration_b|c44-m4|mistral-small|Typebot", "prompt": "c44-m4", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Typebot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Typebot** if you need AI features"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|mistral-small|Tidio", "prompt": "c44-m4", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Tidio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For budget AI:** **Tidio** ($24/month) or **Zoho Desk** ($7/user/month)."}, {"id": "mai-20260915-0741-calibration_b|c44-m4|mistral-small|Zoho Desk", "prompt": "c44-m4", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoho Desk** \ffBest Value - $7/user/month"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|mistral-small|eesel AI", "prompt": "c44-m4", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "eesel AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For usage-based pricing:** **eesel AI** ($0.40 per ticket with spend cap)."}, {"id": "mai-20260915-0741-calibration_b|c44-m4|mistral-small|SendPulse", "prompt": "c44-m4", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "SendPulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cons:** Less specialized for customer support"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|moonshot-small|Tidio", "prompt": "c44-m4", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Tidio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Tidio's free plan or Zoho SalesIQ's free tier**"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|moonshot-small|Zoho SalesIQ", "prompt": "c44-m4", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Zoho SalesIQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Tidio's free plan or Zoho SalesIQ's free tier** \\u2013 both offer substantial functionality without any cost"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|moonshot-small|ManyChat", "prompt": "c44-m4", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "ManyChat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ManyChat** \\u2013 Best for Social Media"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|moonshot-small|Freshchat (by Freshworks)", "prompt": "c44-m4", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Freshchat (by Freshworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Free Tier - **Free Plan**: Up to 10 agents (most generous free tier)"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|moonshot-small|HubSpot Service Hub", "prompt": "c44-m4", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Free CRM Integration"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|moonshot-small|Intercom", "prompt": "c44-m4", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Intercom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **$50-100** | Intercom or Crisp | More advanced automation |"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|moonshot-small|Crisp", "prompt": "c44-m4", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Crisp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **$50-100** | Intercom or Crisp | More advanced automation |"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|openai-small|Zoho Desk", "prompt": "c44-m4", "model": "openai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If budget is tight, **Zoho Desk** or **Tidio** are usually the best starting points."}, {"id": "mai-20260915-0741-calibration_b|c44-m4|openai-small|Tidio", "prompt": "c44-m4", "model": "openai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Tidio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If budget is tight, **Zoho Desk** or **Tidio** are usually the best starting points."}, {"id": "mai-20260915-0741-calibration_b|c44-m4|openai-small|Zendesk", "prompt": "c44-m4", "model": "openai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Zendesk, but it's typically not the cheapest path"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|xai-small|Tidio", "prompt": "c44-m4", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Tidio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tidio stands out as the best customer support chatbot platform for companies with a limited budget.**"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|xai-small|Botpress", "prompt": "c44-m4", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Botpress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong free/low-cost alternatives if Tidio doesn't fit... Steeper learning curve"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|xai-small|ManyChat", "prompt": "c44-m4", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "ManyChat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "$14/mo (Essential) | Social (Instagram/WhatsApp DMs) | Marketing-focused, less web support depth"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|xai-small|HubSpot", "prompt": "c44-m4", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CRM-integrated teams | No AI on free; advanced bots/AI at $90+/mo Pro"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|xai-small|Tawk.to", "prompt": "c44-m4", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Tawk.to", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Unlimited live chat/ticketing/agents | AI add-on ~$29/mo | Pure live chat starters"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|xai-small|Botsonic", "prompt": "c44-m4", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Botsonic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "$16/mo (annual) | No-code GPT-4 bots on data | Smaller scale; less multichannel"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|xai-small|Intercom", "prompt": "c44-m4", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Intercom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Platforms like Intercom/Zendesk start $29-55/seat + $0.99-2/resolution (enterprise-oriented, scales expensively)"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|xai-small|Zendesk", "prompt": "c44-m4", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Zendesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Platforms like Intercom/Zendesk start $29-55/seat + $0.99-2/resolution (enterprise-oriented, scales expensively)"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|xai-small|Freshdesk", "prompt": "c44-m4", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Freshdesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Freshdesk/Zoho are cheap (~$7-19/agent) but AI is limited/gated. Avoid if you need strong standalone AI chatbots."}, {"id": "mai-20260915-0741-calibration_b|c44-m4|xai-small|Zoho", "prompt": "c44-m4", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Zoho", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Freshdesk/Zoho are cheap (~$7-19/agent) but AI is limited/gated. Avoid if you need strong standalone AI chatbots."}, {"id": "mai-20260915-0741-calibration_b|c44-m4|zai-small|Tidio", "prompt": "c44-m4", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Tidio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Tidio**"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|zai-small|Claude (Free Version)", "prompt": "c44-m4", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Claude (Free Version)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: **Claude (Free Version)**"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|zai-small|Freshdesk", "prompt": "c44-m4", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Freshdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Freshdesk** | 2 agents free | $19/agent/month | Budget full helpdesk |"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|zai-small|Zoho Desk", "prompt": "c44-m4", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Zoho Desk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Zoho Desk** | 3 users free | $7/user/month | Zoho ecosystem users |"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|zai-small|HubSpot Service Hub", "prompt": "c44-m4", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "HubSpot Service Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **HubSpot Service Hub** | 2 users free | $20/month (1 core seat) | CRM-integrated teams |"}, {"id": "mai-20260915-0741-calibration_b|c44-m4|zai-small|Help Scout", "prompt": "c44-m4", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "budget", "raw": "Help Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Help Scout** | 5 users free | $25/user/month | Simple shared inbox |"}, {"id": "mai-20260915-0741-calibration_b|c44-m5|alibaba-small|IBM Watson", "prompt": "c44-m5", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "IBM Watson", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you aren't yet burdened by the rigid, multi-year contracts typical of legacy enterprises (like IBM Watson or SAP)"}, {"id": "mai-20260915-0741-calibration_b|c44-m5|alibaba-small|SAP", "prompt": "c44-m5", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you aren't yet burdened by the rigid, multi-year contracts typical of legacy enterprises (like IBM Watson or SAP)"}, {"id": "mai-20260915-0741-calibration_b|c44-m5|deepseek-small|Intercom Fin", "prompt": "c44-m5", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "Intercom Fin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Per-resolution / outcome-based** (e.g., Intercom Fin ~$0.99/resolution) — aligns cost to results"}, {"id": "mai-20260915-0741-calibration_b|c44-m5|deepseek-small|Salesforce Agentforce", "prompt": "c44-m5", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "Salesforce Agentforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Salesforce Agentforce ~$2.00/conversation, billed *regardless* of outcome) — can balloon with escalations/edge cases"}, {"id": "mai-20260915-0741-calibration_b|c44-m5|deepseek-small|Freshworks Freddy", "prompt": "c44-m5", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "Freshworks Freddy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Per-session** (e.g., Freshworks Freddy ~$0.10/session, all sessions billed even unresolved)"}, {"id": "mai-20260915-0741-calibration_b|c44-m5|deepseek-small|Zendesk", "prompt": "c44-m5", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Per-seat / platform fee + AI add-on** (e.g., Zendesk, with AI add-ons per agent)"}, {"id": "mai-20260915-0741-calibration_b|c44-m5|minimax-small|Intercom", "prompt": "c44-m5", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "Intercom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "For your scale, platforms like **Intercom**, **Zendesk**, **Freshworks**, **HubSpot**... are worth evaluating."}, {"id": "mai-20260915-0741-calibration_b|c44-m5|minimax-small|Zendesk", "prompt": "c44-m5", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "Zendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "platforms like **Intercom**, **Zendesk**, **Freshworks**, **HubSpot** ... are worth evaluating"}, {"id": "mai-20260915-0741-calibration_b|c44-m5|minimax-small|Freshworks", "prompt": "c44-m5", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "Freshworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms like **Intercom**, **Zendesk**, **Freshworks**, **HubSpot** ... are worth evaluating"}, {"id": "mai-20260915-0741-calibration_b|c44-m5|minimax-small|HubSpot", "prompt": "c44-m5", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms like **Intercom**, **Zendesk**, **Freshworks**, **HubSpot** ... are worth evaluating"}, {"id": "mai-20260915-0741-calibration_b|c44-m5|minimax-small|Aisthetic", "prompt": "c44-m5", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "Aisthetic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "enterprise-focused AI agents (like **Aisthetic**, **Forethought**, or **Ada**) are worth evaluating"}, {"id": "mai-20260915-0741-calibration_b|c44-m5|minimax-small|Forethought", "prompt": "c44-m5", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "Forethought", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "enterprise-focused AI agents (like **Aisthetic**, **Forethought**, or **Ada**) are worth evaluating"}, {"id": "mai-20260915-0741-calibration_b|c44-m5|minimax-small|Ada", "prompt": "c44-m5", "model": "minimax-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "Ada", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "enterprise-focused AI agents (like **Aisthetic**, **Forethought**, or **Ada**) are worth evaluating"}, {"id": "mai-20260915-0741-calibration_b|c44-m5|moonshot-small|eesel AI", "prompt": "c44-m5", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "eesel AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**AI Agent layer** (adds to existing helpdesk) | eesel AI, Fin | You want to keep your current helpdesk"}, {"id": "mai-20260915-0741-calibration_b|c44-m5|moonshot-small|Fin", "prompt": "c44-m5", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "Fin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "eesel AI, Fin | You want to keep your current helpdesk"}, {"id": "mai-20260915-0741-calibration_b|c44-m5|moonshot-small|Zendesk AI", "prompt": "c44-m5", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "Zendesk AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**AI-native helpdesk** | Zendesk AI, Freshdesk, Intercom"}, {"id": "mai-20260915-0741-calibration_b|c44-m5|moonshot-small|Freshdesk", "prompt": "c44-m5", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "Freshdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Zendesk AI, Freshdesk, Intercom | Replacing/supporting full stack"}, {"id": "mai-20260915-0741-calibration_b|c44-m5|moonshot-small|Intercom", "prompt": "c44-m5", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "Intercom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Zendesk AI, Freshdesk, Intercom | Replacing/supporting full stack"}, {"id": "mai-20260915-0741-calibration_b|c44-m5|moonshot-small|Gorgias", "prompt": "c44-m5", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "Gorgias", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Ecommerce-specialized** | Gorgias, Minami AI"}, {"id": "mai-20260915-0741-calibration_b|c44-m5|moonshot-small|Minami AI", "prompt": "c44-m5", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "Minami AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Gorgias, Minami AI | Heavy Shopify/post-purchase volume"}, {"id": "mai-20260915-0741-calibration_b|c44-m5|moonshot-small|Ada", "prompt": "c44-m5", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "Ada", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Enterprise AI platform** | Ada, Kore.ai"}, {"id": "mai-20260915-0741-calibration_b|c44-m5|moonshot-small|Kore.ai", "prompt": "c44-m5", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "Kore.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Ada, Kore.ai | Complex multi-system workflows, heavy compliance needs"}, {"id": "mai-20260915-0741-calibration_b|c44-m5|xai-small|Zendesk AI", "prompt": "c44-m5", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "Zendesk AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist (from recent comparisons): Zendesk AI, Intercom (Fin), Ada, Gorgias (e-comm), Tidio (Lyro), Freshdesk (Freddy), HubSpot, Infobip."}, {"id": "mai-20260915-0741-calibration_b|c44-m5|xai-small|Intercom (Fin)", "prompt": "c44-m5", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "Intercom (Fin)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist (from recent comparisons): Zendesk AI, Intercom (Fin), Ada, Gorgias (e-comm)"}, {"id": "mai-20260915-0741-calibration_b|c44-m5|xai-small|Ada", "prompt": "c44-m5", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "Ada", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist (from recent comparisons): ... Ada, Gorgias (e-comm), Tidio (Lyro)"}, {"id": "mai-20260915-0741-calibration_b|c44-m5|xai-small|Gorgias", "prompt": "c44-m5", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "Gorgias", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Gorgias (e-comm)"}, {"id": "mai-20260915-0741-calibration_b|c44-m5|xai-small|Tidio (Lyro)", "prompt": "c44-m5", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "Tidio (Lyro)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tidio (Lyro), Freshdesk (Freddy), HubSpot, Infobip"}, {"id": "mai-20260915-0741-calibration_b|c44-m5|xai-small|Freshdesk (Freddy)", "prompt": "c44-m5", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "Freshdesk (Freddy)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Freshdesk (Freddy), HubSpot, Infobip. Request POCs with your data."}, {"id": "mai-20260915-0741-calibration_b|c44-m5|xai-small|HubSpot", "prompt": "c44-m5", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Freshdesk (Freddy), HubSpot, Infobip. Request POCs with your data."}, {"id": "mai-20260915-0741-calibration_b|c44-m5|xai-small|Infobip", "prompt": "c44-m5", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "scale", "raw": "Infobip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Freshdesk (Freddy), HubSpot, Infobip. Request POCs with your data."}, {"id": "mai-20260915-0741-calibration_b|c44-m6|alibaba-small|Drift", "prompt": "c44-m6", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Drift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** Avoid if your primary goal is post-sale support resolution"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|alibaba-small|Intercom", "prompt": "c44-m6", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Intercom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Verdict:** Use cautiously if you have a simple budget or need deep enterprise workflow automation"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|alibaba-small|Zendesk", "prompt": "c44-m6", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "prioritize platforms known for transparent pricing and dedicated helpdesk integration (such as **Zendesk**, **Freshdesk**, or **Gorgias**)"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|alibaba-small|Salesforce", "prompt": "c44-m6", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "be cautious of heavy enterprise solutions"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|alibaba-small|Ada", "prompt": "c44-m6", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Ada", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Verdict:** Avoid if you are a small team looking for a quick, plug-and-play setup."}, {"id": "mai-20260915-0741-calibration_b|c44-m6|alibaba-small|Salesforce Agentforce", "prompt": "c44-m6", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Salesforce Agentforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "These are **enterprise-grade behemoths**... **Verdict:** Avoid if you are a small team"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|alibaba-small|Kommunicate", "prompt": "c44-m6", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Kommunicate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Verdict:** Proceed only if you have the technical resources to manage infrastructure and clean data manually."}, {"id": "mai-20260915-0741-calibration_b|c44-m6|alibaba-small|Basic Rasa", "prompt": "c44-m6", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Basic Rasa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "these platforms often lack the \"depth\" of enterprise ticketing logic"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|alibaba-small|Freshdesk", "prompt": "c44-m6", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Freshdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "prioritize platforms known for transparent pricing and dedicated helpdesk integration (such as **Zendesk**, **Freshdesk**, or **Gorgias**)"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|alibaba-small|Gorgias", "prompt": "c44-m6", "model": "alibaba-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Gorgias", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "such as **Zendesk**, **Freshdesk**, or **Gorgias**"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|anthropic-small|Zendesk", "prompt": "c44-m6", "model": "anthropic-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Zendesk reviewers flag setup as burdensome and technical, and a January 2026 change that auto-bills overages without warning drew criticism."}, {"id": "mai-20260915-0741-calibration_b|c44-m6|deepseek-small|ChatBot.com / Chatbot.app / ChatbotApp.ai (by LiveChat Text.com)", "prompt": "c44-m6", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "ChatBot.com / Chatbot.app / ChatbotApp.ai (by LiveChat Text.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "There are **no legitimate reasons to choose these** when every major platform offers better value — avoid entirely."}, {"id": "mai-20260915-0741-calibration_b|c44-m6|deepseek-small|Tidio", "prompt": "c44-m6", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Tidio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "recurring pattern of complaints around **billing transparency**... avoid if you're sensitive to unpredictable bills"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|deepseek-small|Intercom's Fin", "prompt": "c44-m6", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Intercom's Fin", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Per-resolution AI pricing (e.g., Intercom's Fin at ~$0.99/resolution): Your costs scale as AI gets \"better,\" making bills unpredictable."}, {"id": "mai-20260915-0741-calibration_b|c44-m6|deepseek-small|Chatbase", "prompt": "c44-m6", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Chatbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Credit-based models (e.g., Chatbase): ... credits evaporate far faster than expected."}, {"id": "mai-20260915-0741-calibration_b|c44-m6|deepseek-small|ManyChat", "prompt": "c44-m6", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "ManyChat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Per-conversation/contact pricing (ManyChat, Tidio, Freshchat): \"Punishes success\""}, {"id": "mai-20260915-0741-calibration_b|c44-m6|deepseek-small|Freshchat", "prompt": "c44-m6", "model": "deepseek-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Freshchat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Per-conversation/contact pricing (ManyChat, Tidio, Freshchat): \"Punishes success\" — bills grow with traffic with no overage cap."}, {"id": "mai-20260915-0741-calibration_b|c44-m6|mistral-small|Character.AI", "prompt": "c44-m6", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Character.AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid entirely if possible: Character.AI for any customer support use"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|mistral-small|Meta's AI Companion", "prompt": "c44-m6", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Meta's AI Companion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Meta's AI companion in sensitive contexts"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|mistral-small|OpenAI (ChatGPT)", "prompt": "c44-m6", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "OpenAI (ChatGPT)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Proceed with extreme caution and thorough vetting: OpenAI-based solutions"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|mistral-small|Klarna's AI Support Bot", "prompt": "c44-m6", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Klarna's AI Support Bot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Company admitted the \"AI-first\" approach \"went too far,\" had to rehire human staff"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|mistral-small|Anysphere \"Cursor\"", "prompt": "c44-m6", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Anysphere \"Cursor\"", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "AI support bot invented non-existent policies"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|mistral-small|Lenovo's \"Lena\"", "prompt": "c44-m6", "model": "mistral-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Lenovo's \"Lena\"", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Exposed to prompt injection attacks, leaked company information"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|moonshot-small|Drift", "prompt": "c44-m6", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Drift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Being sunset by Salesloft (announced March 2026)... The highest-risk platforms right now are Drift (sunsetting, expensive, insecure)"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|moonshot-small|Alibaba Cloud Chatbot (DingTalk Edition)", "prompt": "c44-m6", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Alibaba Cloud Chatbot (DingTalk Edition)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Full discontinuation April 2026 | New purchases already halted."}, {"id": "mai-20260915-0741-calibration_b|c44-m6|moonshot-small|Google Assistant (as a platform)", "prompt": "c44-m6", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Google Assistant (as a platform)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "March 2026 sunset | Google has pivoted away; don't build on it."}, {"id": "mai-20260915-0741-calibration_b|c44-m6|moonshot-small|Intercom", "prompt": "c44-m6", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Intercom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Intercom and Zendesk are powerful but require careful cost modeling to avoid bill shock."}, {"id": "mai-20260915-0741-calibration_b|c44-m6|moonshot-small|Zendesk", "prompt": "c44-m6", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Expensive AI add-ons... Steep learning curve... Slow vendor support"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|moonshot-small|Salesforce Einstein Bots", "prompt": "c44-m6", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Salesforce Einstein Bots", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Prohibitive cost for SMBs; steep learning curve; struggles with complex/ambiguous language"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|moonshot-small|Ada", "prompt": "c44-m6", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Ada", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "No mobile app; complex intent generation requires high technical proficiency; limited reporting customization"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|moonshot-small|Netomi", "prompt": "c44-m6", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Netomi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Lack of pricing transparency; time/resource-intensive setup; frequent unannounced changes"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|moonshot-small|Zowie", "prompt": "c44-m6", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Zowie", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Limited bulk data transfer; non-intuitive UI; weak analytics"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|moonshot-small|Ultimate (by Zendesk)", "prompt": "c44-m6", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Ultimate (by Zendesk)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "No bot-to-human escalation option; translation issues; narrow channel focus"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|moonshot-small|Rasa", "prompt": "c44-m6", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Rasa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Prefer open, modular architectures: Platforms that let you swap models and own your data (e.g., Rasa, Botpress open-core)"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|moonshot-small|Botpress", "prompt": "c44-m6", "model": "moonshot-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Botpress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Platforms that let you swap models and own your data (e.g., Rasa, Botpress open-core)"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|openai-small|Zendesk", "prompt": "c44-m6", "model": "openai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Zendesk** and **OpenAI-based business offerings** both have fairly strong published privacy/security controls"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|openai-small|OpenAI-based business offerings", "prompt": "c44-m6", "model": "openai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "OpenAI-based business offerings", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OpenAI says API data is not used to train models by default, offers configurable retention and zero-data-retention options"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|xai-small|Intercom", "prompt": "c44-m6", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Intercom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Pricing traps: Intercom, Gorgias, Zendesk, and Tidio face complaints ... about surprise overages ... steep learning curves (Intercom/Zendesk)"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|xai-small|Zendesk", "prompt": "c44-m6", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Zendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "steep learning curves (Intercom/Zendesk)"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|xai-small|Gorgias", "prompt": "c44-m6", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Gorgias", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prioritize: Freshchat, Tidio (for SMBs, free tier), or high-rated like Gorgias (ecommerce)"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|xai-small|Tidio", "prompt": "c44-m6", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Tidio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Prioritize: Freshchat, Tidio (for SMBs, free tier)"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|xai-small|Drift", "prompt": "c44-m6", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Drift", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Major security breach in August 2025 exposed OAuth tokens ... avoid if security is critical—migrate if using."}, {"id": "mai-20260915-0741-calibration_b|c44-m6|xai-small|Google Dialogflow", "prompt": "c44-m6", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Google Dialogflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "breaches like ChatGPT/Redis, Google Dialogflow"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|xai-small|HubSpot", "prompt": "c44-m6", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Drift/HubSpot heavy on ads (68–95% cookies)"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|xai-small|Jotform", "prompt": "c44-m6", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Jotform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Free/entry tiers often lack advanced AI (e.g., Jotform fails support questions)."}, {"id": "mai-20260915-0741-calibration_b|c44-m6|xai-small|Freshchat", "prompt": "c44-m6", "model": "xai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Freshchat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Prioritize: Freshchat, Tidio (for SMBs, free tier)"}, {"id": "mai-20260915-0741-calibration_b|c44-m6|zai-small|Tessa chatbot", "prompt": "c44-m6", "model": "zai-small", "cat": "chatbots-and-conversational-ai-for-support", "variant": "negative", "raw": "Tessa chatbot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The **Tessa chatbot** (operated by Cass/X2AI for the National Eating Disorders Association) was taken down in 2023 after providing harmful weight-loss and dieting advice"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|alibaba-small|HubSpot Sales Hub", "prompt": "c54-m1", "model": "alibaba-small", "cat": "crm", "variant": "direct", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The top choice for most mid-market companies because it bridges the gap between marketing and sales."}, {"id": "mai-20260915-0741-calibration_b|c54-m1|alibaba-small|Salesforce Sales Cloud", "prompt": "c54-m1", "model": "alibaba-small", "cat": "crm", "variant": "direct", "raw": "Salesforce Sales Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Complex Processes & Scale ... Caveat: High complexity."}, {"id": "mai-20260915-0741-calibration_b|c54-m1|alibaba-small|Microsoft Dynamics 365 Sales", "prompt": "c54-m1", "model": "alibaba-small", "cat": "crm", "variant": "direct", "raw": "Microsoft Dynamics 365 Sales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The logical choice for companies already heavily invested in the Microsoft 365 suite."}, {"id": "mai-20260915-0741-calibration_b|c54-m1|alibaba-small|Coevera (formerly Pipeliner)", "prompt": "c54-m1", "model": "alibaba-small", "cat": "crm", "variant": "direct", "raw": "Coevera (formerly Pipeliner)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong alternatives for highly structured sales methodologies."}, {"id": "mai-20260915-0741-calibration_b|c54-m1|alibaba-small|Creatio", "prompt": "c54-m1", "model": "alibaba-small", "cat": "crm", "variant": "direct", "raw": "Creatio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "excellent if your B2B processes require heavy workflow automation and low-code customization"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|alibaba-small|Freshsales", "prompt": "c54-m1", "model": "alibaba-small", "cat": "crm", "variant": "direct", "raw": "Freshsales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Value & AI features for cost-conscious teams"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|alibaba-small|Salesflare", "prompt": "c54-m1", "model": "alibaba-small", "cat": "crm", "variant": "direct", "raw": "Salesflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Auto-data capture & low admin overhead"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|anthropic-small|HubSpot", "prompt": "c54-m1", "model": "anthropic-small", "cat": "crm", "variant": "direct", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HubSpot CRM is where most mid-stage SaaS companies end up, and usually for good reason."}, {"id": "mai-20260915-0741-calibration_b|c54-m1|anthropic-small|Salesforce", "prompt": "c54-m1", "model": "anthropic-small", "cat": "crm", "variant": "direct", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Salesforce is complex and expensive... generally better suited for larger organizations"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|anthropic-small|Pipedrive", "prompt": "c54-m1", "model": "anthropic-small", "cat": "crm", "variant": "direct", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mid-market companies use Pipedrive to get automation depth that matches their scale without the implementation overhead"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|anthropic-small|Freshsales", "prompt": "c54-m1", "model": "anthropic-small", "cat": "crm", "variant": "direct", "raw": "Freshsales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "making it a good option for mid-sized B2B teams"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|anthropic-small|Zoho CRM", "prompt": "c54-m1", "model": "anthropic-small", "cat": "crm", "variant": "direct", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "one of the most affordable full-featured CRMs"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|challenger-small|HubSpot Sales Hub", "prompt": "c54-m1", "model": "challenger-small", "cat": "crm", "variant": "direct", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HubSpot Sales Hub** is the best default CRM"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|challenger-small|Salesforce", "prompt": "c54-m1", "model": "challenger-small", "cat": "crm", "variant": "direct", "raw": "Salesforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Salesforce** is the better choice when you need deep customization"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|challenger-small|Zoho CRM", "prompt": "c54-m1", "model": "challenger-small", "cat": "crm", "variant": "direct", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho CRM** is often the value pick for mid-market teams"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|challenger-small|Freshsales", "prompt": "c54-m1", "model": "challenger-small", "cat": "crm", "variant": "direct", "raw": "Freshsales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Freshsales**: good for mid-market teams that want segmentation and targeting"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|deepseek-small|HubSpot", "prompt": "c54-m1", "model": "deepseek-small", "cat": "crm", "variant": "direct", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **HubSpot tends to be the sweet spot**"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|deepseek-small|Salesforce", "prompt": "c54-m1", "model": "deepseek-small", "cat": "crm", "variant": "direct", "raw": "Salesforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best when you need enterprise-grade depth... beware: the real cost is typically 2\\u20133x the license fee"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|deepseek-small|Microsoft Dynamics 365", "prompt": "c54-m1", "model": "deepseek-small", "cat": "crm", "variant": "direct", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft-first shops"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|deepseek-small|Zoho CRM", "prompt": "c54-m1", "model": "deepseek-small", "cat": "crm", "variant": "direct", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best value / budget choice"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|deepseek-small|Pipedrive", "prompt": "c54-m1", "model": "deepseek-small", "cat": "crm", "variant": "direct", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best simple, visual pipeline for straightforward sales-led teams"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|deepseek-small|Salesflare", "prompt": "c54-m1", "model": "deepseek-small", "cat": "crm", "variant": "direct", "raw": "Salesflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for smaller 5\\u201320 person B2B sales teams."}, {"id": "mai-20260915-0741-calibration_b|c54-m1|deepseek-small|Freshsales", "prompt": "c54-m1", "model": "deepseek-small", "cat": "crm", "variant": "direct", "raw": "Freshsales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good mid-market option for industry-specific lead segmentation at a lower price point."}, {"id": "mai-20260915-0741-calibration_b|c54-m1|google-small|HubSpot Sales Hub", "prompt": "c54-m1", "model": "google-small", "cat": "crm", "variant": "direct", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the majority of mid-market B2B companies, HubSpot is the default recommendation."}, {"id": "mai-20260915-0741-calibration_b|c54-m1|google-small|Salesforce Sales Cloud", "prompt": "c54-m1", "model": "google-small", "cat": "crm", "variant": "direct", "raw": "Salesforce Sales Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Highly Complex, Multi-Entity, or High-Customization Needs... The Catch: High Total Cost of Ownership (TCO)."}, {"id": "mai-20260915-0741-calibration_b|c54-m1|google-small|Creatio (Sales Creatio)", "prompt": "c54-m1", "model": "google-small", "cat": "crm", "variant": "direct", "raw": "Creatio (Sales Creatio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Creatio has emerged as a powerhouse alternative to Salesforce for mid-market organizations"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|google-small|Zoho CRM", "prompt": "c54-m1", "model": "google-small", "cat": "crm", "variant": "direct", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If budget is tight but you still need deep custom features, choose Zoho."}, {"id": "mai-20260915-0741-calibration_b|c54-m1|google-small|Pipedrive", "prompt": "c54-m1", "model": "google-small", "cat": "crm", "variant": "direct", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Lean, Sales-Focused Outbound Teams"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|meta-small|Coevera", "prompt": "c54-m1", "model": "meta-small", "cat": "crm", "variant": "direct", "raw": "Coevera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Coevera: Known for its visual pipeline and account management capabilities, making it a solid fit for more structured mid-market B2B selling."}, {"id": "mai-20260915-0741-calibration_b|c54-m1|meta-small|HubSpot Sales Hub Pro", "prompt": "c54-m1", "model": "meta-small", "cat": "crm", "variant": "direct", "raw": "HubSpot Sales Hub Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Recommended for mid-market B2B companies (15-100 people) due to its shared data model and marketing alignment."}, {"id": "mai-20260915-0741-calibration_b|c54-m1|meta-small|Freshsales", "prompt": "c54-m1", "model": "meta-small", "cat": "crm", "variant": "direct", "raw": "Freshsales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Considered excellent for B2B companies looking for detailed lead segmentation and targeting solutions."}, {"id": "mai-20260915-0741-calibration_b|c54-m1|meta-small|Zoho Professional", "prompt": "c54-m1", "model": "meta-small", "cat": "crm", "variant": "direct", "raw": "Zoho Professional", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Suggested as a more budget-friendly option for mid-market B2B companies."}, {"id": "mai-20260915-0741-calibration_b|c54-m1|meta-small|NetSuite CRM", "prompt": "c54-m1", "model": "meta-small", "cat": "crm", "variant": "direct", "raw": "NetSuite CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers an ERP-connected CRM for mid-market B2B companies."}, {"id": "mai-20260915-0741-calibration_b|c54-m1|minimax-small|HubSpot Sales Hub", "prompt": "c54-m1", "model": "minimax-small", "cat": "crm", "variant": "direct", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **HubSpot Sales Hub** offers the best balance of features, ease of use, and value"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|minimax-small|Salesforce Sales Cloud", "prompt": "c54-m1", "model": "minimax-small", "cat": "crm", "variant": "direct", "raw": "Salesforce Sales Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Salesforce** provides more power but at a significantly higher cost"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|minimax-small|Zoho CRM", "prompt": "c54-m1", "model": "minimax-small", "cat": "crm", "variant": "direct", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For tighter budgets, **Zoho** delivers excellent functionality at the lowest price point."}, {"id": "mai-20260915-0741-calibration_b|c54-m1|minimax-small|Microsoft Dynamics 365 Sales", "prompt": "c54-m1", "model": "minimax-small", "cat": "crm", "variant": "direct", "raw": "Microsoft Dynamics 365 Sales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Microsoft Shops ... Best value when anchored in Microsoft stack"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|minimax-small|Pipedrive", "prompt": "c54-m1", "model": "minimax-small", "cat": "crm", "variant": "direct", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Sales-Led Option ... Best for sales-led organizations prioritizing pipeline management"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|mistral-small|HubSpot Sales Hub", "prompt": "c54-m1", "model": "mistral-small", "cat": "crm", "variant": "direct", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Most Mid-Market B2B Companies"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|mistral-small|Microsoft Dynamics 365 Sales", "prompt": "c54-m1", "model": "mistral-small", "cat": "crm", "variant": "direct", "raw": "Microsoft Dynamics 365 Sales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Dynamics 365** is ideal for Microsoft-centric organizations"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|mistral-small|Salesforce", "prompt": "c54-m1", "model": "mistral-small", "cat": "crm", "variant": "direct", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Higher TCO ($1.2M+ 3-year TCO for 50 seats) - Implementation: 6-9 months"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|mistral-small|Pipedrive", "prompt": "c54-m1", "model": "mistral-small", "cat": "crm", "variant": "direct", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pipedrive** wins for sales-first teams prioritizing speed and simplicity"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|mistral-small|Freshsales (Freshworks)", "prompt": "c54-m1", "model": "mistral-small", "cat": "crm", "variant": "direct", "raw": "Freshsales (Freshworks)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Feature-rich sales teams at moderate prices"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|mistral-small|Coevera (formerly Pipeliner CRM)", "prompt": "c54-m1", "model": "mistral-small", "cat": "crm", "variant": "direct", "raw": "Coevera (formerly Pipeliner CRM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Structured mid-market B2B selling"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|mistral-small|Zoho CRM", "prompt": "c54-m1", "model": "mistral-small", "cat": "crm", "variant": "direct", "raw": "Zoho CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Budget-conscious teams needing full-stack functionality"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|moonshot-small|HubSpot", "prompt": "c54-m1", "model": "moonshot-small", "cat": "crm", "variant": "direct", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **HubSpot** or **Pipedrive** offer the best balance of capability, usability, and value."}, {"id": "mai-20260915-0741-calibration_b|c54-m1|moonshot-small|Salesforce", "prompt": "c54-m1", "model": "moonshot-small", "cat": "crm", "variant": "direct", "raw": "Salesforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Enterprise Customization ... Trade-off: Higher cost, complexity, and administration requirements"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|moonshot-small|Pipedrive", "prompt": "c54-m1", "model": "moonshot-small", "cat": "crm", "variant": "direct", "raw": "Pipedrive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**HubSpot** or **Pipedrive** offer the best balance of capability, usability, and value."}, {"id": "mai-20260915-0741-calibration_b|c54-m1|moonshot-small|Zoho CRM", "prompt": "c54-m1", "model": "moonshot-small", "cat": "crm", "variant": "direct", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Value for Features ... Maximum features at lowest cost"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|moonshot-small|Freshsales", "prompt": "c54-m1", "model": "moonshot-small", "cat": "crm", "variant": "direct", "raw": "Freshsales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Mid-market B2B companies wanting industry-specific lead segmentation"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|moonshot-small|Salesflare", "prompt": "c54-m1", "model": "moonshot-small", "cat": "crm", "variant": "direct", "raw": "Salesflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| Minimal CRM admin/data entry | **Salesflare** |"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|openai-small|Salesforce", "prompt": "c54-m1", "model": "openai-small", "cat": "crm", "variant": "direct", "raw": "Salesforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is usually **Salesforce**"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|openai-small|HubSpot", "prompt": "c54-m1", "model": "openai-small", "cat": "crm", "variant": "direct", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **HubSpot** and **Microsoft Dynamics 365 Sales** as the main alternatives"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|openai-small|Microsoft Dynamics 365", "prompt": "c54-m1", "model": "openai-small", "cat": "crm", "variant": "direct", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Microsoft-heavy companies:** **Dynamics 365**"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|openai-small|Microsoft Dynamics 365 Sales", "prompt": "c54-m1", "model": "openai-small", "cat": "crm", "variant": "direct", "raw": "Microsoft Dynamics 365 Sales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you live in Microsoft 365/Azure/Teams:** **Microsoft Dynamics 365 Sales**"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|openai-small|Oracle", "prompt": "c54-m1", "model": "openai-small", "cat": "crm", "variant": "direct", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "rate Salesforce, HubSpot, Microsoft, Oracle, and Zoho as \"Exemplary\""}, {"id": "mai-20260915-0741-calibration_b|c54-m1|openai-small|Zoho", "prompt": "c54-m1", "model": "openai-small", "cat": "crm", "variant": "direct", "raw": "Zoho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "rate Salesforce, HubSpot, Microsoft, Oracle, and Zoho as \"Exemplary\""}, {"id": "mai-20260915-0741-calibration_b|c54-m1|xai-small|HubSpot", "prompt": "c54-m1", "model": "xai-small", "cat": "crm", "variant": "direct", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HubSpot Sales Hub (Most Recommended for Balanced Growth)"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|xai-small|Salesforce", "prompt": "c54-m1", "model": "xai-small", "cat": "crm", "variant": "direct", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Drawbacks: Steep learning curve, high cost/complexity (not ideal for quick setup)."}, {"id": "mai-20260915-0741-calibration_b|c54-m1|xai-small|Pipedrive", "prompt": "c54-m1", "model": "xai-small", "cat": "crm", "variant": "direct", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pipedrive (Sales-Focused Simplicity)"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|xai-small|Zoho CRM", "prompt": "c54-m1", "model": "xai-small", "cat": "crm", "variant": "direct", "raw": "Zoho CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Zoho CRM | 4.3/5 | $12 | Medium | Affordable features, analytics| Good value"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|xai-small|Salesflare", "prompt": "c54-m1", "model": "xai-small", "cat": "crm", "variant": "direct", "raw": "Salesflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sales-only focus? Pipedrive or Salesflare."}, {"id": "mai-20260915-0741-calibration_b|c54-m1|xai-small|Nutshell", "prompt": "c54-m1", "model": "xai-small", "cat": "crm", "variant": "direct", "raw": "Nutshell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Nutshell/Freshsales: Affordable automation for 5-50 rep B2B teams"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|xai-small|Freshsales", "prompt": "c54-m1", "model": "xai-small", "cat": "crm", "variant": "direct", "raw": "Freshsales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Nutshell/Freshsales: Affordable automation for 5-50 rep B2B teams"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|xai-small|Coevera (ex-Pipeliner)", "prompt": "c54-m1", "model": "xai-small", "cat": "crm", "variant": "direct", "raw": "Coevera (ex-Pipeliner)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Coevera (ex-Pipeliner): Structured mid-market pipelines, high user adoption."}, {"id": "mai-20260915-0741-calibration_b|c54-m1|zai-small|Salesflare", "prompt": "c54-m1", "model": "zai-small", "cat": "crm", "variant": "direct", "raw": "Salesflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies: **Salesflare** or **HubSpot** are the top choices"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|zai-small|HubSpot Sales Hub", "prompt": "c54-m1", "model": "zai-small", "cat": "crm", "variant": "direct", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Salesflare** or **HubSpot** are the top choices"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|zai-small|Coevera (formerly Pipeliner)", "prompt": "c54-m1", "model": "zai-small", "cat": "crm", "variant": "direct", "raw": "Coevera (formerly Pipeliner)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For complex, structured sales processes: **Coevera**"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|zai-small|Zoho CRM", "prompt": "c54-m1", "model": "zai-small", "cat": "crm", "variant": "direct", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For highly budget-constrained teams: **Zoho CRM** offers the best value"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|zai-small|Pipedrive", "prompt": "c54-m1", "model": "zai-small", "cat": "crm", "variant": "direct", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pipedrive** — Best for Pipeline Velocity"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|zai-small|Salesforce", "prompt": "c54-m1", "model": "zai-small", "cat": "crm", "variant": "direct", "raw": "Salesforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Salesforce** — Best for Enterprise Complexity"}, {"id": "mai-20260915-0741-calibration_b|c54-m1|zai-small|Freshsales", "prompt": "c54-m1", "model": "zai-small", "cat": "crm", "variant": "direct", "raw": "Freshsales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Freshsales | $7,080"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|alibaba-small|HubSpot", "prompt": "c54-m2", "model": "alibaba-small", "cat": "crm", "variant": "paraphrase", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HubSpot** if you need an **end-to-end customer platform** and can budget for higher costs"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|alibaba-small|Salesflare", "prompt": "c54-m2", "model": "alibaba-small", "cat": "crm", "variant": "paraphrase", "raw": "Salesflare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Salesflare** if you primarily need a **sales engine** and want fast adoption with minimal friction."}, {"id": "mai-20260915-0741-calibration_b|c54-m2|alibaba-small|Zoho CRM", "prompt": "c54-m2", "model": "alibaba-small", "cat": "crm", "variant": "paraphrase", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Value / Feature Breadth"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|alibaba-small|Coevera (formerly Pipeliner CRM)", "prompt": "c54-m2", "model": "alibaba-small", "cat": "crm", "variant": "paraphrase", "raw": "Coevera (formerly Pipeliner CRM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Structured Processes"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|alibaba-small|Pipedrive", "prompt": "c54-m2", "model": "alibaba-small", "cat": "crm", "variant": "paraphrase", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Simplest Pipeline-First Option"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|alibaba-small|Salesforce", "prompt": "c54-m2", "model": "alibaba-small", "cat": "crm", "variant": "paraphrase", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Complex, expensive to implement and maintain; often overkill for true mid-market companies"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|anthropic-small|Salesforce", "prompt": "c54-m2", "model": "anthropic-small", "cat": "crm", "variant": "paraphrase", "raw": "Salesforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The market leader with extensive customization, strong sales automation, and scalability. Best if you need enterprise features and have dedicated IT support."}, {"id": "mai-20260915-0741-calibration_b|c54-m2|anthropic-small|HubSpot CRM", "prompt": "c54-m2", "model": "anthropic-small", "cat": "crm", "variant": "paraphrase", "raw": "HubSpot CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "User-friendly with good free tier options... Great for growing companies."}, {"id": "mai-20260915-0741-calibration_b|c54-m2|anthropic-small|Microsoft Dynamics 365", "prompt": "c54-m2", "model": "anthropic-small", "cat": "crm", "variant": "paraphrase", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong choice if your company already uses Microsoft products"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|anthropic-small|Pipedrive", "prompt": "c54-m2", "model": "anthropic-small", "cat": "crm", "variant": "paraphrase", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Sales-focused with visual pipeline management."}, {"id": "mai-20260915-0741-calibration_b|c54-m2|anthropic-small|Zoho CRM", "prompt": "c54-m2", "model": "anthropic-small", "cat": "crm", "variant": "paraphrase", "raw": "Zoho CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cost-effective, feature-rich, and good for mid-market companies"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|challenger-small|HubSpot CRM", "prompt": "c54-m2", "model": "challenger-small", "cat": "crm", "variant": "paraphrase", "raw": "HubSpot CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose HubSpot CRM for most mid-sized B2B companies"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|challenger-small|Salesforce", "prompt": "c54-m2", "model": "challenger-small", "cat": "crm", "variant": "paraphrase", "raw": "Salesforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Salesforce is the stronger fit for mid-market to enterprise B2B teams"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|challenger-small|Nutshell", "prompt": "c54-m2", "model": "challenger-small", "cat": "crm", "variant": "paraphrase", "raw": "Nutshell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your team is growing, wants something simpler, and values affordability"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|challenger-small|Pipedrive", "prompt": "c54-m2", "model": "challenger-small", "cat": "crm", "variant": "paraphrase", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your team is sales-first and wants a straightforward pipeline-focused CRM"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|challenger-small|Zoho CRM", "prompt": "c54-m2", "model": "challenger-small", "cat": "crm", "variant": "paraphrase", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if budget matters and you want broad functionality at a lower price point"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|deepseek-small|HubSpot", "prompt": "c54-m2", "model": "deepseek-small", "cat": "crm", "variant": "paraphrase", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most mid-sized B2B: **HubSpot Sales Hub Professional**"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|deepseek-small|Salesflare", "prompt": "c54-m2", "model": "deepseek-small", "cat": "crm", "variant": "paraphrase", "raw": "Salesflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternative: **Salesflare** (best for B2B sales teams wanting minimal admin)"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|deepseek-small|Zoho CRM", "prompt": "c54-m2", "model": "deepseek-small", "cat": "crm", "variant": "paraphrase", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is the primary constraint, **Zoho CRM** delivers the best feature-per-dollar."}, {"id": "mai-20260915-0741-calibration_b|c54-m2|deepseek-small|Pipedrive", "prompt": "c54-m2", "model": "deepseek-small", "cat": "crm", "variant": "paraphrase", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sales teams wanting a simple visual pipeline"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|deepseek-small|Salesforce", "prompt": "c54-m2", "model": "deepseek-small", "cat": "crm", "variant": "paraphrase", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Most powerful but heavy implementation, admin, and cost — often overkill for mid-size"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|deepseek-small|Freshsales", "prompt": "c54-m2", "model": "deepseek-small", "cat": "crm", "variant": "paraphrase", "raw": "Freshsales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid-market B2B with industry-specific lead segmentation"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|google-small|HubSpot", "prompt": "c54-m2", "model": "google-small", "cat": "crm", "variant": "paraphrase", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **80% of mid-sized B2B companies**, **HubSpot Professional** is the safest and most effective recommendation."}, {"id": "mai-20260915-0741-calibration_b|c54-m2|google-small|Salesforce", "prompt": "c54-m2", "model": "google-small", "cat": "crm", "variant": "paraphrase", "raw": "Salesforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for High Complexity, Customization, and Scale... The Catch (The TCO Trap)"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|google-small|Zoho CRM", "prompt": "c54-m2", "model": "google-small", "cat": "crm", "variant": "paraphrase", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Budget-Conscious Teams Seeking Customizability"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|google-small|Pipedrive", "prompt": "c54-m2", "model": "google-small", "cat": "crm", "variant": "paraphrase", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Sales-First Teams with Linear Sales Pipelines"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|meta-small|Nutshell", "prompt": "c54-m2", "model": "meta-small", "cat": "crm", "variant": "paraphrase", "raw": "Nutshell", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Nutshell - Best for growing B2B sales teams (5-50 reps) seeking an affordable, easy-to-use CRM with strong automation and excellent support."}, {"id": "mai-20260915-0741-calibration_b|c54-m2|meta-small|Freshsales", "prompt": "c54-m2", "model": "meta-small", "cat": "crm", "variant": "paraphrase", "raw": "Freshsales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for mid-market B2B companies wanting industry-specific lead segmentation and targeting capabilities."}, {"id": "mai-20260915-0741-calibration_b|c54-m2|meta-small|Salesflare", "prompt": "c54-m2", "model": "meta-small", "cat": "crm", "variant": "paraphrase", "raw": "Salesflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for small and medium-sized B2B sales teams that want the CRM to keep itself up to date"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|meta-small|HubSpot CRM & Sales Hub", "prompt": "c54-m2", "model": "meta-small", "cat": "crm", "variant": "paraphrase", "raw": "HubSpot CRM & Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strongest when you want sales and marketing in one suite."}, {"id": "mai-20260915-0741-calibration_b|c54-m2|meta-small|Coevera", "prompt": "c54-m2", "model": "meta-small", "cat": "crm", "variant": "paraphrase", "raw": "Coevera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A solid fit for more structured mid-market B2B selling."}, {"id": "mai-20260915-0741-calibration_b|c54-m2|minimax-small|HubSpot CRM", "prompt": "c54-m2", "model": "minimax-small", "cat": "crm", "variant": "paraphrase", "raw": "HubSpot CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HubSpot CRM** ⭐ Best Overall"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|minimax-small|Salesforce", "prompt": "c54-m2", "model": "minimax-small", "cat": "crm", "variant": "paraphrase", "raw": "Salesforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **HubSpot** or **Salesforce** as top choices"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|minimax-small|Pipedrive", "prompt": "c54-m2", "model": "minimax-small", "cat": "crm", "variant": "paraphrase", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Intuitive, sales-pipeline focused, affordable, strong automation"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|minimax-small|Microsoft Dynamics 365", "prompt": "c54-m2", "model": "minimax-small", "cat": "crm", "variant": "paraphrase", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Companies already using Microsoft 365"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|minimax-small|Freshsales (Freshworks)", "prompt": "c54-m2", "model": "minimax-small", "cat": "crm", "variant": "paraphrase", "raw": "Freshsales (Freshworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Budget-conscious mid-sized companies"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|mistral-small|HubSpot", "prompt": "c54-m2", "model": "mistral-small", "cat": "crm", "variant": "paraphrase", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Recommendation: HubSpot"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|mistral-small|Salesflare", "prompt": "c54-m2", "model": "mistral-small", "cat": "crm", "variant": "paraphrase", "raw": "Salesflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Salesflare** would be an excellent alternative"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|mistral-small|Zoho CRM", "prompt": "c54-m2", "model": "mistral-small", "cat": "crm", "variant": "paraphrase", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Budget Option: Zoho CRM"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|mistral-small|Pipedrive", "prompt": "c54-m2", "model": "mistral-small", "cat": "crm", "variant": "paraphrase", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Pipedrive** - Best for Visual Pipeline Management"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|mistral-small|Salesforce", "prompt": "c54-m2", "model": "mistral-small", "cat": "crm", "variant": "paraphrase", "raw": "Salesforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Salesforce** - Best for Enterprise Customization ... **Longer implementation** (3-9 months)"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|mistral-small|Freshsales", "prompt": "c54-m2", "model": "mistral-small", "cat": "crm", "variant": "paraphrase", "raw": "Freshsales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Freshsales** - Best for Industry-Specific Segmentation"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|moonshot-small|HubSpot", "prompt": "c54-m2", "model": "moonshot-small", "cat": "crm", "variant": "paraphrase", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 **Top Recommendation: HubSpot**"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|moonshot-small|Pipedrive", "prompt": "c54-m2", "model": "moonshot-small", "cat": "crm", "variant": "paraphrase", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 **Strong Alternative: Pipedrive**"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|moonshot-small|Zoho CRM", "prompt": "c54-m2", "model": "moonshot-small", "cat": "crm", "variant": "paraphrase", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "💰 **Budget-Friendly Option: Zoho CRM**"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|moonshot-small|Salesforce", "prompt": "c54-m2", "model": "moonshot-small", "cat": "crm", "variant": "paraphrase", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "❌ Overkill for many mid-sized companies"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|openai-small|HubSpot CRM", "prompt": "c54-m2", "model": "openai-small", "cat": "crm", "variant": "paraphrase", "raw": "HubSpot CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd **usually recommend HubSpot CRM** if you want the best balance of ease of use, sales/marketing alignment, and time-to-value."}, {"id": "mai-20260915-0741-calibration_b|c54-m2|openai-small|Salesforce", "prompt": "c54-m2", "model": "openai-small", "cat": "crm", "variant": "paraphrase", "raw": "Salesforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for complex enterprise-style sales processes:** **Salesforce**"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|openai-small|Pipedrive", "prompt": "c54-m2", "model": "openai-small", "cat": "crm", "variant": "paraphrase", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want lower cost and simpler sales pipeline management:** **Pipedrive**"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|openai-small|Microsoft Dynamics 365", "prompt": "c54-m2", "model": "openai-small", "cat": "crm", "variant": "paraphrase", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if Microsoft is already your core stack:** **Microsoft Dynamics 365**"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|xai-small|HubSpot CRM (with Sales Hub Professional)", "prompt": "c54-m2", "model": "xai-small", "cat": "crm", "variant": "paraphrase", "raw": "HubSpot CRM (with Sales Hub Professional)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **HubSpot CRM (with Sales Hub Professional)** as the top starting point"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|xai-small|Pipedrive", "prompt": "c54-m2", "model": "xai-small", "cat": "crm", "variant": "paraphrase", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Pipedrive** if you're sales-only, budget-tight, and want dead-simple pipelines"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|xai-small|Salesforce", "prompt": "c54-m2", "model": "xai-small", "cat": "crm", "variant": "paraphrase", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Salesforce** if you have IT resources and need ultimate scalability (but often overkill/expensive for mid-sized)"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|xai-small|Zoho CRM", "prompt": "c54-m2", "model": "xai-small", "cat": "crm", "variant": "paraphrase", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoho or Nutshell** for best bang-for-buck if under 200 employees"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|xai-small|Nutshell", "prompt": "c54-m2", "model": "xai-small", "cat": "crm", "variant": "paraphrase", "raw": "Nutshell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Zoho or Nutshell** for best bang-for-buck if under 200 employees"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|xai-small|Salesflare", "prompt": "c54-m2", "model": "xai-small", "cat": "crm", "variant": "paraphrase", "raw": "Salesflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Salesflare**| Low-admin B2B sales | 4.7-4.8 (300+) | ~$6k (Pro)"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|zai-small|HubSpot", "prompt": "c54-m2", "model": "zai-small", "cat": "crm", "variant": "paraphrase", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **HubSpot**"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|zai-small|Pipedrive", "prompt": "c54-m2", "model": "zai-small", "cat": "crm", "variant": "paraphrase", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For Sales-First Teams: Pipedrive"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|zai-small|Zoho CRM", "prompt": "c54-m2", "model": "zai-small", "cat": "crm", "variant": "paraphrase", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For Budget-Conscious Companies: Zoho CRM"}, {"id": "mai-20260915-0741-calibration_b|c54-m2|zai-small|Salesforce", "prompt": "c54-m2", "model": "zai-small", "cat": "crm", "variant": "paraphrase", "raw": "Salesforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Complex Processes: Salesforce"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|alibaba-small|Salesforce Sales Cloud", "prompt": "c54-m3", "model": "alibaba-small", "cat": "crm", "variant": "comparative", "raw": "Salesforce Sales Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Salesforce if: You are a large enterprise with complex needs"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|alibaba-small|HubSpot Smart CRM", "prompt": "c54-m3", "model": "alibaba-small", "cat": "crm", "variant": "comparative", "raw": "HubSpot Smart CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose HubSpot if: You are a small-to-medium business wanting an easy-to-use system"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|alibaba-small|Microsoft Dynamics 365", "prompt": "c54-m3", "model": "alibaba-small", "cat": "crm", "variant": "comparative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Microsoft Dynamics if: Your company runs entirely on Microsoft software"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|alibaba-small|Pipedrive", "prompt": "c54-m3", "model": "alibaba-small", "cat": "crm", "variant": "comparative", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Pipedrive if: You just want a clean tool to track sales stages"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|alibaba-small|Zoho CRM", "prompt": "c54-m3", "model": "alibaba-small", "cat": "crm", "variant": "comparative", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Zoho if: You need a feature-rich platform but have a strict budget constraint."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|alibaba-small|Monday.com / Work OS", "prompt": "c54-m3", "model": "alibaba-small", "cat": "crm", "variant": "comparative", "raw": "Monday.com / Work OS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Requires significant configuration to build a true sales process; not a purpose-built CRM out-of-the-box."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|anthropic-small|Salesforce", "prompt": "c54-m3", "model": "anthropic-small", "cat": "crm", "variant": "comparative", "raw": "Salesforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Salesforce has 27.12% of market share... Entry-level plans start at $25/user/mo, although growing businesses will need to watch out for complex add-on fees."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|anthropic-small|HubSpot", "prompt": "c54-m3", "model": "anthropic-small", "cat": "crm", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "HubSpot is a strong CRM choice because businesses increasingly need more than a tool for storing contacts and tracking deals."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|anthropic-small|Zoho", "prompt": "c54-m3", "model": "anthropic-small", "cat": "crm", "variant": "comparative", "raw": "Zoho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Zoho CRM is packed with features that can help SMBs capture leads and manage contacts."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|anthropic-small|Pipedrive", "prompt": "c54-m3", "model": "anthropic-small", "cat": "crm", "variant": "comparative", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top platforms for 2026 include Salesforce, HubSpot, Zoho, and Pipedrive"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|challenger-small|HubSpot", "prompt": "c54-m3", "model": "challenger-small", "cat": "crm", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "HubSpot prioritizes usability and a unified experience across marketing, sales, and service."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|challenger-small|Salesforce", "prompt": "c54-m3", "model": "challenger-small", "cat": "crm", "variant": "comparative", "raw": "Salesforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strongest on customization and enterprise-scale capabilities, but typically has the highest complexity and cost."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|challenger-small|Zoho CRM", "prompt": "c54-m3", "model": "challenger-small", "cat": "crm", "variant": "comparative", "raw": "Zoho CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong on value and broad feature coverage"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|challenger-small|Pipedrive", "prompt": "c54-m3", "model": "challenger-small", "cat": "crm", "variant": "comparative", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for visual deal tracking and straightforward sales workflows, but lighter on marketing/service breadth."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|challenger-small|Microsoft Dynamics 365", "prompt": "c54-m3", "model": "challenger-small", "cat": "crm", "variant": "comparative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best when you want CRM + ERP-style integration and deep Microsoft ecosystem fit."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|deepseek-small|Salesforce", "prompt": "c54-m3", "model": "deepseek-small", "cat": "crm", "variant": "comparative", "raw": "Salesforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Enterprise complexity / deepest customization: Salesforce"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|deepseek-small|HubSpot", "prompt": "c54-m3", "model": "deepseek-small", "cat": "crm", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fast adoption / SMB / full-funnel growth: HubSpot"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|deepseek-small|Zoho CRM", "prompt": "c54-m3", "model": "deepseek-small", "cat": "crm", "variant": "comparative", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best value for features: Zoho"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|deepseek-small|Pipedrive", "prompt": "c54-m3", "model": "deepseek-small", "cat": "crm", "variant": "comparative", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pure lean sales pipeline: Pipedrive"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|deepseek-small|Microsoft Dynamics 365", "prompt": "c54-m3", "model": "deepseek-small", "cat": "crm", "variant": "comparative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Microsoft ecosystem consolidation: Dynamics 365"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|google-small|Salesforce", "prompt": "c54-m3", "model": "google-small", "cat": "crm", "variant": "comparative", "raw": "Salesforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Salesforce is the market leader for a reason... The Catch: It has a notoriously steep learning curve and a high total cost of ownership."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|google-small|Salesforce Sales Cloud", "prompt": "c54-m3", "model": "google-small", "cat": "crm", "variant": "comparative", "raw": "Salesforce Sales Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The undisputed powerhouse. Highly customizable but has a steep learning curve."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|google-small|HubSpot Smart CRM", "prompt": "c54-m3", "model": "google-small", "cat": "crm", "variant": "comparative", "raw": "HubSpot Smart CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose **HubSpot** if you want your sales and marketing teams to work out of the exact same system"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|google-small|HubSpot CRM", "prompt": "c54-m3", "model": "google-small", "cat": "crm", "variant": "comparative", "raw": "HubSpot CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "HubSpot is built on a single, unified database... The Catch: HubSpot's pricing model can be punishing."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|google-small|Zoho CRM", "prompt": "c54-m3", "model": "google-small", "cat": "crm", "variant": "comparative", "raw": "Zoho CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Zoho provides arguably the best price-to-value ratio on the market."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|google-small|Pipedrive", "prompt": "c54-m3", "model": "google-small", "cat": "crm", "variant": "comparative", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Small sales teams who want a visual, straightforward tool focused purely on closing deals."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|google-small|monday Sales CRM", "prompt": "c54-m3", "model": "google-small", "cat": "crm", "variant": "comparative", "raw": "monday Sales CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Because it is built on the monday.com work OS, it treats CRM data as collaborative boards."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|google-small|Microsoft Dynamics 365 Sales", "prompt": "c54-m3", "model": "google-small", "cat": "crm", "variant": "comparative", "raw": "Microsoft Dynamics 365 Sales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for:** Large enterprise organizations heavily invested in the Microsoft ecosystem."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|google-small|Microsoft Dynamics 365", "prompt": "c54-m3", "model": "google-small", "cat": "crm", "variant": "comparative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Dynamics 365 is Salesforce's primary rival at the enterprise level."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|google-small|Monday.com Sales CRM", "prompt": "c54-m3", "model": "google-small", "cat": "crm", "variant": "comparative", "raw": "Monday.com Sales CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Choose **Monday.com** if your sales team is heavily connected to your operations or delivery team"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|meta-small|Salesforce", "prompt": "c54-m3", "model": "meta-small", "cat": "crm", "variant": "comparative", "raw": "Salesforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top CRMs include Salesforce, HubSpot, Zoho CRM, Pipedrive, Ontraport, Nimble, Nutshell, Attio, Salesmate, Close, and Copper."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|meta-small|HubSpot", "prompt": "c54-m3", "model": "meta-small", "cat": "crm", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top CRMs include Salesforce, HubSpot, Zoho CRM, Pipedrive..."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|meta-small|Zoho CRM", "prompt": "c54-m3", "model": "meta-small", "cat": "crm", "variant": "comparative", "raw": "Zoho CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top CRMs include Salesforce, HubSpot, Zoho CRM, Pipedrive..."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|meta-small|Pipedrive", "prompt": "c54-m3", "model": "meta-small", "cat": "crm", "variant": "comparative", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top CRMs include Salesforce, HubSpot, Zoho CRM, Pipedrive, Ontraport..."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|meta-small|Ontraport", "prompt": "c54-m3", "model": "meta-small", "cat": "crm", "variant": "comparative", "raw": "Ontraport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Pipedrive, Ontraport, Nimble, Nutshell..."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|meta-small|Nimble", "prompt": "c54-m3", "model": "meta-small", "cat": "crm", "variant": "comparative", "raw": "Nimble", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Ontraport, Nimble, Nutshell, Attio..."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|meta-small|Nutshell", "prompt": "c54-m3", "model": "meta-small", "cat": "crm", "variant": "comparative", "raw": "Nutshell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Nimble, Nutshell, Attio, Salesmate..."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|meta-small|Attio", "prompt": "c54-m3", "model": "meta-small", "cat": "crm", "variant": "comparative", "raw": "Attio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Nutshell, Attio, Salesmate, Close, and Copper."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|meta-small|Salesmate", "prompt": "c54-m3", "model": "meta-small", "cat": "crm", "variant": "comparative", "raw": "Salesmate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Attio, Salesmate, Close, and Copper."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|meta-small|Close", "prompt": "c54-m3", "model": "meta-small", "cat": "crm", "variant": "comparative", "raw": "Close", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Salesmate, Close, and Copper."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|meta-small|Copper", "prompt": "c54-m3", "model": "meta-small", "cat": "crm", "variant": "comparative", "raw": "Copper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Close, and Copper."}, {"id": "mai-20260915-0741-calibration_b|c54-m3|minimax-small|Salesforce", "prompt": "c54-m3", "model": "minimax-small", "cat": "crm", "variant": "comparative", "raw": "Salesforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most powerful CRM overall, AI-powered assistants, extensive ecosystem, strong customization"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|minimax-small|HubSpot CRM", "prompt": "c54-m3", "model": "minimax-small", "cat": "crm", "variant": "comparative", "raw": "HubSpot CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: SMBs focused on inbound marketing and sales alignment"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|minimax-small|Microsoft Dynamics 365", "prompt": "c54-m3", "model": "minimax-small", "cat": "crm", "variant": "comparative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Large enterprises already using Microsoft stack"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|minimax-small|Zoho CRM", "prompt": "c54-m3", "model": "minimax-small", "cat": "crm", "variant": "comparative", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Cost-conscious SMBs needing automation"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|minimax-small|Pipedrive", "prompt": "c54-m3", "model": "minimax-small", "cat": "crm", "variant": "comparative", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Businesses focused on lead and pipeline management"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|minimax-small|Monday CRM", "prompt": "c54-m3", "model": "minimax-small", "cat": "crm", "variant": "comparative", "raw": "Monday CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Startups and budget-conscious businesses"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|mistral-small|Salesforce Sales Cloud", "prompt": "c54-m3", "model": "mistral-small", "cat": "crm", "variant": "comparative", "raw": "Salesforce Sales Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Salesforce Sales Cloud** - *Best for Large Enterprises & Complex Operations*"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|mistral-small|HubSpot CRM", "prompt": "c54-m3", "model": "mistral-small", "cat": "crm", "variant": "comparative", "raw": "HubSpot CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. HubSpot CRM** - *Best for Startups & Ease of Use*"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|mistral-small|Zoho CRM", "prompt": "c54-m3", "model": "mistral-small", "cat": "crm", "variant": "comparative", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Zoho CRM** - *Best for SMBs & Cost-Conscious Firms*"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|mistral-small|Pipedrive", "prompt": "c54-m3", "model": "mistral-small", "cat": "crm", "variant": "comparative", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Pipedrive** - *Best for Sales Pipeline Management*"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|mistral-small|Microsoft Dynamics 365", "prompt": "c54-m3", "model": "mistral-small", "cat": "crm", "variant": "comparative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. Microsoft Dynamics 365** - *Best for Microsoft Ecosystem Users*"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|moonshot-small|Salesforce", "prompt": "c54-m3", "model": "moonshot-small", "cat": "crm", "variant": "comparative", "raw": "Salesforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Enterprise (100+ reps, complex processes) | **Salesforce** or **Dynamics 365**"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|moonshot-small|HubSpot", "prompt": "c54-m3", "model": "moonshot-small", "cat": "crm", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Fast-growing B2B with marketing focus | **HubSpot**"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|moonshot-small|Zoho CRM", "prompt": "c54-m3", "model": "moonshot-small", "cat": "crm", "variant": "comparative", "raw": "Zoho CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Tight budget, need full features | **Zoho CRM**"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|moonshot-small|Microsoft Dynamics 365", "prompt": "c54-m3", "model": "moonshot-small", "cat": "crm", "variant": "comparative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Microsoft 365 environment | **Dynamics 365**"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|moonshot-small|Pipedrive", "prompt": "c54-m3", "model": "moonshot-small", "cat": "crm", "variant": "comparative", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Visual pipeline simplicity | **Pipedrive**"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|moonshot-small|GoHighLevel", "prompt": "c54-m3", "model": "moonshot-small", "cat": "crm", "variant": "comparative", "raw": "GoHighLevel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Agency/service business | **GoHighLevel**"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|moonshot-small|Freshsales", "prompt": "c54-m3", "model": "moonshot-small", "cat": "crm", "variant": "comparative", "raw": "Freshsales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Freshsales | Customer support + sales | $19/user/mo | Strong AI + support features"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|moonshot-small|Bitrix24", "prompt": "c54-m3", "model": "moonshot-small", "cat": "crm", "variant": "comparative", "raw": "Bitrix24", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Need free CRM for large team | **Bitrix24**"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|openai-small|Salesforce", "prompt": "c54-m3", "model": "openai-small", "cat": "crm", "variant": "comparative", "raw": "Salesforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Most powerful / customizable: Salesforce"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|openai-small|HubSpot CRM", "prompt": "c54-m3", "model": "openai-small", "cat": "crm", "variant": "comparative", "raw": "HubSpot CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best all-in-one for SMB growth: HubSpot"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|openai-small|Microsoft Dynamics 365 Sales", "prompt": "c54-m3", "model": "openai-small", "cat": "crm", "variant": "comparative", "raw": "Microsoft Dynamics 365 Sales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for Microsoft shops: Dynamics 365 Sales"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|openai-small|Zoho CRM", "prompt": "c54-m3", "model": "openai-small", "cat": "crm", "variant": "comparative", "raw": "Zoho CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best value / flexible suite: Zoho CRM"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|openai-small|Pipedrive", "prompt": "c54-m3", "model": "openai-small", "cat": "crm", "variant": "comparative", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best simple sales pipeline CRM: Pipedrive"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|xai-small|Salesforce", "prompt": "c54-m3", "model": "xai-small", "cat": "crm", "variant": "comparative", "raw": "Salesforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Salesforce for big ops"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|xai-small|HubSpot", "prompt": "c54-m3", "model": "xai-small", "cat": "crm", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with HubSpot free for most SMBs"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|xai-small|Zoho CRM", "prompt": "c54-m3", "model": "xai-small", "cat": "crm", "variant": "comparative", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho for value"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|xai-small|Pipedrive", "prompt": "c54-m3", "model": "xai-small", "cat": "crm", "variant": "comparative", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "go Pipedrive for sales-only"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|xai-small|Freshsales (Freshworks)", "prompt": "c54-m3", "model": "xai-small", "cat": "crm", "variant": "comparative", "raw": "Freshsales (Freshworks)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AI lead scoring & ease for SMBs"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|xai-small|Monday Sales CRM", "prompt": "c54-m3", "model": "xai-small", "cat": "crm", "variant": "comparative", "raw": "Monday Sales CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Custom workflows & startups"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|xai-small|Salesmate", "prompt": "c54-m3", "model": "xai-small", "cat": "crm", "variant": "comparative", "raw": "Salesmate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others frequently mentioned: Salesmate (customization)"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|xai-small|Close", "prompt": "c54-m3", "model": "xai-small", "cat": "crm", "variant": "comparative", "raw": "Close", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Close (sales outreach)"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|xai-small|Copper", "prompt": "c54-m3", "model": "xai-small", "cat": "crm", "variant": "comparative", "raw": "Copper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Copper (Google Workspace)"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|xai-small|Bitrix24", "prompt": "c54-m3", "model": "xai-small", "cat": "crm", "variant": "comparative", "raw": "Bitrix24", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Bitrix24 (analytics/free tier)"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|zai-small|Salesforce", "prompt": "c54-m3", "model": "zai-small", "cat": "crm", "variant": "comparative", "raw": "Salesforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Salesforce** - The Enterprise Giant ... For enterprise complexity:** Salesforce"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|zai-small|HubSpot", "prompt": "c54-m3", "model": "zai-small", "cat": "crm", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For all-in-one marketing:** HubSpot"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|zai-small|Zoho CRM", "prompt": "c54-m3", "model": "zai-small", "cat": "crm", "variant": "comparative", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For value-conscious SMBs:** Zoho CRM"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|zai-small|Pipedrive", "prompt": "c54-m3", "model": "zai-small", "cat": "crm", "variant": "comparative", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For sales teams:** Pipedrive or Salesforce"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|zai-small|Monday.com", "prompt": "c54-m3", "model": "zai-small", "cat": "crm", "variant": "comparative", "raw": "Monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Monday.com** - Project Management Integration"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|zai-small|Agile CRM", "prompt": "c54-m3", "model": "zai-small", "cat": "crm", "variant": "comparative", "raw": "Agile CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For startups with no budget:** HubSpot Free or Agile CRM Free"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|zai-small|Apptivo", "prompt": "c54-m3", "model": "zai-small", "cat": "crm", "variant": "comparative", "raw": "Apptivo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cons | Difficult interface navigation, lacks AI tools"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|zai-small|Salesmate", "prompt": "c54-m3", "model": "zai-small", "cat": "crm", "variant": "comparative", "raw": "Salesmate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Salesmate** - Customization Powerhouse"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|zai-small|Copper", "prompt": "c54-m3", "model": "zai-small", "cat": "crm", "variant": "comparative", "raw": "Copper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For Google Workspace users:** Copper"}, {"id": "mai-20260915-0741-calibration_b|c54-m3|zai-small|Bitrix 24", "prompt": "c54-m3", "model": "zai-small", "cat": "crm", "variant": "comparative", "raw": "Bitrix 24", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Bitrix 24** - Analytics & Communication"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|alibaba-small|EngageBay", "prompt": "c54-m4", "model": "alibaba-small", "cat": "crm", "variant": "budget", "raw": "EngageBay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **EngageBay** if you need both sales and email marketing to get your business running immediately without paying a cent upfront."}, {"id": "mai-20260915-0741-calibration_b|c54-m4|alibaba-small|HubSpot", "prompt": "c54-m4", "model": "alibaba-small", "cat": "crm", "variant": "budget", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **HubSpot** if you only care about managing sales pipelines right now"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|alibaba-small|Zoho CRM", "prompt": "c54-m4", "model": "alibaba-small", "cat": "crm", "variant": "budget", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho offers the deepest functionality for the lowest monthly dollar amount"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|alibaba-small|Less Annoying CRM", "prompt": "c54-m4", "model": "alibaba-small", "cat": "crm", "variant": "budget", "raw": "Less Annoying CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Absolute Simplicity: **Less Annoying CRM**"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|anthropic-small|HubSpot CRM", "prompt": "c54-m4", "model": "anthropic-small", "cat": "crm", "variant": "budget", "raw": "HubSpot CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HubSpot's Free plan is ranked #1 for US small businesses, with its intuitive setup and built-in email/meetings/live chat for $0 cost"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|anthropic-small|Zoho CRM", "prompt": "c54-m4", "model": "anthropic-small", "cat": "crm", "variant": "budget", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for affordability with competitive pricing starting very low."}, {"id": "mai-20260915-0741-calibration_b|c54-m4|anthropic-small|Nutshell", "prompt": "c54-m4", "model": "anthropic-small", "cat": "crm", "variant": "budget", "raw": "Nutshell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Nutshell is the best affordable CRM for small businesses, starting at $13 per month per user"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|anthropic-small|Less Annoying CRM", "prompt": "c54-m4", "model": "anthropic-small", "cat": "crm", "variant": "budget", "raw": "Less Annoying CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Less Annoying CRM offers a flat rate of $15/user/mo"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|anthropic-small|Pipedrive", "prompt": "c54-m4", "model": "anthropic-small", "cat": "crm", "variant": "budget", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pipedrive is the best sales-focused CRM, starting at $14/user/mo"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|anthropic-small|Microsoft Dynamics 365 Sales", "prompt": "c54-m4", "model": "anthropic-small", "cat": "crm", "variant": "budget", "raw": "Microsoft Dynamics 365 Sales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company already uses Microsoft products, integration can be seamless and cost-effective."}, {"id": "mai-20260915-0741-calibration_b|c54-m4|anthropic-small|EngageBay", "prompt": "c54-m4", "model": "anthropic-small", "cat": "crm", "variant": "budget", "raw": "EngageBay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best \"bang for buck\" all-in-one CRM option for companies on a low budget"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|anthropic-small|Freshsales", "prompt": "c54-m4", "model": "anthropic-small", "cat": "crm", "variant": "budget", "raw": "Freshsales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Provides affordable pricing with features like AI-powered lead scoring and email tracking."}, {"id": "mai-20260915-0741-calibration_b|c54-m4|anthropic-small|monday CRM", "prompt": "c54-m4", "model": "anthropic-small", "cat": "crm", "variant": "budget", "raw": "monday CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "monday CRM's Basic plan is the best budget CRM for larger teams, with unlimited users from $12 per month"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|anthropic-small|Odoo", "prompt": "c54-m4", "model": "anthropic-small", "cat": "crm", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tools like Odoo or SuiteCRM offer free, self-hosted alternatives if you have technical resources."}, {"id": "mai-20260915-0741-calibration_b|c54-m4|anthropic-small|SuiteCRM", "prompt": "c54-m4", "model": "anthropic-small", "cat": "crm", "variant": "budget", "raw": "SuiteCRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tools like Odoo or SuiteCRM offer free, self-hosted alternatives if you have technical resources."}, {"id": "mai-20260915-0741-calibration_b|c54-m4|challenger-small|HubSpot CRM", "prompt": "c54-m4", "model": "challenger-small", "cat": "crm", "variant": "budget", "raw": "HubSpot CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best CRM is usually **HubSpot CRM** if you want the lowest-cost start"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|challenger-small|Zoho CRM", "prompt": "c54-m4", "model": "challenger-small", "cat": "crm", "variant": "budget", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho CRM** is a strong budget pick because it offers broad functionality at low prices"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|challenger-small|Bigin by Zoho", "prompt": "c54-m4", "model": "challenger-small", "cat": "crm", "variant": "budget", "raw": "Bigin by Zoho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your team is very budget-sensitive and you want a simple paid CRM starting around **$9 per user/month**"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|challenger-small|Nutshell", "prompt": "c54-m4", "model": "challenger-small", "cat": "crm", "variant": "budget", "raw": "Nutshell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "good if you want an affordable paid CRM with sales, marketing, and support features"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|challenger-small|Freshsales", "prompt": "c54-m4", "model": "challenger-small", "cat": "crm", "variant": "budget", "raw": "Freshsales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "worth considering if your budget is tight and your team needs strong sales features per dollar"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|deepseek-small|HubSpot CRM", "prompt": "c54-m4", "model": "deepseek-small", "cat": "crm", "variant": "budget", "raw": "HubSpot CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best free overall: HubSpot CRM (most generous free plan, easiest to scale)"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|deepseek-small|Zoho CRM", "prompt": "c54-m4", "model": "deepseek-small", "cat": "crm", "variant": "budget", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Automation & Customization on a Budget"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|deepseek-small|EngageBay", "prompt": "c54-m4", "model": "deepseek-small", "cat": "crm", "variant": "budget", "raw": "EngageBay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best all-in-one value: EngageBay"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|deepseek-small|Bitrix24", "prompt": "c54-m4", "model": "deepseek-small", "cat": "crm", "variant": "budget", "raw": "Bitrix24", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for unlimited teams: Bitrix24"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|deepseek-small|Agile CRM", "prompt": "c54-m4", "model": "deepseek-small", "cat": "crm", "variant": "budget", "raw": "Agile CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best ultra-cheap paid: Agile CRM or Freshsales"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|deepseek-small|Freshsales (by Freshworks)", "prompt": "c54-m4", "model": "deepseek-small", "cat": "crm", "variant": "budget", "raw": "Freshsales (by Freshworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best ultra-cheap paid: Agile CRM or Freshsales (both under $10/user/month)"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|deepseek-small|Streak", "prompt": "c54-m4", "model": "deepseek-small", "cat": "crm", "variant": "budget", "raw": "Streak", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Gmail-only teams might love Streak (free Gmail CRM)"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|deepseek-small|Twenty", "prompt": "c54-m4", "model": "deepseek-small", "cat": "crm", "variant": "budget", "raw": "Twenty", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "teams okay with self-hosting could use Twenty (open-source, free once self-hosted)"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|google-small|HubSpot CRM", "prompt": "c54-m4", "model": "google-small", "cat": "crm", "variant": "budget", "raw": "HubSpot CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "While the free version is arguably the best on the market, HubSpot\\u2019s paid tiers scale up aggressively."}, {"id": "mai-20260915-0741-calibration_b|c54-m4|google-small|Zoho CRM", "prompt": "c54-m4", "model": "google-small", "cat": "crm", "variant": "budget", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Solopreneurs and micro-teams who want maximum database capacity for free."}, {"id": "mai-20260915-0741-calibration_b|c54-m4|google-small|Bigin by Zoho", "prompt": "c54-m4", "model": "google-small", "cat": "crm", "variant": "budget", "raw": "Bigin by Zoho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Micro-businesses and startups looking for a streamlined, pipeline-focused CRM."}, {"id": "mai-20260915-0741-calibration_b|c54-m4|google-small|Less Annoying CRM", "prompt": "c54-m4", "model": "google-small", "cat": "crm", "variant": "budget", "raw": "Less Annoying CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "offers a single tier: $15/user/month with no contracts, no limits on contacts, and no hidden features locked behind paywalls"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|google-small|Freshsales by Freshworks", "prompt": "c54-m4", "model": "google-small", "cat": "crm", "variant": "budget", "raw": "Freshsales by Freshworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Freshsales has an excellent user interface and packs a lot of features into its entry-level paid plans"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|google-small|Pipedrive", "prompt": "c54-m4", "model": "google-small", "cat": "crm", "variant": "budget", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "it is widely considered the absolute easiest CRM for sales reps to adopt"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|meta-small|HubSpot", "prompt": "c54-m4", "model": "meta-small", "cat": "crm", "variant": "budget", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best CRM for a company with a limited budget is HubSpot, which offers a free plan"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|meta-small|Nutshell", "prompt": "c54-m4", "model": "meta-small", "cat": "crm", "variant": "budget", "raw": "Nutshell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other affordable options include Nutshell, starting at $13 per month per user"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|meta-small|monday CRM", "prompt": "c54-m4", "model": "meta-small", "cat": "crm", "variant": "budget", "raw": "monday CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "monday CRM, starting at $15 per user per month"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|minimax-small|Less Annoying CRM", "prompt": "c54-m4", "model": "minimax-small", "cat": "crm", "variant": "budget", "raw": "Less Annoying CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Budget-Conscious Startups"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|minimax-small|Bigin by Zoho", "prompt": "c54-m4", "model": "minimax-small", "cat": "crm", "variant": "budget", "raw": "Bigin by Zoho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Bigin** for simplicity and cost"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|minimax-small|HubSpot CRM", "prompt": "c54-m4", "model": "minimax-small", "cat": "crm", "variant": "budget", "raw": "HubSpot CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HubSpot's free tier** if you want more advanced features without paying"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|minimax-small|Zoho CRM", "prompt": "c54-m4", "model": "minimax-small", "cat": "crm", "variant": "budget", "raw": "Zoho CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Very affordable plans"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|minimax-small|EngageBay", "prompt": "c54-m4", "model": "minimax-small", "cat": "crm", "variant": "budget", "raw": "EngageBay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "One of the cheapest options available"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|minimax-small|Salesflare", "prompt": "c54-m4", "model": "minimax-small", "cat": "crm", "variant": "budget", "raw": "Salesflare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top-rated for small businesses (9.7/10)"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|mistral-small|HubSpot CRM", "prompt": "c54-m4", "model": "mistral-small", "cat": "crm", "variant": "budget", "raw": "HubSpot CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For pure free**: **HubSpot CRM** - it offers the most generous free plan with unlimited users and contacts"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|mistral-small|Bitrix24", "prompt": "c54-m4", "model": "mistral-small", "cat": "crm", "variant": "budget", "raw": "Bitrix24", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For unlimited team members**: **Bitrix24** - unlimited users with CRM + collaboration tools."}, {"id": "mai-20260915-0741-calibration_b|c54-m4|mistral-small|Zoho CRM", "prompt": "c54-m4", "model": "mistral-small", "cat": "crm", "variant": "budget", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For simplicity**: **Zoho CRM** if you're already using Zoho apps"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|mistral-small|EngageBay", "prompt": "c54-m4", "model": "mistral-small", "cat": "crm", "variant": "budget", "raw": "EngageBay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For all-in-one marketing + CRM**: **EngageBay**"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|mistral-small|Freshsales", "prompt": "c54-m4", "model": "mistral-small", "cat": "crm", "variant": "budget", "raw": "Freshsales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For sales-focused teams**: **Freshsales** - great phone and email features at a low cost."}, {"id": "mai-20260915-0741-calibration_b|c54-m4|mistral-small|monday CRM", "prompt": "c54-m4", "model": "mistral-small", "cat": "crm", "variant": "budget", "raw": "monday CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**monday CRM** if you prefer visual project management-style workflows"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|moonshot-small|Zoho CRM", "prompt": "c54-m4", "model": "moonshot-small", "cat": "crm", "variant": "budget", "raw": "Zoho CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 **Best Overall: Zoho CRM**"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|moonshot-small|HubSpot CRM", "prompt": "c54-m4", "model": "moonshot-small", "cat": "crm", "variant": "budget", "raw": "HubSpot CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **HubSpot's free plan** if you need comprehensive features at no cost"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|moonshot-small|Agile CRM", "prompt": "c54-m4", "model": "moonshot-small", "cat": "crm", "variant": "budget", "raw": "Agile CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "💰 **Most Affordable: Agile CRM**"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|moonshot-small|Less Annoying CRM", "prompt": "c54-m4", "model": "moonshot-small", "cat": "crm", "variant": "budget", "raw": "Less Annoying CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "🎯 **Best for Simplicity: Less Annoying CRM**"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|moonshot-small|Freshsales", "prompt": "c54-m4", "model": "moonshot-small", "cat": "crm", "variant": "budget", "raw": "Freshsales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Freshsales** | $9/user/month | Built-in communication tools |"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|moonshot-small|OnePageCRM", "prompt": "c54-m4", "model": "moonshot-small", "cat": "crm", "variant": "budget", "raw": "OnePageCRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **OnePageCRM** | $9.95/user/month | Simple visual pipelines |"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|moonshot-small|Jetpack CRM", "prompt": "c54-m4", "model": "moonshot-small", "cat": "crm", "variant": "budget", "raw": "Jetpack CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Jetpack CRM** | $11/month | WordPress integration |"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|moonshot-small|Capsule CRM", "prompt": "c54-m4", "model": "moonshot-small", "cat": "crm", "variant": "budget", "raw": "Capsule CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Capsule CRM** | Free plan; $18/user/month |"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|moonshot-small|Flowlu", "prompt": "c54-m4", "model": "moonshot-small", "cat": "crm", "variant": "budget", "raw": "Flowlu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| **Flowlu** | Free plan; $12/user/month |"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|openai-small|Zoho Bigin", "prompt": "c54-m4", "model": "openai-small", "cat": "crm", "variant": "budget", "raw": "Zoho Bigin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Absolute lowest budget / simplest sales pipeline:** **Zoho Bigin**. It's built for straightforward pipeline tracking and is the cheapest of the commonly cited options."}, {"id": "mai-20260915-0741-calibration_b|c54-m4|openai-small|Freshsales", "prompt": "c54-m4", "model": "openai-small", "cat": "crm", "variant": "budget", "raw": "Freshsales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want more features without getting expensive too fast:** **Freshsales**. It tends to be a good balance of price and built-in sales tools."}, {"id": "mai-20260915-0741-calibration_b|c54-m4|openai-small|Monday CRM", "prompt": "c54-m4", "model": "openai-small", "cat": "crm", "variant": "budget", "raw": "Monday CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Monday CRM** (around **$12/user/month**)"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|openai-small|Pipedrive", "prompt": "c54-m4", "model": "openai-small", "cat": "crm", "variant": "budget", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Pipedrive** (around **$14/user/month**)"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|openai-small|HubSpot CRM", "prompt": "c54-m4", "model": "openai-small", "cat": "crm", "variant": "budget", "raw": "HubSpot CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best if you want a free option first:** **HubSpot CRM** or **Zoho's free tier**."}, {"id": "mai-20260915-0741-calibration_b|c54-m4|xai-small|HubSpot CRM", "prompt": "c54-m4", "model": "xai-small", "cat": "crm", "variant": "budget", "raw": "HubSpot CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HubSpot CRM or Zoho CRM are among the top choices for companies with limited budgets"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|xai-small|Zoho CRM", "prompt": "c54-m4", "model": "xai-small", "cat": "crm", "variant": "budget", "raw": "Zoho CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "HubSpot CRM or Zoho CRM are among the top choices for companies with limited budgets"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|xai-small|Bitrix24", "prompt": "c54-m4", "model": "xai-small", "cat": "crm", "variant": "budget", "raw": "Bitrix24", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Unlimited users/contacts, 5GB storage... Cluttered UI, learning curve"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|xai-small|EngageBay", "prompt": "c54-m4", "model": "xai-small", "cat": "crm", "variant": "budget", "raw": "EngageBay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "250 contacts, up to 15 users, basic CRM/email/helpdesk/live chat"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|xai-small|Less Annoying CRM", "prompt": "c54-m4", "model": "xai-small", "cat": "crm", "variant": "budget", "raw": "Less Annoying CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Paid budget picks under $15/user/mo: Less Annoying CRM ($15 flat, simple/no-frills, excellent support)"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|xai-small|Bigin by Zoho", "prompt": "c54-m4", "model": "xai-small", "cat": "crm", "variant": "budget", "raw": "Bigin by Zoho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Bigin by Zoho (~$7-9, pipeline-focused)"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|zai-small|HubSpot CRM", "prompt": "c54-m4", "model": "zai-small", "cat": "crm", "variant": "budget", "raw": "HubSpot CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**2. HubSpot CRM** - Best All-Rounder"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|zai-small|Zoho CRM", "prompt": "c54-m4", "model": "zai-small", "cat": "crm", "variant": "budget", "raw": "Zoho CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**1. Zoho CRM** - Best Overall Value"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|zai-small|Freshsales", "prompt": "c54-m4", "model": "zai-small", "cat": "crm", "variant": "budget", "raw": "Freshsales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Freshsales** | ~$9/user/month | Simple, sales-first layout"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|zai-small|EngageBay", "prompt": "c54-m4", "model": "zai-small", "cat": "crm", "variant": "budget", "raw": "EngageBay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**EngageBay** | 15 users, 250 contacts | Small teams needing CRM + marketing + support"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|zai-small|Pipedrive", "prompt": "c54-m4", "model": "zai-small", "cat": "crm", "variant": "budget", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**3. Pipedrive** - Best for Sales Pipelines"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|zai-small|Salesforce", "prompt": "c54-m4", "model": "zai-small", "cat": "crm", "variant": "budget", "raw": "Salesforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Salesforce** | $25+/user/month | Organizations that have outgrown small-business needs"}, {"id": "mai-20260915-0741-calibration_b|c54-m4|zai-small|Bitrix24", "prompt": "c54-m4", "model": "zai-small", "cat": "crm", "variant": "budget", "raw": "Bitrix24", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consider Bitrix24 (free for 1-2 users)"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|alibaba-small|Salesforce", "prompt": "c54-m5", "model": "alibaba-small", "cat": "crm", "variant": "scale", "raw": "Salesforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The gold standard. Extremely powerful and customizable, but heavy. Requires significant admin resources, long implementation timelines, and is expensive."}, {"id": "mai-20260915-0741-calibration_b|c54-m5|alibaba-small|HubSpot", "prompt": "c54-m5", "model": "alibaba-small", "cat": "crm", "variant": "scale", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The user experience leader. Excellent for adoption and rapid deployment. ... Watch the bottom line, as costs skyrocket rapidly"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|alibaba-small|Zoho", "prompt": "c54-m5", "model": "alibaba-small", "cat": "crm", "variant": "scale", "raw": "Zoho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Zoho / Insightly / Copper: The value plays."}, {"id": "mai-20260915-0741-calibration_b|c54-m5|alibaba-small|Insightly", "prompt": "c54-m5", "model": "alibaba-small", "cat": "crm", "variant": "scale", "raw": "Insightly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Zoho / Insightly / Copper: The value plays."}, {"id": "mai-20260915-0741-calibration_b|c54-m5|alibaba-small|Copper", "prompt": "c54-m5", "model": "alibaba-small", "cat": "crm", "variant": "scale", "raw": "Copper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Zoho / Insightly / Copper: The value plays."}, {"id": "mai-20260915-0741-calibration_b|c54-m5|deepseek-small|Salesforce", "prompt": "c54-m5", "model": "deepseek-small", "cat": "crm", "variant": "scale", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Is the API open at your pricing tier?** (e.g., Salesforce Professional famously gates API access)"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|deepseek-small|HubSpot", "prompt": "c54-m5", "model": "deepseek-small", "cat": "crm", "variant": "scale", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Would you like me to dig into specific vendors** (Salesforce, HubSpot, Microsoft Dynamics, Pipedrive, Zoho, Freshsales, Monday)"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|deepseek-small|Microsoft Dynamics", "prompt": "c54-m5", "model": "deepseek-small", "cat": "crm", "variant": "scale", "raw": "Microsoft Dynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(Salesforce, HubSpot, Microsoft Dynamics, Pipedrive, Zoho, Freshsales, Monday) benchmarked against these criteria"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|deepseek-small|Pipedrive", "prompt": "c54-m5", "model": "deepseek-small", "cat": "crm", "variant": "scale", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(Salesforce, HubSpot, Microsoft Dynamics, Pipedrive, Zoho, Freshsales, Monday) benchmarked against these criteria"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|deepseek-small|Zoho", "prompt": "c54-m5", "model": "deepseek-small", "cat": "crm", "variant": "scale", "raw": "Zoho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(Salesforce, HubSpot, Microsoft Dynamics, Pipedrive, Zoho, Freshsales, Monday) benchmarked against these criteria"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|deepseek-small|Freshsales", "prompt": "c54-m5", "model": "deepseek-small", "cat": "crm", "variant": "scale", "raw": "Freshsales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(Salesforce, HubSpot, Microsoft Dynamics, Pipedrive, Zoho, Freshsales, Monday) benchmarked against these criteria"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|deepseek-small|Monday", "prompt": "c54-m5", "model": "deepseek-small", "cat": "crm", "variant": "scale", "raw": "Monday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "(Salesforce, HubSpot, Microsoft Dynamics, Pipedrive, Zoho, Freshsales, Monday) benchmarked against these criteria"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|google-small|Salesforce", "prompt": "c54-m5", "model": "google-small", "cat": "crm", "variant": "scale", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is the most expensive, has a steep learning curve, and almost always requires a dedicated, full-time Salesforce Admin to run."}, {"id": "mai-20260915-0741-calibration_b|c54-m5|google-small|HubSpot (Enterprise)", "prompt": "c54-m5", "model": "google-small", "cat": "crm", "variant": "scale", "raw": "HubSpot (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Famous for ease of adoption and excellent alignment across Sales, Marketing, and Service... but pricing can escalate quickly"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|google-small|Microsoft Dynamics 365", "prompt": "c54-m5", "model": "google-small", "cat": "crm", "variant": "scale", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong contender if your company is already heavily bought into the Microsoft ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|google-small|Creatio", "prompt": "c54-m5", "model": "google-small", "cat": "crm", "variant": "scale", "raw": "Creatio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Creatio is excellent for low-code flexibility"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|google-small|Zoho", "prompt": "c54-m5", "model": "google-small", "cat": "crm", "variant": "scale", "raw": "Zoho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zoho provides deep features at a highly competitive price point"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|google-small|Odoo", "prompt": "c54-m5", "model": "google-small", "cat": "crm", "variant": "scale", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid-Market Specialists (e.g., Creatio, Zoho, Odoo)"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|minimax-small|Salesforce", "prompt": "c54-m5", "model": "minimax-small", "cat": "crm", "variant": "scale", "raw": "Salesforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-4 CRMs (Salesforce, HubSpot Enterprise, Pipedrive, Microsoft Dynamics, or others)"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|minimax-small|HubSpot Enterprise", "prompt": "c54-m5", "model": "minimax-small", "cat": "crm", "variant": "scale", "raw": "HubSpot Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist 3-4 CRMs (Salesforce, HubSpot Enterprise, Pipedrive, Microsoft Dynamics, or others)"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|minimax-small|Pipedrive", "prompt": "c54-m5", "model": "minimax-small", "cat": "crm", "variant": "scale", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist 3-4 CRMs (Salesforce, HubSpot Enterprise, Pipedrive, Microsoft Dynamics, or others)"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|minimax-small|Microsoft Dynamics", "prompt": "c54-m5", "model": "minimax-small", "cat": "crm", "variant": "scale", "raw": "Microsoft Dynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist 3-4 CRMs (Salesforce, HubSpot Enterprise, Pipedrive, Microsoft Dynamics, or others)"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|mistral-small|HubSpot Professional/Enterprise", "prompt": "c54-m5", "model": "mistral-small", "cat": "crm", "variant": "scale", "raw": "HubSpot Professional/Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**HubSpot Professional/Enterprise** - Good balance of features and usability"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|mistral-small|Salesforce Growth/Enterprise", "prompt": "c54-m5", "model": "mistral-small", "cat": "crm", "variant": "scale", "raw": "Salesforce Growth/Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Salesforce Growth/Enterprise** - Most customizable, highest TCO"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|mistral-small|Microsoft Dynamics 365 Sales", "prompt": "c54-m5", "model": "mistral-small", "cat": "crm", "variant": "scale", "raw": "Microsoft Dynamics 365 Sales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Microsoft Dynamics 365 Sales** - Tight Microsoft 365 integration"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|mistral-small|Zoho CRM", "prompt": "c54-m5", "model": "mistral-small", "cat": "crm", "variant": "scale", "raw": "Zoho CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Zoho CRM** - Cost-effective with good customization"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|moonshot-small|HubSpot Professional/Enterprise", "prompt": "c54-m5", "model": "moonshot-small", "cat": "crm", "variant": "scale", "raw": "HubSpot Professional/Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "typical picks for your size: HubSpot Professional/Enterprise, Salesforce Growth Cloud, Microsoft Dynamics 365, Zoho CRM"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|moonshot-small|Salesforce Growth Cloud", "prompt": "c54-m5", "model": "moonshot-small", "cat": "crm", "variant": "scale", "raw": "Salesforce Growth Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "typical picks for your size: HubSpot Professional/Enterprise, Salesforce Growth Cloud, Microsoft Dynamics 365, Zoho CRM"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|moonshot-small|Microsoft Dynamics 365", "prompt": "c54-m5", "model": "moonshot-small", "cat": "crm", "variant": "scale", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Microsoft 365 integration, enterprise features"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|moonshot-small|Zoho CRM", "prompt": "c54-m5", "model": "moonshot-small", "cat": "crm", "variant": "scale", "raw": "Zoho CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cost-effective, good feature set"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|xai-small|HubSpot Enterprise", "prompt": "c54-m5", "model": "xai-small", "cat": "crm", "variant": "scale", "raw": "HubSpot Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Popular picks for your scale: HubSpot, Salesforce, Dynamics (per PCMag, Forbes, G2)."}, {"id": "mai-20260915-0741-calibration_b|c54-m5|xai-small|Salesforce", "prompt": "c54-m5", "model": "xai-small", "cat": "crm", "variant": "scale", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Highly customizable/scalable (~$80-150/user), but higher TCO... Salesforce can overwhelm"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|xai-small|Pipedrive Premium", "prompt": "c54-m5", "model": "xai-small", "cat": "crm", "variant": "scale", "raw": "Pipedrive Premium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Others: Reworkd.ai or Pipedrive for faster deployment/lower cost."}, {"id": "mai-20260915-0741-calibration_b|c54-m5|xai-small|Dynamics 365", "prompt": "c54-m5", "model": "xai-small", "cat": "crm", "variant": "scale", "raw": "Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Dynamics 365: Microsoft ecosystem fit (~$65/user)."}, {"id": "mai-20260915-0741-calibration_b|c54-m5|xai-small|monday sales CRM", "prompt": "c54-m5", "model": "xai-small", "cat": "crm", "variant": "scale", "raw": "monday sales CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist 3-5 CRMs (e.g., via free trials of HubSpot Enterprise, Salesforce, Pipedrive Premium, Dynamics 365, monday sales CRM"}, {"id": "mai-20260915-0741-calibration_b|c54-m5|xai-small|Reworkd.ai", "prompt": "c54-m5", "model": "xai-small", "cat": "crm", "variant": "scale", "raw": "Reworkd.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others: Reworkd.ai or Pipedrive for faster deployment/lower cost."}, {"id": "mai-20260915-0741-calibration_b|c54-m6|alibaba-small|Microsoft Dynamics 365", "prompt": "c54-m6", "model": "alibaba-small", "cat": "crm", "variant": "negative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**What to avoid:** **Microsoft Dynamics 365**, **Oracle NetSuite**, **SAP Sales Cloud**, and heavily customized **Salesforce** instances."}, {"id": "mai-20260915-0741-calibration_b|c54-m6|alibaba-small|Oracle NetSuite", "prompt": "c54-m6", "model": "alibaba-small", "cat": "crm", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**What to avoid:** **Microsoft Dynamics 365**, **Oracle NetSuite**, **SAP Sales Cloud**"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|alibaba-small|SAP Sales Cloud", "prompt": "c54-m6", "model": "alibaba-small", "cat": "crm", "variant": "negative", "raw": "SAP Sales Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**What to avoid:** ... **SAP Sales Cloud**"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|alibaba-small|Salesforce", "prompt": "c54-m6", "model": "alibaba-small", "cat": "crm", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "heavily customized **Salesforce** instances"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|alibaba-small|HubSpot", "prompt": "c54-m6", "model": "alibaba-small", "cat": "crm", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**What to caution against:** **HubSpot** (specifically their Marketing/Sales Hubs after the Basic tier)"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|alibaba-small|Salesforce Essentials", "prompt": "c54-m6", "model": "alibaba-small", "cat": "crm", "variant": "negative", "raw": "Salesforce Essentials", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**What to caution against:** ... **Salesforce Essentials**"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|alibaba-small|Freshsales", "prompt": "c54-m6", "model": "alibaba-small", "cat": "crm", "variant": "negative", "raw": "Freshsales", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "lower-tier plans of **Freshsales**"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|alibaba-small|vTiger", "prompt": "c54-m6", "model": "alibaba-small", "cat": "crm", "variant": "negative", "raw": "vTiger", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**What to avoid/carefully vet:** **vTiger**, **SuiteCRM**, and **SugarCRM** (community editions)"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|alibaba-small|SuiteCRM", "prompt": "c54-m6", "model": "alibaba-small", "cat": "crm", "variant": "negative", "raw": "SuiteCRM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**What to avoid/carefully vet:** **vTiger**, **SuiteCRM**"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|alibaba-small|SugarCRM", "prompt": "c54-m6", "model": "alibaba-small", "cat": "crm", "variant": "negative", "raw": "SugarCRM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**SugarCRM** (community editions)"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|alibaba-small|Siebel", "prompt": "c54-m6", "model": "alibaba-small", "cat": "crm", "variant": "negative", "raw": "Siebel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**What to avoid:** Older versions of **Siebel**"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|alibaba-small|ACT!", "prompt": "c54-m6", "model": "alibaba-small", "cat": "crm", "variant": "negative", "raw": "ACT!", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "**What to avoid:** Older versions of **Siebel**, older **ACT!**"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|alibaba-small|Pipedrive", "prompt": "c54-m6", "model": "alibaba-small", "cat": "crm", "variant": "negative", "raw": "Pipedrive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "Start with something simple like **Pipedrive** or **Apptero** rather than trying to configure Salesforce."}, {"id": "mai-20260915-0741-calibration_b|c54-m6|alibaba-small|Apptero", "prompt": "c54-m6", "model": "alibaba-small", "cat": "crm", "variant": "negative", "raw": "Apptero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "Start with something simple like **Pipedrive** or **Apptero**"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|anthropic-small|Zoho CRM", "prompt": "c54-m6", "model": "anthropic-small", "cat": "crm", "variant": "negative", "raw": "Zoho CRM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Zoho receives particularly strong negative reactions on Reddit sales communities, with a UX gap that turns \"cheap clients\" into a recurring red-flag pattern"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|anthropic-small|Salesforce", "prompt": "c54-m6", "model": "anthropic-small", "cat": "crm", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the narrative has flipped from \"graduate to Salesforce\" to \"avoid graduating unless you absolutely have to\""}, {"id": "mai-20260915-0741-calibration_b|c54-m6|anthropic-small|Microsoft Dynamics CRM", "prompt": "c54-m6", "model": "anthropic-small", "cat": "crm", "variant": "negative", "raw": "Microsoft Dynamics CRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cost and user support are singled out as not being up to par, and it requires a significant amount of investment of time and money"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|anthropic-small|Apptivo", "prompt": "c54-m6", "model": "anthropic-small", "cat": "crm", "variant": "negative", "raw": "Apptivo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Many complain that the mobile app, email capabilities, poor desktop software and steep learning curve stop the software from reaching its potential"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|anthropic-small|HubSpot", "prompt": "c54-m6", "model": "anthropic-small", "cat": "crm", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "HubSpot is gutting its low-cost Provider Program (sunset August 2026), with commentary stating \"HubSpot Is Leaving Small Business Behind\""}, {"id": "mai-20260915-0741-calibration_b|c54-m6|deepseek-small|Salesforce", "prompt": "c54-m6", "model": "deepseek-small", "cat": "crm", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Who should avoid it:** Small businesses, solo operators, and teams without dedicated IT/admin staff. It's genuinely overkill"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|deepseek-small|HubSpot", "prompt": "c54-m6", "model": "deepseek-small", "cat": "crm", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Who should avoid it:** Teams that expect to grow their contact/lead lists ... The free tier is a trap"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|deepseek-small|Zoho CRM", "prompt": "c54-m6", "model": "deepseek-small", "cat": "crm", "variant": "negative", "raw": "Zoho CRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Treat **Zoho** and **Pipedrive** as value picks with real tradeoffs."}, {"id": "mai-20260915-0741-calibration_b|c54-m6|deepseek-small|Pipedrive", "prompt": "c54-m6", "model": "deepseek-small", "cat": "crm", "variant": "negative", "raw": "Pipedrive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Support sits behind a paywall** — half the support complaints in one study were about Pipedrive"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|deepseek-small|Close", "prompt": "c54-m6", "model": "deepseek-small", "cat": "crm", "variant": "negative", "raw": "Close", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "flat, all-in-one pricing with support included; strong for outbound sales"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|deepseek-small|Less Annoying CRM", "prompt": "c54-m6", "model": "deepseek-small", "cat": "crm", "variant": "negative", "raw": "Less Annoying CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "literally one plan, one price ($15/user), no tiers, no gating, very few negative reviews"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|deepseek-small|Salesflare", "prompt": "c54-m6", "model": "deepseek-small", "cat": "crm", "variant": "negative", "raw": "Salesflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "highly rated (4.8/5), automated data capture, minimal admin burden"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|deepseek-small|Monday CRM", "prompt": "c54-m6", "model": "deepseek-small", "cat": "crm", "variant": "negative", "raw": "Monday CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Monday CRM** / **Copper** (if already in their ecosystems)"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|deepseek-small|Copper", "prompt": "c54-m6", "model": "deepseek-small", "cat": "crm", "variant": "negative", "raw": "Copper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Monday CRM** / **Copper** (if already in their ecosystems)"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|google-small|Salesforce", "prompt": "c54-m6", "model": "google-small", "cat": "crm", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Verdict: Avoid unless you have a dedicated IT team or budget for a Salesforce developer."}, {"id": "mai-20260915-0741-calibration_b|c54-m6|google-small|HubSpot", "prompt": "c54-m6", "model": "google-small", "cat": "crm", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "There is a massive, predatory pricing gap between the cheap tiers and the advanced ones"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|google-small|Zoho CRM", "prompt": "c54-m6", "model": "google-small", "cat": "crm", "variant": "negative", "raw": "Zoho CRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the interface is often criticized as clunky and outdated compared to modern competitors"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|google-small|Act!", "prompt": "c54-m6", "model": "google-small", "cat": "crm", "variant": "negative", "raw": "Act!", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Legacy and On-Premise CRMs (e.g., Act!, GoldMine, older versions of Sage) ... Why to avoid: These are relics of the 1990s"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|google-small|GoldMine", "prompt": "c54-m6", "model": "google-small", "cat": "crm", "variant": "negative", "raw": "GoldMine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Legacy and On-Premise CRMs (e.g., Act!, GoldMine, older versions of Sage)"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|google-small|Sage", "prompt": "c54-m6", "model": "google-small", "cat": "crm", "variant": "negative", "raw": "Sage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "older versions of Sage) ... Why to avoid: These are relics of the 1990s and early 2000s."}, {"id": "mai-20260915-0741-calibration_b|c54-m6|google-small|SuiteCRM", "prompt": "c54-m6", "model": "google-small", "cat": "crm", "variant": "negative", "raw": "SuiteCRM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Self-Hosted, Open-Source CRMs (Unless you are a developer) (e.g., SuiteCRM) Why to avoid: ... the hidden costs are massive."}, {"id": "mai-20260915-0741-calibration_b|c54-m6|minimax-small|Salesforce", "prompt": "c54-m6", "model": "minimax-small", "cat": "crm", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Salesforce — Avoid for Small Teams"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|minimax-small|Pipedrive", "prompt": "c54-m6", "model": "minimax-small", "cat": "crm", "variant": "negative", "raw": "Pipedrive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Pipedrive & Close — Avoid If You Need More Than Sales"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|minimax-small|Close", "prompt": "c54-m6", "model": "minimax-small", "cat": "crm", "variant": "negative", "raw": "Close", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Sales-only CRMs with no marketing or customer service modules"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|minimax-small|HubSpot", "prompt": "c54-m6", "model": "minimax-small", "cat": "crm", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Better alternatives: HubSpot, Monday.com, or Salesforce for full RevOps workflows."}, {"id": "mai-20260915-0741-calibration_b|c54-m6|minimax-small|Monday.com", "prompt": "c54-m6", "model": "minimax-small", "cat": "crm", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Better alternatives: HubSpot, Monday.com"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|minimax-small|Zoho CRM", "prompt": "c54-m6", "model": "minimax-small", "cat": "crm", "variant": "negative", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Small team, low deal value | Salesforce | Pipedrive, Zoho CRM"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|mistral-small|Bitrix24", "prompt": "c54-m6", "model": "mistral-small", "cat": "crm", "variant": "negative", "raw": "Bitrix24", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "CRMs with Major Red Flags ... Bitrix24 ... \"WOULD NEVER RECOMMEND ANY BUSINESS TO USE THIS SYSTEM\""}, {"id": "mai-20260915-0741-calibration_b|c54-m6|mistral-small|Insightly", "prompt": "c54-m6", "model": "mistral-small", "cat": "crm", "variant": "negative", "raw": "Insightly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Multiple users report \"AVOID please\" and \"AVOID at all cost\""}, {"id": "mai-20260915-0741-calibration_b|c54-m6|mistral-small|HubSpot", "prompt": "c54-m6", "model": "mistral-small", "cat": "crm", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "HubSpot (especially for small businesses) - Hidden costs, aggressive upselling, bloated interface, paywalls for basic features"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|mistral-small|Pipedrive", "prompt": "c54-m6", "model": "mistral-small", "cat": "crm", "variant": "negative", "raw": "Pipedrive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Missing essential features on basic plans, poor customer support, limited reporting"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|mistral-small|Zoho CRM", "prompt": "c54-m6", "model": "mistral-small", "cat": "crm", "variant": "negative", "raw": "Zoho CRM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Interface clutter, customization difficulties, billing disputes, support friction"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|mistral-small|Salesforce", "prompt": "c54-m6", "model": "mistral-small", "cat": "crm", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "CRMs with Moderate Concerns ... Salesforce ... Complexity, high costs, poor support responsiveness"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|mistral-small|Freshsales", "prompt": "c54-m6", "model": "mistral-small", "cat": "crm", "variant": "negative", "raw": "Freshsales", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Highest support complaint rate in analysis (14 of 62 negative reviews)"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|mistral-small|Copper", "prompt": "c54-m6", "model": "mistral-small", "cat": "crm", "variant": "negative", "raw": "Copper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Support and workflow issues (9 and 8 of 52 negative reviews)"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|mistral-small|Monday CRM", "prompt": "c54-m6", "model": "mistral-small", "cat": "crm", "variant": "negative", "raw": "Monday CRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Interface clutter, customization difficulties"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|mistral-small|Capsule CRM", "prompt": "c54-m6", "model": "mistral-small", "cat": "crm", "variant": "negative", "raw": "Capsule CRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Very poor automation capabilities (52/100 score), limited features"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|moonshot-small|LionDesk", "prompt": "c54-m6", "model": "moonshot-small", "cat": "crm", "variant": "negative", "raw": "LionDesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**LionDesk** ⚠️ **SHUTDOWN IMMINENT**"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|moonshot-small|Lone Wolf Relationships", "prompt": "c54-m6", "model": "moonshot-small", "cat": "crm", "variant": "negative", "raw": "Lone Wolf Relationships", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Alternative**: Users being pushed to Lone Wolf Relationships"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|moonshot-small|Zoho CRM", "prompt": "c54-m6", "model": "moonshot-small", "cat": "crm", "variant": "negative", "raw": "Zoho CRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Zoho CRM** ⚠️ **CAUTION ADVISED**"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|moonshot-small|Salesforce", "prompt": "c54-m6", "model": "moonshot-small", "cat": "crm", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Salesforce** ⚠️ **PROCEED WITH CAUTION**"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|moonshot-small|HubSpot", "prompt": "c54-m6", "model": "moonshot-small", "cat": "crm", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**HubSpot** ⚠️ **PRICING TRAP WARNING**"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|moonshot-small|Copper CRM", "prompt": "c54-m6", "model": "moonshot-small", "cat": "crm", "variant": "negative", "raw": "Copper CRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Copper CRM** ⚠️ **TECHNICAL & BILLING ISSUES**"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|moonshot-small|Insightly", "prompt": "c54-m6", "model": "moonshot-small", "cat": "crm", "variant": "negative", "raw": "Insightly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Insightly** ⚠️ **SUPPORT & CUSTOMIZATION LIMITATIONS**"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|moonshot-small|Microsoft Dynamics 365 Sales", "prompt": "c54-m6", "model": "moonshot-small", "cat": "crm", "variant": "negative", "raw": "Microsoft Dynamics 365 Sales", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Microsoft Dynamics 365 Sales Close Agent** — removed October 30, 2026"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|moonshot-small|Nutshell", "prompt": "c54-m6", "model": "moonshot-small", "cat": "crm", "variant": "negative", "raw": "Nutshell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Nutshell** — affordable, good support, simpler (but verify recent reviews)"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|moonshot-small|Pipedrive", "prompt": "c54-m6", "model": "moonshot-small", "cat": "crm", "variant": "negative", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Pipedrive** — visual pipeline focus (but watch for support behind paywall)"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|moonshot-small|Attio", "prompt": "c54-m6", "model": "moonshot-small", "cat": "crm", "variant": "negative", "raw": "Attio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Attio, Folk, Day.ai** — newer, simpler alternatives (but evaluate stability)"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|moonshot-small|Folk", "prompt": "c54-m6", "model": "moonshot-small", "cat": "crm", "variant": "negative", "raw": "Folk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Attio, Folk, Day.ai** — newer, simpler alternatives (but evaluate stability)"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|moonshot-small|Day.ai", "prompt": "c54-m6", "model": "moonshot-small", "cat": "crm", "variant": "negative", "raw": "Day.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Attio, Folk, Day.ai** — newer, simpler alternatives (but evaluate stability)"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|openai-small|Salesforce", "prompt": "c54-m6", "model": "openai-small", "cat": "crm", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Salesforce explicitly documents portability policies and APIs for customer data access, which is the kind of capability you want to see."}, {"id": "mai-20260915-0741-calibration_b|c54-m6|openai-small|HubSpot", "prompt": "c54-m6", "model": "openai-small", "cat": "crm", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "HubSpot and Salesforce both maintain public security/compliance resources; that transparency is a positive sign."}, {"id": "mai-20260915-0741-calibration_b|c54-m6|openai-small|Dynamics 365", "prompt": "c54-m6", "model": "openai-small", "cat": "crm", "variant": "negative", "raw": "Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Microsoft documents security/privacy controls for Dynamics 365"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|openai-small|Zoho", "prompt": "c54-m6", "model": "openai-small", "cat": "crm", "variant": "negative", "raw": "Zoho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "for CRMs like **HubSpot, Salesforce, Zoho, Pipedrive, Monday, and GoHighLevel**"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|openai-small|Pipedrive", "prompt": "c54-m6", "model": "openai-small", "cat": "crm", "variant": "negative", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "for CRMs like **HubSpot, Salesforce, Zoho, Pipedrive, Monday, and GoHighLevel**"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|openai-small|Monday", "prompt": "c54-m6", "model": "openai-small", "cat": "crm", "variant": "negative", "raw": "Monday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "for CRMs like **HubSpot, Salesforce, Zoho, Pipedrive, Monday, and GoHighLevel**"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|openai-small|GoHighLevel", "prompt": "c54-m6", "model": "openai-small", "cat": "crm", "variant": "negative", "raw": "GoHighLevel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "for CRMs like **HubSpot, Salesforce, Zoho, Pipedrive, Monday, and GoHighLevel**"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|xai-small|HubSpot", "prompt": "c54-m6", "model": "xai-small", "cat": "crm", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tops lists with 300+ negative G2 reviews (capped) and a \"Severe\" risk score (100/100 on SaaS Flags, 12 warnings)."}, {"id": "mai-20260915-0741-calibration_b|c54-m6|xai-small|Zoho CRM", "prompt": "c54-m6", "model": "xai-small", "cat": "crm", "variant": "negative", "raw": "Zoho CRM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Who to avoid for**: Beginners, non-tech teams, or those needing reliable integrations."}, {"id": "mai-20260915-0741-calibration_b|c54-m6|xai-small|Salesforce", "prompt": "c54-m6", "model": "xai-small", "cat": "crm", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "\"High Risk\" (59/100)... Called \"money pit\" for SMBs."}, {"id": "mai-20260915-0741-calibration_b|c54-m6|xai-small|Pipedrive", "prompt": "c54-m6", "model": "xai-small", "cat": "crm", "variant": "negative", "raw": "Pipedrive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be Cautious With (Moderate Complaints): Pipedrive: 246 negative G2 reviews"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|xai-small|Freshsales", "prompt": "c54-m6", "model": "xai-small", "cat": "crm", "variant": "negative", "raw": "Freshsales", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Others like **Freshsales**, **Insightly** (119 negatives)... pop up but less severely."}, {"id": "mai-20260915-0741-calibration_b|c54-m6|xai-small|Insightly", "prompt": "c54-m6", "model": "xai-small", "cat": "crm", "variant": "negative", "raw": "Insightly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Insightly** (119 negatives)... pop up but less severely"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|xai-small|Gong/Outreach/Salesloft", "prompt": "c54-m6", "model": "xai-small", "cat": "crm", "variant": "negative", "raw": "Gong/Outreach/Salesloft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Gong/Outreach/Salesloft** (enterprise pricing/support)... pop up but less severely"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|xai-small|GoHighLevel", "prompt": "c54-m6", "model": "xai-small", "cat": "crm", "variant": "negative", "raw": "GoHighLevel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**GoHighLevel** (steep curve) pop up but less severely"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|xai-small|Less Annoying CRM", "prompt": "c54-m6", "model": "xai-small", "cat": "crm", "variant": "negative", "raw": "Less Annoying CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Simple teams? Try low-complaint options like Less Annoying CRM (1 negative), Capsule, or Close."}, {"id": "mai-20260915-0741-calibration_b|c54-m6|xai-small|Capsule", "prompt": "c54-m6", "model": "xai-small", "cat": "crm", "variant": "negative", "raw": "Capsule", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "low-complaint options like Less Annoying CRM (1 negative), Capsule, or Close"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|xai-small|Close", "prompt": "c54-m6", "model": "xai-small", "cat": "crm", "variant": "negative", "raw": "Close", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "low-complaint options like Less Annoying CRM (1 negative), Capsule, or Close"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|zai-small|HubSpot Sales Hub", "prompt": "c54-m6", "model": "zai-small", "cat": "crm", "variant": "negative", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "here are the CRMs you should be cautious about or potentially avoid: ### **1. HubSpot Sales Hub**"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|zai-small|Zoho CRM", "prompt": "c54-m6", "model": "zai-small", "cat": "crm", "variant": "negative", "raw": "Zoho CRM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "### **2. Zoho CRM** **Primary Concerns:** - **UI/UX Issues**: Dated interface that feels clunky"}, {"id": "mai-20260915-0741-calibration_b|c54-m6|zai-small|Pipedrive", "prompt": "c54-m6", "model": "zai-small", "cat": "crm", "variant": "negative", "raw": "Pipedrive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "### **3. Pipedrive** **Primary Concerns:** - **Email Integration**: Limited email features"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|alibaba-small|CustomerLabs 1PD Ops", "prompt": "c68-m1", "model": "alibaba-small", "cat": "identity-resolution", "variant": "direct", "raw": "CustomerLabs 1PD Ops", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick for Marketing-Led Teams: **CustomerLabs 1PD Ops**"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|alibaba-small|Hightouch", "prompt": "c68-m1", "model": "alibaba-small", "cat": "identity-resolution", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Engineering-Led/Data House Teams: **Hightouch**"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|alibaba-small|LiveRamp", "prompt": "c68-m1", "model": "alibaba-small", "cat": "identity-resolution", "variant": "direct", "raw": "LiveRamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "LiveRamp is often reserved for large enterprises, but it is the strongest fit for mid-market B2B companies that have a significant budget ($100k+)"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|anthropic-small|Tealium", "prompt": "c68-m1", "model": "anthropic-small", "cat": "identity-resolution", "variant": "direct", "raw": "Tealium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tealium or Amperity are recommended for mid-market companies, offering deeper identity resolution while remaining scalable"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|anthropic-small|RB2B", "prompt": "c68-m1", "model": "anthropic-small", "cat": "identity-resolution", "variant": "direct", "raw": "RB2B", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other B2B-focused platforms mentioned include RB2B, which emphasizes B2B Slack-driven sales motion"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|anthropic-small|Amperity", "prompt": "c68-m1", "model": "anthropic-small", "cat": "identity-resolution", "variant": "direct", "raw": "Amperity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Tealium or Amperity are recommended for mid-market companies, offering deeper identity resolution while remaining scalable"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|anthropic-small|Warmly", "prompt": "c68-m1", "model": "anthropic-small", "cat": "identity-resolution", "variant": "direct", "raw": "Warmly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Warmly focuses on B2B with strong company-level resolution and person-level B2B matching available with intent signals"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|anthropic-small|Twilio Segment", "prompt": "c68-m1", "model": "anthropic-small", "cat": "identity-resolution", "variant": "direct", "raw": "Twilio Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Twilio Segment is the better choice when match accuracy and real-time event streaming matter more than reach"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|anthropic-small|Hightouch Adaptive Identity Resolution", "prompt": "c68-m1", "model": "anthropic-small", "cat": "identity-resolution", "variant": "direct", "raw": "Hightouch Adaptive Identity Resolution", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For warehouse-native teams that want the identity graph in their own infrastructure, Hightouch Adaptive Identity Resolution is the clearest fit"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|anthropic-small|Zingg", "prompt": "c68-m1", "model": "anthropic-small", "cat": "identity-resolution", "variant": "direct", "raw": "Zingg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Zingg runs a native Snowpark architecture that executes the full identity resolution pipeline inside Snowflake's compute"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|challenger-small|Segment", "prompt": "c68-m1", "model": "challenger-small", "cat": "identity-resolution", "variant": "direct", "raw": "Segment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for mid-market B2B:** **Segment** — fastest implementation, broad connector coverage"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|challenger-small|Hightouch", "prompt": "c68-m1", "model": "challenger-small", "cat": "identity-resolution", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Hightouch** if your data already lives in a warehouse and you want lower total cost of ownership"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|challenger-small|Prospeo", "prompt": "c68-m1", "model": "challenger-small", "cat": "identity-resolution", "variant": "direct", "raw": "Prospeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for B2B contact resolution specifically:** **Prospeo**"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|challenger-small|Twilio Segment", "prompt": "c68-m1", "model": "challenger-small", "cat": "identity-resolution", "variant": "direct", "raw": "Twilio Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Twilio Segment** is recommended when match accuracy and real-time streaming matter more than maximum reach"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|challenger-small|Tealium", "prompt": "c68-m1", "model": "challenger-small", "cat": "identity-resolution", "variant": "direct", "raw": "Tealium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "shortlist from the results also includes **Tealium** and **Amperity** for deeper identity stitching"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|challenger-small|Amperity", "prompt": "c68-m1", "model": "challenger-small", "cat": "identity-resolution", "variant": "direct", "raw": "Amperity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "also includes **Tealium** and **Amperity** for deeper identity stitching"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|challenger-small|LiveRamp", "prompt": "c68-m1", "model": "challenger-small", "cat": "identity-resolution", "variant": "direct", "raw": "LiveRamp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "place **LiveRamp** at the top, but that is generally more than many mid-market B2B teams need"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|deepseek-small|Hightouch", "prompt": "c68-m1", "model": "deepseek-small", "cat": "identity-resolution", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Hightouch**"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|deepseek-small|Twilio Segment", "prompt": "c68-m1", "model": "deepseek-small", "cat": "identity-resolution", "variant": "direct", "raw": "Twilio Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need something quick, developer-friendly, and real-time → choose Twilio Segment."}, {"id": "mai-20260915-0741-calibration_b|c68-m1|deepseek-small|Salesforce Data 360", "prompt": "c68-m1", "model": "deepseek-small", "cat": "identity-resolution", "variant": "direct", "raw": "Salesforce Data 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best-in-class for B2B account hierarchies, but expensive for mid-market"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|deepseek-small|FullContact", "prompt": "c68-m1", "model": "deepseek-small", "cat": "identity-resolution", "variant": "direct", "raw": "FullContact", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "~50% match rate reported, U.S.-only coverage, opaque enterprise pricing"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|deepseek-small|mParticle", "prompt": "c68-m1", "model": "deepseek-small", "cat": "identity-resolution", "variant": "direct", "raw": "mParticle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Not designed for B2B account-level resolution"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|deepseek-small|LiveRamp", "prompt": "c68-m1", "model": "deepseek-small", "cat": "identity-resolution", "variant": "direct", "raw": "LiveRamp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Overkill for most mid-market budgets"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|deepseek-small|Amperity", "prompt": "c68-m1", "model": "deepseek-small", "cat": "identity-resolution", "variant": "direct", "raw": "Amperity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**$10K+/month** → **LiveRamp**, **Amperity**, or **Salesforce Data 360**"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|deepseek-small|RB2B", "prompt": "c68-m1", "model": "deepseek-small", "cat": "identity-resolution", "variant": "direct", "raw": "RB2B", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Visitor identification** (RB2B, Factors, Warmly"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|deepseek-small|Factors", "prompt": "c68-m1", "model": "deepseek-small", "cat": "identity-resolution", "variant": "direct", "raw": "Factors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Visitor identification** (RB2B, Factors, Warmly"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|deepseek-small|Warmly", "prompt": "c68-m1", "model": "deepseek-small", "cat": "identity-resolution", "variant": "direct", "raw": "Warmly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Visitor identification** (RB2B, Factors, Warmly"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|google-small|Clay", "prompt": "c68-m1", "model": "google-small", "cat": "identity-resolution", "variant": "direct", "raw": "Clay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Pick: Clay** ... Clay is an **open data orchestration platform**"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|google-small|Apollo", "prompt": "c68-m1", "model": "google-small", "cat": "identity-resolution", "variant": "direct", "raw": "Apollo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "waterfall of 100+ enrichment providers (such as Apollo, ZoomInfo, People Data Labs)"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|google-small|ZoomInfo", "prompt": "c68-m1", "model": "google-small", "cat": "identity-resolution", "variant": "direct", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "mid-market teams were locked into expensive single-provider databases like ZoomInfo"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|google-small|People Data Labs", "prompt": "c68-m1", "model": "google-small", "cat": "identity-resolution", "variant": "direct", "raw": "People Data Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as Apollo, ZoomInfo, People Data Labs"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|google-small|LeanData", "prompt": "c68-m1", "model": "google-small", "cat": "identity-resolution", "variant": "direct", "raw": "LeanData", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**LeanData:** The gold standard if your mid-market sales motion is **Salesforce-native**"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|google-small|Openprise", "prompt": "c68-m1", "model": "google-small", "cat": "identity-resolution", "variant": "direct", "raw": "Openprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Openprise:** An elite RevOps data orchestration platform."}, {"id": "mai-20260915-0741-calibration_b|c68-m1|google-small|6sense", "prompt": "c68-m1", "model": "google-small", "cat": "identity-resolution", "variant": "direct", "raw": "6sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Top Picks: 6sense, Demandbase, or RB2B"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|google-small|Demandbase", "prompt": "c68-m1", "model": "google-small", "cat": "identity-resolution", "variant": "direct", "raw": "Demandbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Massive Account-Based Marketing (ABM) platforms that leverage deep, proprietary B2B identity graphs"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|google-small|RB2B", "prompt": "c68-m1", "model": "google-small", "cat": "identity-resolution", "variant": "direct", "raw": "RB2B", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "A popular, highly disruptive option for mid-market Product-Led Growth (PLG) teams"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|google-small|Hightouch", "prompt": "c68-m1", "model": "google-small", "cat": "identity-resolution", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Top Pick: Hightouch (Adaptive Identity Resolution)"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|meta-small|LettrLabs", "prompt": "c68-m1", "model": "meta-small", "cat": "identity-resolution", "variant": "direct", "raw": "LettrLabs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The search results provide several options, including LettrLabs, DirectMail.io, mParticle, LiveRamp, Zeotap, and Twilio Segment."}, {"id": "mai-20260915-0741-calibration_b|c68-m1|meta-small|DirectMail.io", "prompt": "c68-m1", "model": "meta-small", "cat": "identity-resolution", "variant": "direct", "raw": "DirectMail.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "several options, including LettrLabs, DirectMail.io, mParticle, LiveRamp, Zeotap, and Twilio Segment"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|meta-small|mParticle", "prompt": "c68-m1", "model": "meta-small", "cat": "identity-resolution", "variant": "direct", "raw": "mParticle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "several options, including LettrLabs, DirectMail.io, mParticle, LiveRamp, Zeotap, and Twilio Segment"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|meta-small|LiveRamp", "prompt": "c68-m1", "model": "meta-small", "cat": "identity-resolution", "variant": "direct", "raw": "LiveRamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "several options, including LettrLabs, DirectMail.io, mParticle, LiveRamp, Zeotap, and Twilio Segment"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|meta-small|Zeotap", "prompt": "c68-m1", "model": "meta-small", "cat": "identity-resolution", "variant": "direct", "raw": "Zeotap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "several options, including LettrLabs, DirectMail.io, mParticle, LiveRamp, Zeotap, and Twilio Segment"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|meta-small|Twilio Segment", "prompt": "c68-m1", "model": "meta-small", "cat": "identity-resolution", "variant": "direct", "raw": "Twilio Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "several options, including LettrLabs, DirectMail.io, mParticle, LiveRamp, Zeotap, and Twilio Segment"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|minimax-small|LiveRamp", "prompt": "c68-m1", "model": "minimax-small", "cat": "identity-resolution", "variant": "direct", "raw": "LiveRamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Twilio Segment** or **LiveRamp** are often cited as the best fits"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|minimax-small|Zeotap", "prompt": "c68-m1", "model": "minimax-small", "cat": "identity-resolution", "variant": "direct", "raw": "Zeotap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Strong enterprise features but may be overkill for smaller mid-market companies"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|minimax-small|Twilio Segment", "prompt": "c68-m1", "model": "minimax-small", "cat": "identity-resolution", "variant": "direct", "raw": "Twilio Segment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Twilio Segment** or **LiveRamp** are often cited as the best fits"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|minimax-small|DirectMail.io", "prompt": "c68-m1", "model": "minimax-small", "cat": "identity-resolution", "variant": "direct", "raw": "DirectMail.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "then **LettrLabs** or **DirectMail.io** would be more specialized"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|minimax-small|LettrLabs", "prompt": "c68-m1", "model": "minimax-small", "cat": "identity-resolution", "variant": "direct", "raw": "LettrLabs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "50-60% match rate on US consumer traffic, includes postal address + email + demographics"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|mistral-small|Warmly", "prompt": "c68-m1", "model": "mistral-small", "cat": "identity-resolution", "variant": "direct", "raw": "Warmly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Warmly** - *Best Overall for B2B Mid-Market*"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|mistral-small|Prospeo", "prompt": "c68-m1", "model": "mistral-small", "cat": "identity-resolution", "variant": "direct", "raw": "Prospeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Prospeo** - *Best for Contact Resolution & Data Quality*"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|mistral-small|RB2B", "prompt": "c68-m1", "model": "mistral-small", "cat": "identity-resolution", "variant": "direct", "raw": "RB2B", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. RB2B** - *Best Budget Option*"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|mistral-small|Factors", "prompt": "c68-m1", "model": "mistral-small", "cat": "identity-resolution", "variant": "direct", "raw": "Factors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Factors** - *Best Mid-Tier Visitor Identification*"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|mistral-small|LiveRamp", "prompt": "c68-m1", "model": "mistral-small", "cat": "identity-resolution", "variant": "direct", "raw": "LiveRamp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**LiveRamp**: Enterprise-focused ($100K-$500K/year), too complex and expensive"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|mistral-small|6sense", "prompt": "c68-m1", "model": "mistral-small", "cat": "identity-resolution", "variant": "direct", "raw": "6sense", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**6sense/Demandbase**: Enterprise ABM suites ($50K+/year), overkill for most mid-market companies"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|mistral-small|Demandbase", "prompt": "c68-m1", "model": "mistral-small", "cat": "identity-resolution", "variant": "direct", "raw": "Demandbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**6sense/Demandbase**: Enterprise ABM suites ($50K+/year), overkill for most mid-market companies"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|mistral-small|ZoomInfo", "prompt": "c68-m1", "model": "mistral-small", "cat": "identity-resolution", "variant": "direct", "raw": "ZoomInfo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**ZoomInfo**: Primarily a contact database, not pure identity resolution"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|moonshot-small|Segment (Twilio)", "prompt": "c68-m1", "model": "moonshot-small", "cat": "identity-resolution", "variant": "direct", "raw": "Segment (Twilio)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, I recommend starting with Segment"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|moonshot-small|Leadspace", "prompt": "c68-m1", "model": "moonshot-small", "cat": "identity-resolution", "variant": "direct", "raw": "Leadspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best B2B-Specific Identity Resolution ... Consider Leadspace instead if"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|moonshot-small|mParticle", "prompt": "c68-m1", "model": "moonshot-small", "cat": "identity-resolution", "variant": "direct", "raw": "mParticle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Mobile-Heavy B2B"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|moonshot-small|RudderStack", "prompt": "c68-m1", "model": "moonshot-small", "cat": "identity-resolution", "variant": "direct", "raw": "RudderStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider RudderStack if: You have strong engineering/data teams"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|moonshot-small|Terminus", "prompt": "c68-m1", "model": "moonshot-small", "cat": "identity-resolution", "variant": "direct", "raw": "Terminus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for ABM-Focused Teams"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|moonshot-small|Demandbase", "prompt": "c68-m1", "model": "moonshot-small", "cat": "identity-resolution", "variant": "direct", "raw": "Demandbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Demandbase: ~$50K-$100K+/year"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|moonshot-small|6sense", "prompt": "c68-m1", "model": "moonshot-small", "cat": "identity-resolution", "variant": "direct", "raw": "6sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "6sense: $60K-$150K+/year"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|openai-small|Segment", "prompt": "c68-m1", "model": "openai-small", "cat": "identity-resolution", "variant": "direct", "raw": "Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Segment, LiveRamp, or 6sense** are often the strongest starting points for mid-market B2B"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|openai-small|LiveRamp", "prompt": "c68-m1", "model": "openai-small", "cat": "identity-resolution", "variant": "direct", "raw": "LiveRamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd say **LiveRamp** is the safest general-purpose recommendation"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|openai-small|6sense", "prompt": "c68-m1", "model": "openai-small", "cat": "identity-resolution", "variant": "direct", "raw": "6sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**6sense** is better if your \"identity resolution\" need is really about **account-based revenue operations**"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|openai-small|Data 360 (Salesforce Data Cloud)", "prompt": "c68-m1", "model": "openai-small", "cat": "identity-resolution", "variant": "direct", "raw": "Data 360 (Salesforce Data Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you're already a Salesforce shop:** **Salesforce Data 360**"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|openai-small|Treasure Data", "prompt": "c68-m1", "model": "openai-small", "cat": "identity-resolution", "variant": "direct", "raw": "Treasure Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best if you want a broader CDP with strong data plumbing:** **Treasure Data** or **Tealium**"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|openai-small|Tealium", "prompt": "c68-m1", "model": "openai-small", "cat": "identity-resolution", "variant": "direct", "raw": "Tealium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best if you want a broader CDP with strong data plumbing:** **Treasure Data** or **Tealium**"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|openai-small|Amperity", "prompt": "c68-m1", "model": "openai-small", "cat": "identity-resolution", "variant": "direct", "raw": "Amperity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "G2's current identity-resolution category highlights vendors like ... Amperity, LiveRamp, and Zeotap"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|openai-small|Zeotap", "prompt": "c68-m1", "model": "openai-small", "cat": "identity-resolution", "variant": "direct", "raw": "Zeotap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "highlights vendors like **Data 360 (Salesforce Data Cloud), Treasure Data, Tealium, Amperity, LiveRamp, and Zeotap**"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|xai-small|Prospeo", "prompt": "c68-m1", "model": "xai-small", "cat": "identity-resolution", "variant": "direct", "raw": "Prospeo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Prospeo (Best for B2B contact/account verification & outbound)** ... Purpose-built for B2B"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|xai-small|Hightouch", "prompt": "c68-m1", "model": "xai-small", "cat": "identity-resolution", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Hightouch (Best for warehouse-native, customizable resolution)**"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|xai-small|Twilio Segment (Unify)", "prompt": "c68-m1", "model": "xai-small", "cat": "identity-resolution", "variant": "direct", "raw": "Twilio Segment (Unify)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Twilio Segment (Unify) (Best for real-time behavioral + account stitching)**"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|xai-small|FullContact", "prompt": "c68-m1", "model": "xai-small", "cat": "identity-resolution", "variant": "direct", "raw": "FullContact", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "FullContact (affordable API, but ~50% match rates, opaque enterprise pricing)"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|xai-small|LiveRamp", "prompt": "c68-m1", "model": "xai-small", "cat": "identity-resolution", "variant": "direct", "raw": "LiveRamp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid enterprise-heavy like LiveRamp/Amperity ($100K+) unless budget allows"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|xai-small|Amperity", "prompt": "c68-m1", "model": "xai-small", "cat": "identity-resolution", "variant": "direct", "raw": "Amperity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid enterprise-heavy like LiveRamp/Amperity ($100K+) unless budget allows"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|zai-small|RudderStack", "prompt": "c68-m1", "model": "zai-small", "cat": "identity-resolution", "variant": "direct", "raw": "RudderStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "then considering **RudderStack** or **Hightouch** if you need more advanced identity resolution capabilities"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|zai-small|Hightouch", "prompt": "c68-m1", "model": "zai-small", "cat": "identity-resolution", "variant": "direct", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then considering **RudderStack** or **Hightouch** if you need more advanced identity resolution capabilities"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|zai-small|Tomba", "prompt": "c68-m1", "model": "zai-small", "cat": "identity-resolution", "variant": "direct", "raw": "Tomba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I recommend starting with **Tomba's layered approach** to address data quality issues first"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|zai-small|LiveRamp", "prompt": "c68-m1", "model": "zai-small", "cat": "identity-resolution", "variant": "direct", "raw": "LiveRamp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cons: Higher cost, complex implementation"}, {"id": "mai-20260915-0741-calibration_b|c68-m1|zai-small|Twilio Segment (with Unify)", "prompt": "c68-m1", "model": "zai-small", "cat": "identity-resolution", "variant": "direct", "raw": "Twilio Segment (with Unify)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cons: Quote-based pricing for CDP features, data residency concerns"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|alibaba-small|Leadpipe", "prompt": "c68-m2", "model": "alibaba-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Leadpipe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Leadpipe** if you're ABM-focused and want everything in one platform at a reasonable price point."}, {"id": "mai-20260915-0741-calibration_b|c68-m2|alibaba-small|FullContact", "prompt": "c68-m2", "model": "alibaba-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "FullContact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you primarily need contact enrichment for your sales team, **FullContact** may be more appropriate."}, {"id": "mai-20260915-0741-calibration_b|c68-m2|alibaba-small|Hightouch", "prompt": "c68-m2", "model": "alibaba-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hightouch** or similar warehouse-native tools ... Best for: Teams using Snowflake, BigQuery, Databricks who want more control"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|alibaba-small|Twilio Segment", "prompt": "c68-m2", "model": "alibaba-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Twilio Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For complex, multi-channel needs with significant infrastructure, consider a CDP approach like **Twilio Segment**."}, {"id": "mai-20260915-0741-calibration_b|c68-m2|alibaba-small|Amperity", "prompt": "c68-m2", "model": "alibaba-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Amperity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More expensive but highly accurate for known customer data"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|anthropic-small|Okta Customer Identity", "prompt": "c68-m2", "model": "anthropic-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Okta Customer Identity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Okta Customer Identity is an excellent choice for mid-size to enterprise-level organizations that require a highly scalable, secure, and feature-rich solution"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|anthropic-small|ActionIQ", "prompt": "c68-m2", "model": "anthropic-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "ActionIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "making it strong for B2B ABM use cases where you need to unify all stakeholders within a buying committee"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|anthropic-small|OneWelcome Identity Platform", "prompt": "c68-m2", "model": "anthropic-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "OneWelcome Identity Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "This platform is recommended for mid-to-large organizations managing external customer and partner identities"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|challenger-small|Demandbase", "prompt": "c68-m2", "model": "challenger-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Demandbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Demandbase** if your main need is **account-level customer identity matching tied to sales routing and automation**"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|challenger-small|Hightouch", "prompt": "c68-m2", "model": "challenger-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Hightouch** if your team already has a warehouse and wants **identity resolution inside your own data stack**"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|challenger-small|Hightouch Adaptive Identity Resolution", "prompt": "c68-m2", "model": "challenger-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Hightouch Adaptive Identity Resolution", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is a strong alternative for keeping the identity graph in your own infrastructure"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|challenger-small|Twilio Segment", "prompt": "c68-m2", "model": "challenger-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Twilio Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want **fast implementation** and broad integration coverage"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|challenger-small|Segment", "prompt": "c68-m2", "model": "challenger-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you need **fast implementation** and broad integrations"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|challenger-small|Zeotap", "prompt": "c68-m2", "model": "challenger-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Zeotap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your priority is **privacy-compliant cross-device identity resolution**"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|challenger-small|Prospeo", "prompt": "c68-m2", "model": "challenger-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Prospeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "worth considering if your need is specifically **B2B contact resolution**"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|challenger-small|Treasure Data", "prompt": "c68-m2", "model": "challenger-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Treasure Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a strong mid-sized-company option in TrustRadius's category ranking"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|deepseek-small|LiveRamp", "prompt": "c68-m2", "model": "deepseek-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "LiveRamp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-scale and largely overkill for a mid-sized company... Those should be off your shortlist"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|deepseek-small|Amperity", "prompt": "c68-m2", "model": "deepseek-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Amperity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Amperity is $100K–$300K+/yr... largely overkill for a mid-sized company"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|deepseek-small|Salesforce Data Cloud", "prompt": "c68-m2", "model": "deepseek-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Salesforce Data Cloud lands in the mid-six figures. Those should be off your shortlist"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|deepseek-small|mParticle", "prompt": "c68-m2", "model": "deepseek-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "mParticle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprise-scale and largely overkill for a mid-sized company"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|deepseek-small|Hightouch Adaptive Identity Resolution", "prompt": "c68-m2", "model": "deepseek-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Hightouch Adaptive Identity Resolution", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "My top recommendation for a typical mid-sized B2B company is Hightouch if you have a warehouse"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|deepseek-small|ZoomInfo", "prompt": "c68-m2", "model": "deepseek-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "ZoomInfo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "ZoomInfo if your real need is sales/contact enrichment and matching (the mid-market standard for GTM teams)"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|deepseek-small|Apollo", "prompt": "c68-m2", "model": "deepseek-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Apollo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "offer credible, more affordable alternatives for outbound-focused teams"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|deepseek-small|Amplemarket", "prompt": "c68-m2", "model": "deepseek-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Amplemarket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Apollo or Amplemarket (~$3,200/user/yr) offer credible, more affordable alternatives"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|deepseek-small|FullContact", "prompt": "c68-m2", "model": "deepseek-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "FullContact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you specifically need to resolve anonymous web visitors → FullContact, a specialist identity-graph API"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|deepseek-small|Tomba", "prompt": "c68-m2", "model": "deepseek-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Tomba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "an enrichment/verification layer (Tomba, Clearbit, ZeroBounce)"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|deepseek-small|Clearbit", "prompt": "c68-m2", "model": "deepseek-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Clearbit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "an enrichment/verification layer (Tomba, Clearbit, ZeroBounce)"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|deepseek-small|ZeroBounce", "prompt": "c68-m2", "model": "deepseek-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "ZeroBounce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "an enrichment/verification layer (Tomba, Clearbit, ZeroBounce)"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|google-small|LeanData", "prompt": "c68-m2", "model": "google-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "LeanData", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The Gold Standard (for Salesforce shops): LeanData"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|google-small|Traction Complete", "prompt": "c68-m2", "model": "google-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Traction Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Alternative:* **Traction Complete** (great for complex multi-tiered account territories)"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|google-small|Distribution Engine", "prompt": "c68-m2", "model": "google-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Distribution Engine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Distribution Engine** (a highly reliable, more budget-friendly alternative)"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|google-small|HubSpot Operations Hub (Enterprise)", "prompt": "c68-m2", "model": "google-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "HubSpot Operations Hub (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Native Option (for HubSpot shops): HubSpot Operations Hub (Enterprise)"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|google-small|Insycle", "prompt": "c68-m2", "model": "google-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Insycle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "The Top Recommendation: Insycle ... significantly more affordable than enterprise-grade data engines"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|google-small|Openprise", "prompt": "c68-m2", "model": "google-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Openprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "However, it starts around $40k/year and requires dedicated management."}, {"id": "mai-20260915-0741-calibration_b|c68-m2|google-small|RB2B", "prompt": "c68-m2", "model": "google-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "RB2B", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**RB2B** is highly popular for mid-market teams because of its low-cost starting point ($79\\u2013$199/month)"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|google-small|Warmly", "prompt": "c68-m2", "model": "google-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Warmly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Warmly** is a more premium suite that integrates with AI BDR platforms"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|google-small|Leadfeeder (by Dealfront)", "prompt": "c68-m2", "model": "google-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Leadfeeder (by Dealfront)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For Company-Level ID (Global & GDPR-Compliant): Leadfeeder (by Dealfront)"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|minimax-small|Segment by Twilio", "prompt": "c68-m2", "model": "minimax-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Segment by Twilio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: **Segment by Twilio** or **Hightouch**"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|minimax-small|Hightouch", "prompt": "c68-m2", "model": "minimax-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Primary Recommendation: **Segment by Twilio** or **Hightouch**"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|minimax-small|Demandbase", "prompt": "c68-m2", "model": "minimax-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Demandbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider **Demandbase** as it specializes in account-level resolution"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|minimax-small|LiveRamp", "prompt": "c68-m2", "model": "minimax-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "LiveRamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **LiveRamp** | Cross-channel identity | Strong governance, CRM-to-ad matching |"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|minimax-small|FullContact", "prompt": "c68-m2", "model": "minimax-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "FullContact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **FullContact** | Visitor recognition | 240M profile graph, sub-100ms API |"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|minimax-small|Tealium", "prompt": "c68-m2", "model": "minimax-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Tealium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Tealium** | Compliance-focused teams | Strong data governance & privacy compliance |"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|mistral-small|Leadpipe", "prompt": "c68-m2", "model": "mistral-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Leadpipe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Best Overall: Leadpipe ... making it the clear winner for most use cases."}, {"id": "mai-20260915-0741-calibration_b|c68-m2|mistral-small|RB2B", "prompt": "c68-m2", "model": "mistral-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "RB2B", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Budget-Friendly Alternative: RB2B ... Trade-off: Lower match rate (5-15%)"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|mistral-small|FullContact", "prompt": "c68-m2", "model": "mistral-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "FullContact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise-Ready: FullContact ... Good for enrichment rather than visitor identification"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|mistral-small|Warmly", "prompt": "c68-m2", "model": "mistral-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Warmly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Warmly** | $1,090/month | 10-20% | Real-time engagement |"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|moonshot-small|Clearbit Reveal (HubSpot Breeze Intelligence)", "prompt": "c68-m2", "model": "moonshot-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Clearbit Reveal (HubSpot Breeze Intelligence)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Clearbit Reveal (HubSpot Breeze Intelligence)**"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|moonshot-small|Leadpipe", "prompt": "c68-m2", "model": "moonshot-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Leadpipe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Value: **Leadpipe** ... If you need person-level identification without the enterprise price tag, **test Leadpipe**"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|moonshot-small|Apollo.io", "prompt": "c68-m2", "model": "moonshot-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best All-in-One: **Apollo.io**"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|moonshot-small|Warmly", "prompt": "c68-m2", "model": "moonshot-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Warmly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Real-Time Engagement: **Warmly**"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|moonshot-small|6sense", "prompt": "c68-m2", "model": "moonshot-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "6sense", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Overkill unless you have dedicated ABM teams and $100M+ ARR"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|moonshot-small|Demandbase", "prompt": "c68-m2", "model": "moonshot-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Demandbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "the value doesn't justify cost at mid-market scale"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|moonshot-small|ZoomInfo", "prompt": "c68-m2", "model": "moonshot-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "ZoomInfo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Expensive, opaque pricing, annual lock-in; better as a contact database than identity resolution"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|moonshot-small|Leadspace", "prompt": "c68-m2", "model": "moonshot-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Leadspace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "True enterprise CDP requiring professional services and data ops headcount"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|moonshot-small|RB2B", "prompt": "c68-m2", "model": "moonshot-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "RB2B", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Lowest cost person-level ID | **Leadpipe** or **RB2B** ($0–$6K/yr)"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|openai-small|Hightouch Identity Resolution", "prompt": "c68-m2", "model": "openai-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Hightouch Identity Resolution", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Hightouch Identity Resolution** if your team already has a modern data warehouse"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|openai-small|Tealium AudienceStream", "prompt": "c68-m2", "model": "openai-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Tealium AudienceStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A good alternative is **Tealium AudienceStream** if you want a more traditional CDP with built-in identity resolution"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|openai-small|Twilio Segment", "prompt": "c68-m2", "model": "openai-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Twilio Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Twilio Segment** is worth considering if you want a more CDP-centric approach"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|openai-small|Zeotap", "prompt": "c68-m2", "model": "openai-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Zeotap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zeotap** may be better if you need a broader CDP with both deterministic and probabilistic identity resolution options"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|xai-small|Twilio Segment", "prompt": "c68-m2", "model": "xai-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Twilio Segment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Twilio Segment as the top customer identity matching service."}, {"id": "mai-20260915-0741-calibration_b|c68-m2|xai-small|Hightouch", "prompt": "c68-m2", "model": "xai-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you use Snowflake/BigQuery and want activation from your data ... but requires mature warehouse."}, {"id": "mai-20260915-0741-calibration_b|c68-m2|xai-small|RollWorks", "prompt": "c68-m2", "model": "xai-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "RollWorks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For account identification + ads/intent. Mid-market pricing (~$10K-$50K/yr) ... great if ABM is core."}, {"id": "mai-20260915-0741-calibration_b|c68-m2|xai-small|LiveRamp", "prompt": "c68-m2", "model": "xai-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "LiveRamp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-grade (99.5% match rates), but better for larger teams ($100K+/yr); skip unless scaling fast."}, {"id": "mai-20260915-0741-calibration_b|c68-m2|zai-small|Apollo.io", "prompt": "c68-m2", "model": "zai-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Apollo.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Apollo.io** — Best overall for sales teams needing enriched contacts and company data."}, {"id": "mai-20260915-0741-calibration_b|c68-m2|zai-small|HubSpot Operations Hub", "prompt": "c68-m2", "model": "zai-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "HubSpot Operations Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HubSpot Operations Hub (B2B CDP Module)** — Cost-effective for small-to-mid-sized B2Bs."}, {"id": "mai-20260915-0741-calibration_b|c68-m2|zai-small|Demandbase", "prompt": "c68-m2", "model": "zai-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Demandbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Demandbase** — Top-ranked for B2B CDPs focused on ABM.| Higher cost for mid-market"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|zai-small|People Data Labs", "prompt": "c68-m2", "model": "zai-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "People Data Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**People Data Labs** + **Splunk/Snowflake/BigQuery**... API-first, usage-based pricing"}, {"id": "mai-20260915-0741-calibration_b|c68-m2|zai-small|Splunk/Snowflake", "prompt": "c68-m2", "model": "zai-small", "cat": "identity-resolution", "variant": "paraphrase", "raw": "Splunk/Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Custom warehouse build → **People Data Labs + Splunk/Snowflake**"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|alibaba-small|LiveRamp", "prompt": "c68-m3", "model": "alibaba-small", "cat": "identity-resolution", "variant": "comparative", "raw": "LiveRamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Platforms:** **LiveRamp**, **Acxiom**, **Experian**, **TransUnion/Neustar**"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|alibaba-small|Acxiom", "prompt": "c68-m3", "model": "alibaba-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Acxiom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best For:** Large organizations requiring scale, omnichannel activation, and access to reference data."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|alibaba-small|Experian", "prompt": "c68-m3", "model": "alibaba-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Experian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Platforms:** **LiveRamp**, **Acxiom**, **Experian**, **TransUnion/Neustar**"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|alibaba-small|TransUnion/Neustar", "prompt": "c68-m3", "model": "alibaba-small", "cat": "identity-resolution", "variant": "comparative", "raw": "TransUnion/Neustar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Platforms:** **LiveRamp**, **Acxiom**, **Experian**, **TransUnion/Neustar**"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|alibaba-small|Hightouch Adaptive Identity Resolution", "prompt": "c68-m3", "model": "alibaba-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Hightouch Adaptive Identity Resolution", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best For:** Teams already invested in a data warehouse ... who want full ownership of their identity graph."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|alibaba-small|Amperity", "prompt": "c68-m3", "model": "alibaba-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Amperity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Platforms:** **Hightouch Adaptive Identity Resolution**, **Amperity**, **mParticle (IDSync)**"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|alibaba-small|mParticle (IDSync)", "prompt": "c68-m3", "model": "alibaba-small", "cat": "identity-resolution", "variant": "comparative", "raw": "mParticle (IDSync)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Platforms:** **Hightouch Adaptive Identity Resolution**, **Amperity**, **mParticle (IDSync)**"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|alibaba-small|InfoSum", "prompt": "c68-m3", "model": "alibaba-small", "cat": "identity-resolution", "variant": "comparative", "raw": "InfoSum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best For:** Highly regulated industries (finance, healthcare) and teams focused on identity-safe collaboration."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|alibaba-small|Zonal Security", "prompt": "c68-m3", "model": "alibaba-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Zonal Security", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Platforms:** **InfoSum**, **Zonal Security**"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|alibaba-small|Tealium (AudienceStream)", "prompt": "c68-m3", "model": "alibaba-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Tealium (AudienceStream)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Best For:** E-commerce, digital products, and teams needing immediate identity stitching at the point of interaction."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|alibaba-small|Segment", "prompt": "c68-m3", "model": "alibaba-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Platforms:** **Tealium (AudienceStream)**, **Segment**, **BlueConic**"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|alibaba-small|BlueConic", "prompt": "c68-m3", "model": "alibaba-small", "cat": "identity-resolution", "variant": "comparative", "raw": "BlueConic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Platforms:** **Tealium (AudienceStream)**, **Segment**, **BlueConic**"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|Identity Digital", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Identity Digital", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the best-known Identity Resolution Software companies include Identity Digital, Drawbridge, and Eyeota"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|Drawbridge", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Drawbridge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include Identity Digital, Drawbridge, and Eyeota"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|Eyeota", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Eyeota", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include Identity Digital, Drawbridge, and Eyeota"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|FullContact", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "FullContact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Provides the intelligence and data businesses need to identify and create customer profiles for targeting"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|Narrative", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Narrative", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A fully transparent data and identity resolution software that helps link customer identifiers across touchpoints"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|LettrLabs", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "LettrLabs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**LettrLabs**"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|Hightouch", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Collects behavioral events, resolves identities into Customer 360 profiles, builds audiences, syncs data to over 200 destinations"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|Kochava", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Kochava", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Offers mobile measurement partner services, marketing mix modeling (MMM) SaaS platform"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|Tealium Customer Data Hub", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Tealium Customer Data Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tealium Customer Data Hub, Hightouch, and Listrak are considered top alternatives"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|CustomerLabs 1PD Ops", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "CustomerLabs 1PD Ops", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "A first-party data ops platform with zero PII movement and warehouse-native resolution"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|DirectMail.io", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "DirectMail.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "DirectMail.io focuses on mail + omni-channel"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|Listrak", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Listrak", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Tealium Customer Data Hub, Hightouch, and Listrak are considered top alternatives"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|Amperity", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Amperity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Amperity is a Customer Data Platform (CDP) that gained fame for its AI-first approach to identity resolution"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|Warmly", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Warmly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Warmly on B2B sales workflows"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|Segment", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "along with platforms like Amperity, Segment, and BlueConic"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|Tie", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Tie", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Tie and Customers.ai on DTC email retargeting"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|Customers.ai", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Customers.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Tie and Customers.ai on DTC email retargeting"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|BlueConic", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "BlueConic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "along with platforms like Amperity, Segment, and BlueConic"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|CustomerLabs", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "CustomerLabs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "like Tealium and CustomerLabs, focus heavily on privacy"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|RB2B", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "RB2B", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "RB2B on B2B Slack-driven sales motion"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|Senzing", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Senzing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "For enterprise needs, Senzing, AWS Entity Resolution, Splink, Zingg, Reltio, Informatica, Tamr and Quantexa can each be the right choice"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|AWS Entity Resolution", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "AWS Entity Resolution", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Senzing, AWS Entity Resolution, Splink, Zingg, Reltio, Informatica, Tamr and Quantexa can each be the right choice"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|Splink", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Splink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Splink, Zingg, Reltio, Informatica, Tamr and Quantexa can each be the right choice"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|Zingg", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Zingg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Splink, Zingg, Reltio, Informatica, Tamr and Quantexa"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|Reltio", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Reltio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Zingg, Reltio, Informatica, Tamr and Quantexa can each be the right choice"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|Informatica", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Informatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Reltio, Informatica, Tamr and Quantexa can each be the right choice"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|Tamr", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Tamr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "Informatica, Tamr and Quantexa can each be the right choice"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|anthropic-small|Quantexa", "prompt": "c68-m3", "model": "anthropic-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Quantexa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "Tamr and Quantexa can each be the right choice depending on whether the operating model is embedded engineering"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|challenger-small|LiveRamp", "prompt": "c68-m3", "model": "challenger-small", "cat": "identity-resolution", "variant": "comparative", "raw": "LiveRamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Broad identity graph and privacy-conscious onboarding/activation across channels."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|challenger-small|Salesforce Data 360", "prompt": "c68-m3", "model": "challenger-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Salesforce Data 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Packaged CDP/lakehouse approach with hybrid exact + fuzzy matching"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|challenger-small|Adobe Real-Time CDP", "prompt": "c68-m3", "model": "challenger-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Federated architecture with deterministic-first matching"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|challenger-small|InfoSum", "prompt": "c68-m3", "model": "challenger-small", "cat": "identity-resolution", "variant": "comparative", "raw": "InfoSum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "focused on collaboration without moving raw PII"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|challenger-small|Twilio Segment", "prompt": "c68-m3", "model": "challenger-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Twilio Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focuses on deterministic-only identity stitching with real-time event ingestion"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|challenger-small|Acxiom", "prompt": "c68-m3", "model": "challenger-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Acxiom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Protected-cloud identity resolution with strong consumer data coverage"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|challenger-small|FullContact", "prompt": "c68-m3", "model": "challenger-small", "cat": "identity-resolution", "variant": "comparative", "raw": "FullContact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "API-oriented and lighter-weight compared with full CDP/MDM suites."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|challenger-small|Hightouch", "prompt": "c68-m3", "model": "challenger-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Keeps the identity graph in your warehouse with survivorship control."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|challenger-small|Tealium", "prompt": "c68-m3", "model": "challenger-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Tealium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Real-time stitching and audience activation for event-driven use cases."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|challenger-small|Segment", "prompt": "c68-m3", "model": "challenger-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Developer-friendly, event-streaming identity stitching"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|challenger-small|Reltio", "prompt": "c68-m3", "model": "challenger-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Reltio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Identity resolution embedded in a broader master data management platform"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|challenger-small|Hightouch Adaptive Identity Resolution", "prompt": "c68-m3", "model": "challenger-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Hightouch Adaptive Identity Resolution", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Keeps the identity graph in your own warehouse with control over matching and survivorship rules"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|challenger-small|Tamr", "prompt": "c68-m3", "model": "challenger-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Tamr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "AI-assisted entity consolidation and mastering"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|challenger-small|Senzing", "prompt": "c68-m3", "model": "challenger-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Senzing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Embedded entity-resolution engine for real-time operational use"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|challenger-small|Tilores", "prompt": "c68-m3", "model": "challenger-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Tilores", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "API-first entity resolution at ingestion/query time"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|challenger-small|Neustar", "prompt": "c68-m3", "model": "challenger-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Neustar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Graph/ecosystem platforms: LiveRamp, Acxiom, Neustar, Tapad, and similar tools"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|challenger-small|AWS Entity Resolution", "prompt": "c68-m3", "model": "challenger-small", "cat": "identity-resolution", "variant": "comparative", "raw": "AWS Entity Resolution", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Managed rule-based and ML-based matching within AWS"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|challenger-small|Tapad", "prompt": "c68-m3", "model": "challenger-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Tapad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "LiveRamp, Acxiom, Neustar, Tapad, and similar tools are strongest when the goal is cross-channel addressability"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|challenger-small|Splink", "prompt": "c68-m3", "model": "challenger-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Splink", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "Open-source probabilistic record linkage; highly flexible but requires engineering ownership."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|challenger-small|Zingg", "prompt": "c68-m3", "model": "challenger-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Zingg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "ML-based identity resolution for lakehouse/Spark environments"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|deepseek-small|LiveRamp", "prompt": "c68-m3", "model": "deepseek-small", "cat": "identity-resolution", "variant": "comparative", "raw": "LiveRamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LiveRamp** — The industry heavyweight... **LiveRamp/Acxiom/Experian** for ad-tech and enterprise cross-channel scale"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|deepseek-small|Acxiom", "prompt": "c68-m3", "model": "deepseek-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Acxiom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Acxiom (Omnicom)** — **Real Identity** resolves identity in a protected cloud with zero PII movement."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|deepseek-small|Experian", "prompt": "c68-m3", "model": "deepseek-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Experian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leverages credit-bureau data for bank-level accuracy, **household-level** resolution"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|deepseek-small|TransUnion / Neustar", "prompt": "c68-m3", "model": "deepseek-small", "cat": "identity-resolution", "variant": "comparative", "raw": "TransUnion / Neustar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Telecom-grade platform using exclusive carrier/telco data via its **OneID** graph"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|deepseek-small|Amperity", "prompt": "c68-m3", "model": "deepseek-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Amperity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "The \"AI-first\" leader... Best-in-class match accuracy in independent tests."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|deepseek-small|Twilio Segment", "prompt": "c68-m3", "model": "deepseek-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Twilio Segment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "A CDP first, identity second... Don't buy it *only* for identity resolution."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|deepseek-small|mParticle", "prompt": "c68-m3", "model": "deepseek-small", "cat": "identity-resolution", "variant": "comparative", "raw": "mParticle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Enterprise CDP with strong **mobile heritage** and mature cross-platform identity (**IDSync**)."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|deepseek-small|Tealium AudienceStream", "prompt": "c68-m3", "model": "deepseek-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Tealium AudienceStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Best for enterprise compliance, real-time orchestration... Heavy implementation."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|deepseek-small|Hightouch", "prompt": "c68-m3", "model": "deepseek-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "The standout warehouse-native option. The identity graph lives in **your own Snowflake/BigQuery**"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|deepseek-small|RudderStack", "prompt": "c68-m3", "model": "deepseek-small", "cat": "identity-resolution", "variant": "comparative", "raw": "RudderStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Budget-friendly, developer-first, composable CDP with self-host option"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|deepseek-small|Census", "prompt": "c68-m3", "model": "deepseek-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Census", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Census** — Reverse-ETL activation from the warehouse."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|deepseek-small|Trade Desk UID2", "prompt": "c68-m3", "model": "deepseek-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Trade Desk UID2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Open/universal identity for programmatic advertising (cookieless)."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|deepseek-small|ID5", "prompt": "c68-m3", "model": "deepseek-small", "cat": "identity-resolution", "variant": "comparative", "raw": "ID5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Open/universal identity for programmatic advertising (cookieless)."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|deepseek-small|Lotame/Panorama ID", "prompt": "c68-m3", "model": "deepseek-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Lotame/Panorama ID", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Open/universal identity for programmatic advertising (cookieless)."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|deepseek-small|Zeotap", "prompt": "c68-m3", "model": "deepseek-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Zeotap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "European/Asia strength with heavy GDPR focus (Identity+ feature, built-in consent)."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|deepseek-small|Merkury", "prompt": "c68-m3", "model": "deepseek-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Merkury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Open/universal identity for programmatic advertising (cookieless)."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|deepseek-small|FullContact", "prompt": "c68-m3", "model": "deepseek-small", "cat": "identity-resolution", "variant": "comparative", "raw": "FullContact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "API-first person-resolution and enrichment for developers (~$99/mo)."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|deepseek-small|Throtle", "prompt": "c68-m3", "model": "deepseek-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Throtle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "HIPAA-compliant for healthcare/pharma."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|deepseek-small|Tapad", "prompt": "c68-m3", "model": "deepseek-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Tapad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Tapad/Intent IQ probabilistic-first."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|deepseek-small|Intent IQ", "prompt": "c68-m3", "model": "deepseek-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Intent IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "Tapad/Intent IQ probabilistic-first."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|deepseek-small|Prospeo", "prompt": "c68-m3", "model": "deepseek-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Prospeo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "**B2B** contact resolution is a different segment (e.g., Prospeo, Dun & Bradstreet, Salesforce Data 360)"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|deepseek-small|Dun & Bradstreet", "prompt": "c68-m3", "model": "deepseek-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Dun & Bradstreet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 22, "ev": "B2B** contact resolution is a different segment (e.g., Prospeo, Dun & Bradstreet, Salesforce Data 360)"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|deepseek-small|Salesforce Data 360", "prompt": "c68-m3", "model": "deepseek-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Salesforce Data 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 23, "ev": "B2B** contact resolution is a different segment (e.g., Prospeo, Dun & Bradstreet, Salesforce Data 360)"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|google-small|Amperity", "prompt": "c68-m3", "model": "google-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Amperity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Amperity** if you are a consumer brand with offline stores/touchpoints and need a unified customer profile for marketing."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|google-small|LiveRamp", "prompt": "c68-m3", "model": "google-small", "cat": "identity-resolution", "variant": "comparative", "raw": "LiveRamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LiveRamp is the industry standard for advertising-focused identity resolution and data connectivity."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|google-small|Twilio Segment", "prompt": "c68-m3", "model": "google-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Twilio Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Twilio Segment** if you have clean, digital-first event data"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|google-small|Senzing", "prompt": "c68-m3", "model": "google-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Senzing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Senzing** if you handle highly sensitive data, need it air-gapped inside your own cloud"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|google-small|Tilores", "prompt": "c68-m3", "model": "google-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Tilores", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Tilores** if you are an application developer needing to resolve customer identities in milliseconds"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|google-small|AWS Entity Resolution", "prompt": "c68-m3", "model": "google-small", "cat": "identity-resolution", "variant": "comparative", "raw": "AWS Entity Resolution", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Data engineering teams already heavily embedded in the AWS cloud"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|meta-small|LiveRamp", "prompt": "c68-m3", "model": "meta-small", "cat": "identity-resolution", "variant": "comparative", "raw": "LiveRamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top platforms include LiveRamp, Acxiom, InfoSum, FullContact, ID5"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|meta-small|Acxiom", "prompt": "c68-m3", "model": "meta-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Acxiom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include LiveRamp, Acxiom, InfoSum"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|meta-small|InfoSum", "prompt": "c68-m3", "model": "meta-small", "cat": "identity-resolution", "variant": "comparative", "raw": "InfoSum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "LiveRamp, Acxiom, InfoSum, FullContact, ID5"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|meta-small|FullContact", "prompt": "c68-m3", "model": "meta-small", "cat": "identity-resolution", "variant": "comparative", "raw": "FullContact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "InfoSum, FullContact, ID5, LiveIntent"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|meta-small|ID5", "prompt": "c68-m3", "model": "meta-small", "cat": "identity-resolution", "variant": "comparative", "raw": "ID5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "FullContact, ID5, LiveIntent, Epsilon"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|meta-small|LiveIntent", "prompt": "c68-m3", "model": "meta-small", "cat": "identity-resolution", "variant": "comparative", "raw": "LiveIntent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ID5, LiveIntent, Epsilon, Salesforce Data 360"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|meta-small|Epsilon", "prompt": "c68-m3", "model": "meta-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Epsilon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "LiveIntent, Epsilon, Salesforce Data 360"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|meta-small|Salesforce Data 360", "prompt": "c68-m3", "model": "meta-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Salesforce Data 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Epsilon, Salesforce Data 360, Adobe Real-Time CDP"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|meta-small|Adobe Real-Time CDP", "prompt": "c68-m3", "model": "meta-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Salesforce Data 360, Adobe Real-Time CDP, Twilio Segment"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|meta-small|Twilio Segment", "prompt": "c68-m3", "model": "meta-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Twilio Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Adobe Real-Time CDP, Twilio Segment, Amperity"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|meta-small|Amperity", "prompt": "c68-m3", "model": "meta-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Amperity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Twilio Segment, Amperity, Hightouch"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|meta-small|Hightouch", "prompt": "c68-m3", "model": "meta-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Amperity, Hightouch, CustomerLabs 1PD Ops"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|meta-small|CustomerLabs 1PD Ops", "prompt": "c68-m3", "model": "meta-small", "cat": "identity-resolution", "variant": "comparative", "raw": "CustomerLabs 1PD Ops", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Hightouch, CustomerLabs 1PD Ops, Acxiom Real Identity"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|meta-small|Acxiom Real Identity", "prompt": "c68-m3", "model": "meta-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Acxiom Real Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "CustomerLabs 1PD Ops, Acxiom Real Identity, Experian Identity Resolution Solutions"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|meta-small|Experian Identity Resolution Solutions", "prompt": "c68-m3", "model": "meta-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Experian Identity Resolution Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Experian Identity Resolution Solutions, Tealium AudienceStream"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|meta-small|Tealium AudienceStream", "prompt": "c68-m3", "model": "meta-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Tealium AudienceStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Tealium AudienceStream, and mParticle IDSync"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|meta-small|mParticle IDSync", "prompt": "c68-m3", "model": "meta-small", "cat": "identity-resolution", "variant": "comparative", "raw": "mParticle IDSync", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Tealium AudienceStream, and mParticle IDSync"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|minimax-small|LiveRamp", "prompt": "c68-m3", "model": "minimax-small", "cat": "identity-resolution", "variant": "comparative", "raw": "LiveRamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Large enterprise + cross-channel needs → LiveRamp or Acxiom"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|minimax-small|Acxiom", "prompt": "c68-m3", "model": "minimax-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Acxiom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Large enterprise + cross-channel needs → LiveRamp or Acxiom"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|minimax-small|Experian", "prompt": "c68-m3", "model": "minimax-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Experian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Regulated industry (finance, credit) → Experian or TransUnion"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|minimax-small|FullContact", "prompt": "c68-m3", "model": "minimax-small", "cat": "identity-resolution", "variant": "comparative", "raw": "FullContact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Person-level enrichment, unified profiles via APIs"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|minimax-small|Tealium", "prompt": "c68-m3", "model": "minimax-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Tealium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Real-time personalization → Tealium or Segment"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|minimax-small|Amperity", "prompt": "c68-m3", "model": "minimax-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Amperity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AI-driven matching → Amperity"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|minimax-small|TransUnion", "prompt": "c68-m3", "model": "minimax-small", "cat": "identity-resolution", "variant": "comparative", "raw": "TransUnion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Regulated industry (finance, credit) → Experian or TransUnion"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|minimax-small|ID5", "prompt": "c68-m3", "model": "minimax-small", "cat": "identity-resolution", "variant": "comparative", "raw": "ID5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cookie-free identity graphing for digital advertising"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|minimax-small|Hightouch", "prompt": "c68-m3", "model": "minimax-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "First-party data activation → CustomerLabs or Hightouch"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|minimax-small|Segment", "prompt": "c68-m3", "model": "minimax-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Real-time personalization → Tealium or Segment"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|minimax-small|CustomerLabs", "prompt": "c68-m3", "model": "minimax-small", "cat": "identity-resolution", "variant": "comparative", "raw": "CustomerLabs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "First-party data activation → CustomerLabs or Hightouch"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|mistral-small|LiveRamp", "prompt": "c68-m3", "model": "mistral-small", "cat": "identity-resolution", "variant": "comparative", "raw": "LiveRamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LiveRamp** - *Best for large enterprises* ... Largest authenticated identity graph"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|mistral-small|Acxiom", "prompt": "c68-m3", "model": "mistral-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Acxiom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise organizations typically need LiveRamp or Acxiom for scale"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|mistral-small|Experian", "prompt": "c68-m3", "model": "mistral-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Experian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Experian** - *Best for regulated industries*"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|mistral-small|TransUnion", "prompt": "c68-m3", "model": "mistral-small", "cat": "identity-resolution", "variant": "comparative", "raw": "TransUnion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TransUnion** - *Best for risk-aware enterprises*"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|mistral-small|FullContact", "prompt": "c68-m3", "model": "mistral-small", "cat": "identity-resolution", "variant": "comparative", "raw": "FullContact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "mid-market companies may prefer FullContact or warehouse-native solutions"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|mistral-small|Hightouch Adaptive Identity Resolution", "prompt": "c68-m3", "model": "mistral-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Hightouch Adaptive Identity Resolution", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "*Best for warehouse-native teams* ... full control over matching and survivorship rules"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|mistral-small|CustomerLabs 1PD Ops", "prompt": "c68-m3", "model": "mistral-small", "cat": "identity-resolution", "variant": "comparative", "raw": "CustomerLabs 1PD Ops", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "*Best for first-party data activation*"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|mistral-small|Tealium AudienceStream", "prompt": "c68-m3", "model": "mistral-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Tealium AudienceStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "*Best for real-time orchestration*"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|mistral-small|mParticle IDSync", "prompt": "c68-m3", "model": "mistral-small", "cat": "identity-resolution", "variant": "comparative", "raw": "mParticle IDSync", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "*Best for CDP-native identity*"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|moonshot-small|LiveRamp", "prompt": "c68-m3", "model": "moonshot-small", "cat": "identity-resolution", "variant": "comparative", "raw": "LiveRamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LiveRamp** — The Ecosystem Standard ... **Rating:** ~9.1/10 (enterprise category leader)"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|moonshot-small|Acxiom", "prompt": "c68-m3", "model": "moonshot-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Acxiom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Acxiom** — Precision at Scale ... **Rating:** ~8.8/10"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|moonshot-small|Experian", "prompt": "c68-m3", "model": "moonshot-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Experian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Regulated industry (financial, healthcare) | **Experian** or **TransUnion**"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|moonshot-small|InfoSum", "prompt": "c68-m3", "model": "moonshot-small", "cat": "identity-resolution", "variant": "comparative", "raw": "InfoSum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Multi-party data collaboration, privacy-first | **InfoSum**"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|moonshot-small|Segment", "prompt": "c68-m3", "model": "moonshot-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Twilio Segment** | **Deterministic only** | Developer-friendly, real-time event streaming | Digital product teams, mid-market"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|moonshot-small|Tealium", "prompt": "c68-m3", "model": "moonshot-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Tealium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Tealium AudienceStream** | Hybrid | **Real-time orchestration**, consent-driven"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|moonshot-small|Amperity", "prompt": "c68-m3", "model": "moonshot-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Amperity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Amperity** | Hybrid (deterministic + ML probabilistic) | **AI-driven matching** for messy PII"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|moonshot-small|Salesforce Data 360", "prompt": "c68-m3", "model": "moonshot-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Salesforce Data 360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Salesforce Data 360** | Hybrid (exact + fuzzy) | Native Salesforce ecosystem integration"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|moonshot-small|Hightouch", "prompt": "c68-m3", "model": "moonshot-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Data warehouse is your source of truth | **Hightouch** (warehouse-native)"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|moonshot-small|FullContact", "prompt": "c68-m3", "model": "moonshot-small", "cat": "identity-resolution", "variant": "comparative", "raw": "FullContact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Real-time visitor recognition, fraud, API-first | **FullContact**"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|moonshot-small|TransUnion / Neustar", "prompt": "c68-m3", "model": "moonshot-small", "cat": "identity-resolution", "variant": "comparative", "raw": "TransUnion / Neustar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Best For:** Risk-aware enterprises, fraud prevention, customer analytics in regulated spaces"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|moonshot-small|Adobe Real-Time CDP", "prompt": "c68-m3", "model": "moonshot-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Adobe Real-Time CDP** | Deterministic primary, probabilistic scoped | Adobe ecosystem, federated architecture"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|openai-small|LiveRamp", "prompt": "c68-m3", "model": "openai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "LiveRamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best known for **data onboarding, identity connectivity, and activation** across adtech and martech."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|openai-small|Experian", "prompt": "c68-m3", "model": "openai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Experian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "A major identity provider with **digital and offline graphs**."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|openai-small|TransUnion / Neustar (TruAudience)", "prompt": "c68-m3", "model": "openai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "TransUnion / Neustar (TruAudience)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "built around **identity graphs for audience reach, matching, and measurement**"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|openai-small|Acxiom", "prompt": "c68-m3", "model": "openai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Acxiom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong in **identity resolution plus marketing data services**"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|openai-small|Epsilon", "prompt": "c68-m3", "model": "openai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Epsilon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Often used for **people-based marketing and identity-powered activation**"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|openai-small|The Trade Desk / UID2", "prompt": "c68-m3", "model": "openai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "The Trade Desk / UID2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "More of an **identity framework and advertising ecosystem identifier** than a general-purpose enterprise identity platform."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|openai-small|Twilio Segment", "prompt": "c68-m3", "model": "openai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Twilio Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Segment, for example, describes its approach as deterministic and first-party-data-based."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|openai-small|Amperity", "prompt": "c68-m3", "model": "openai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Amperity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Examples include **Twilio Segment, Amperity, Tealium, Redpoint, and similar CDPs**"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|openai-small|Tealium", "prompt": "c68-m3", "model": "openai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Tealium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Examples include **Twilio Segment, Amperity, Tealium, Redpoint, and similar CDPs**"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|openai-small|Redpoint", "prompt": "c68-m3", "model": "openai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Redpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Redpoint describes deterministic-first, probabilistic-enhanced matching."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|openai-small|AWS Entity Resolution", "prompt": "c68-m3", "model": "openai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "AWS Entity Resolution", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "A cloud-native option for **matching and merging records at scale**"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|xai-small|LiveRamp", "prompt": "c68-m3", "model": "xai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "LiveRamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LiveRamp** (Top overall for enterprises; G2 ~4.2/5)"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|xai-small|Amperity", "prompt": "c68-m3", "model": "xai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Amperity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amperity** (AI-driven CDP leader)"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|xai-small|Acxiom Real Identity", "prompt": "c68-m3", "model": "xai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Acxiom Real Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Acxiom Real Identity** (High precision; 8.8/10 rankings)"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|xai-small|Experian Identity Resolution", "prompt": "c68-m3", "model": "xai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Experian Identity Resolution", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Experian Identity Resolution** (Offline-online strength; G2 ~4.4/5)"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|xai-small|Tealium AudienceStream", "prompt": "c68-m3", "model": "xai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Tealium AudienceStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tealium AudienceStream** (Real-time CDP; G2 ~4.3/5)"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|xai-small|mParticle IDSync", "prompt": "c68-m3", "model": "xai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "mParticle IDSync", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**mParticle IDSync** (CDP-native; G2 ~4.4/5)"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|xai-small|Hightouch Adaptive Identity", "prompt": "c68-m3", "model": "xai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Hightouch Adaptive Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Hightouch Adaptive Identity** (Warehouse-native; G2 ~4.6/5)"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|xai-small|TransUnion", "prompt": "c68-m3", "model": "xai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "TransUnion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Others frequently mentioned:** TransUnion"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|xai-small|Segment/Twilio", "prompt": "c68-m3", "model": "xai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Segment/Twilio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others frequently mentioned: ... Segment/Twilio"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|xai-small|BlueConic", "prompt": "c68-m3", "model": "xai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "BlueConic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Others frequently mentioned: ... BlueConic"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|xai-small|Zeta Global", "prompt": "c68-m3", "model": "xai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Zeta Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Others frequently mentioned: ... Zeta Global"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|xai-small|FullContact", "prompt": "c68-m3", "model": "xai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "FullContact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Others frequently mentioned: ... FullContact"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|xai-small|Salesforce Data Cloud", "prompt": "c68-m3", "model": "xai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Others frequently mentioned: ... Salesforce Data Cloud"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|xai-small|Adobe Real-Time CDP", "prompt": "c68-m3", "model": "xai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Others frequently mentioned: ... Adobe Real-Time CDP"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|zai-small|LiveRamp", "prompt": "c68-m3", "model": "zai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "LiveRamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LiveRamp** is the best overall enterprise choice with the strongest ecosystem and privacy posture."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|zai-small|Amperity", "prompt": "c68-m3", "model": "zai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Amperity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amperity** excels for data-heavy enterprises needing AI-driven accuracy."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|zai-small|Experian", "prompt": "c68-m3", "model": "zai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Experian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Experian** uniquely combines offline and risk data for regulated industries."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|zai-small|Segment", "prompt": "c68-m3", "model": "zai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Segment** and **BlueConic** offer more accessible options for marketers and product teams."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|zai-small|Tealium AudienceStream", "prompt": "c68-m3", "model": "zai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Tealium AudienceStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tealium** and **Hightouch** provide strong real-time and warehouse-native capabilities respectively."}, {"id": "mai-20260915-0741-calibration_b|c68-m3|zai-small|BlueConic", "prompt": "c68-m3", "model": "zai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "BlueConic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Marketing-led, first-party focus** | BlueConic"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|zai-small|Acxiom Real Identity", "prompt": "c68-m3", "model": "zai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Acxiom Real Identity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Zero PII movement, large brands** | Acxiom Real Identity"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|zai-small|Hightouch Adaptive Identity Resolution", "prompt": "c68-m3", "model": "zai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "Hightouch Adaptive Identity Resolution", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Warehouse-native, custom matching logic** | Hightouch Adaptive Identity Resolution"}, {"id": "mai-20260915-0741-calibration_b|c68-m3|zai-small|CustomerLabs 1PD Ops", "prompt": "c68-m3", "model": "zai-small", "cat": "identity-resolution", "variant": "comparative", "raw": "CustomerLabs 1PD Ops", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**No-code, budget-friendly** | CustomerLabs 1PD Ops"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|alibaba-small|Capturify", "prompt": "c68-m4", "model": "alibaba-small", "cat": "identity-resolution", "variant": "budget", "raw": "Capturify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Capturify** — *Best Absolute Low-Cost Option*"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|alibaba-small|CustomerLabs 1PD Ops", "prompt": "c68-m4", "model": "alibaba-small", "cat": "identity-resolution", "variant": "budget", "raw": "CustomerLabs 1PD Ops", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best First-Party Data Platform ... $129/month"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|alibaba-small|RB2B", "prompt": "c68-m4", "model": "alibaba-small", "cat": "identity-resolution", "variant": "budget", "raw": "RB2B", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Just starting out?** → Try **Capturify** ($17/mo) or **RB2B** (free tier)"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|alibaba-small|Snitcher", "prompt": "c68-m4", "model": "alibaba-small", "cat": "identity-resolution", "variant": "budget", "raw": "Snitcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best All-in-One Person + Company Resolution"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|alibaba-small|Leadpipe", "prompt": "c68-m4", "model": "alibaba-small", "cat": "identity-resolution", "variant": "budget", "raw": "Leadpipe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Want self-serve API + intent data?** → **Leadpipe** ($147/mo)"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|alibaba-small|Albacross", "prompt": "c68-m4", "model": "alibaba-small", "cat": "identity-resolution", "variant": "budget", "raw": "Albacross", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "European ABM teams, verified email credits"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|alibaba-small|FullContact", "prompt": "c68-m4", "model": "alibaba-small", "cat": "identity-resolution", "variant": "budget", "raw": "FullContact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "$99/month | High match rates (40–60%), enrichment API"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|alibaba-small|Breeze Intelligence", "prompt": "c68-m4", "model": "alibaba-small", "cat": "identity-resolution", "variant": "budget", "raw": "Breeze Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best if you already use HubSpot (uses shared credits)"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|alibaba-small|LiveRamp", "prompt": "c68-m4", "model": "alibaba-small", "cat": "identity-resolution", "variant": "budget", "raw": "LiveRamp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "What to Avoid on a Budget - **LiveRamp, Experian, Amperity, Informatica**"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|alibaba-small|Experian", "prompt": "c68-m4", "model": "alibaba-small", "cat": "identity-resolution", "variant": "budget", "raw": "Experian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "What to Avoid on a Budget"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|alibaba-small|Amperity", "prompt": "c68-m4", "model": "alibaba-small", "cat": "identity-resolution", "variant": "budget", "raw": "Amperity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Typically start at $50K–$200K+/year; enterprise-only"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|alibaba-small|Informatica", "prompt": "c68-m4", "model": "alibaba-small", "cat": "identity-resolution", "variant": "budget", "raw": "Informatica", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "enterprise-only"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|alibaba-small|Warmly", "prompt": "c68-m4", "model": "alibaba-small", "cat": "identity-resolution", "variant": "budget", "raw": "Warmly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Minimum $833/month ($10K/year); overkill for small budgets"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|alibaba-small|Opensend", "prompt": "c68-m4", "model": "alibaba-small", "cat": "identity-resolution", "variant": "budget", "raw": "Opensend", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Starts at $400/month; better suited for established DTC brands"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|anthropic-small|FullContact", "prompt": "c68-m4", "model": "anthropic-small", "cat": "identity-resolution", "variant": "budget", "raw": "FullContact", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For SMBs with a growing digital footprint, FullContact or Segment offer the best entry points."}, {"id": "mai-20260915-0741-calibration_b|c68-m4|anthropic-small|Segment", "prompt": "c68-m4", "model": "anthropic-small", "cat": "identity-resolution", "variant": "budget", "raw": "Segment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "FullContact or Segment offer the best entry points"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|anthropic-small|Amperity", "prompt": "c68-m4", "model": "anthropic-small", "cat": "identity-resolution", "variant": "budget", "raw": "Amperity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "prioritize \"warehouse-native\" tools like Amperity or Segment that allow you to keep data in your own cloud"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|anthropic-small|Leadpipe", "prompt": "c68-m4", "model": "anthropic-small", "cat": "identity-resolution", "variant": "budget", "raw": "Leadpipe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leadpipe is the only truly self-serve option that combines visitor identification, person-level intent, and a proper developer experience at $147/mo."}, {"id": "mai-20260915-0741-calibration_b|c68-m4|challenger-small|Prospeo", "prompt": "c68-m4", "model": "challenger-small", "cat": "identity-resolution", "variant": "budget", "raw": "Prospeo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Prospeo** stands out for B2B contact resolution because it offers a **free tier** and pricing of about **$0.01 per email**"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|challenger-small|Leadpipe", "prompt": "c68-m4", "model": "challenger-small", "cat": "identity-resolution", "variant": "budget", "raw": "Leadpipe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another low-cost option is **Leadpipe**, which is listed at **free to $147/month**"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|challenger-small|LiveRamp", "prompt": "c68-m4", "model": "challenger-small", "cat": "identity-resolution", "variant": "budget", "raw": "LiveRamp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise-grade platforms such as LiveRamp, Acxiom, and Experian are positioned for much larger budgets"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|challenger-small|FullContact", "prompt": "c68-m4", "model": "challenger-small", "cat": "identity-resolution", "variant": "budget", "raw": "FullContact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FullContact** is also positioned as a lower-cost option but may require sales contact"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|challenger-small|Acxiom", "prompt": "c68-m4", "model": "challenger-small", "cat": "identity-resolution", "variant": "budget", "raw": "Acxiom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprise-grade platforms such as LiveRamp, Acxiom, and Experian are positioned for much larger budgets"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|challenger-small|Experian", "prompt": "c68-m4", "model": "challenger-small", "cat": "identity-resolution", "variant": "budget", "raw": "Experian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "enterprise-grade platforms such as LiveRamp, Acxiom, and Experian are positioned for much larger budgets"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|deepseek-small|Splink", "prompt": "c68-m4", "model": "deepseek-small", "cat": "identity-resolution", "variant": "budget", "raw": "Splink", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have engineering resources: Start with **Splink** or **Zingg** (free) to validate your use case and keep costs near zero."}, {"id": "mai-20260915-0741-calibration_b|c68-m4|deepseek-small|Zingg", "prompt": "c68-m4", "model": "deepseek-small", "cat": "identity-resolution", "variant": "budget", "raw": "Zingg", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Splink** or **Zingg** (free) to validate your use case and keep costs near zero."}, {"id": "mai-20260915-0741-calibration_b|c68-m4|deepseek-small|CustomerLabs 1PD Ops", "prompt": "c68-m4", "model": "deepseek-small", "cat": "identity-resolution", "variant": "budget", "raw": "CustomerLabs 1PD Ops", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best low-cost managed platform: **CustomerLabs 1PD Ops** (~$99–$129/mo)"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|deepseek-small|FullContact", "prompt": "c68-m4", "model": "deepseek-small", "cat": "identity-resolution", "variant": "budget", "raw": "FullContact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**FullContact** — free identity resolution API tier, ~$99/mo paid."}, {"id": "mai-20260915-0741-calibration_b|c68-m4|deepseek-small|Twilio Segment", "prompt": "c68-m4", "model": "deepseek-small", "cat": "identity-resolution", "variant": "budget", "raw": "Twilio Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Go with **CustomerLabs 1PD Ops** or **Twilio Segment** for a self-serve platform"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|deepseek-small|Prospeo", "prompt": "c68-m4", "model": "deepseek-small", "cat": "identity-resolution", "variant": "budget", "raw": "Prospeo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Prospeo** — free 75 emails/month for B2B contact resolution"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|deepseek-small|Hightouch", "prompt": "c68-m4", "model": "deepseek-small", "cat": "identity-resolution", "variant": "budget", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Hightouch** offers the best control-to-cost ratio starting ~$350/mo"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|deepseek-small|LiveRamp", "prompt": "c68-m4", "model": "deepseek-small", "cat": "identity-resolution", "variant": "budget", "raw": "LiveRamp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to avoid on a tight budget... **LiveRamp (~$100K–$500K+/yr)**"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|deepseek-small|Amperity", "prompt": "c68-m4", "model": "deepseek-small", "cat": "identity-resolution", "variant": "budget", "raw": "Amperity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "almost certainly out of reach for a limited budget"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|deepseek-small|Tealium", "prompt": "c68-m4", "model": "deepseek-small", "cat": "identity-resolution", "variant": "budget", "raw": "Tealium", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "almost certainly out of reach for a limited budget"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|deepseek-small|Salesforce Data 360", "prompt": "c68-m4", "model": "deepseek-small", "cat": "identity-resolution", "variant": "budget", "raw": "Salesforce Data 360", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "almost certainly out of reach for a limited budget"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|google-small|Splink", "prompt": "c68-m4", "model": "google-small", "cat": "identity-resolution", "variant": "budget", "raw": "Splink", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Splink (Best Fully Free, Open-Source Option for Data Teams)"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|google-small|Senzing", "prompt": "c68-m4", "model": "google-small", "cat": "identity-resolution", "variant": "budget", "raw": "Senzing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Senzing – Developer Edition (Best \"No-Code-to-Low-Code\" Free Tier)"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|google-small|AWS Entity Resolution", "prompt": "c68-m4", "model": "google-small", "cat": "identity-resolution", "variant": "budget", "raw": "AWS Entity Resolution", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Pay-As-You-Go if already on AWS"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|google-small|Segment", "prompt": "c68-m4", "model": "google-small", "cat": "identity-resolution", "variant": "budget", "raw": "Segment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "traditional platforms like Segment or Salesforce CDP are notoriously expensive"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|google-small|Salesforce CDP", "prompt": "c68-m4", "model": "google-small", "cat": "identity-resolution", "variant": "budget", "raw": "Salesforce CDP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "traditional platforms like Segment or Salesforce CDP are notoriously expensive"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|google-small|RudderStack", "prompt": "c68-m4", "model": "google-small", "cat": "identity-resolution", "variant": "budget", "raw": "RudderStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "RudderStack (Best Free Tier for Event Tracking)"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|google-small|Hightouch", "prompt": "c68-m4", "model": "google-small", "cat": "identity-resolution", "variant": "budget", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for \"Warehouse-Native\" Identity Resolution"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|google-small|Census", "prompt": "c68-m4", "model": "google-small", "cat": "identity-resolution", "variant": "budget", "raw": "Census", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Hightouch or Census then takes those resolved profiles and syncs them back"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|google-small|Keycloak", "prompt": "c68-m4", "model": "google-small", "cat": "identity-resolution", "variant": "budget", "raw": "Keycloak", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "look into Keycloak or Zitadel, which are the leading free, open-source solutions"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|google-small|Zitadel", "prompt": "c68-m4", "model": "google-small", "cat": "identity-resolution", "variant": "budget", "raw": "Zitadel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "look into Keycloak or Zitadel, which are the leading free, open-source solutions"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|meta-small|LiveRamp", "prompt": "c68-m4", "model": "meta-small", "cat": "identity-resolution", "variant": "budget", "raw": "LiveRamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LiveRamp - Best overall identity resolution workflow that maps customer inputs into partner-ready resolved profiles"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|meta-small|CustomerLabs 1PD Ops", "prompt": "c68-m4", "model": "meta-small", "cat": "identity-resolution", "variant": "budget", "raw": "CustomerLabs 1PD Ops", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for first-party data activation with no-code collection, stitching, and activation for marketers, starting at $129/mo."}, {"id": "mai-20260915-0741-calibration_b|c68-m4|meta-small|Accenture", "prompt": "c68-m4", "model": "meta-small", "cat": "identity-resolution", "variant": "budget", "raw": "Accenture", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strongest fit for identity resolution programs that require governed identity consolidation with survivorship rules"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|minimax-small|CustomerLabs 1PD Ops", "prompt": "c68-m4", "model": "minimax-small", "cat": "identity-resolution", "variant": "budget", "raw": "CustomerLabs 1PD Ops", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CustomerLabs 1PD Ops ⭐ Best Overall for SMBs"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|minimax-small|Capturify", "prompt": "c68-m4", "model": "minimax-small", "cat": "identity-resolution", "variant": "budget", "raw": "Capturify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Capturify ⭐ Best Low-Cost Entry Point"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|minimax-small|LoginRadius", "prompt": "c68-m4", "model": "minimax-small", "cat": "identity-resolution", "variant": "budget", "raw": "LoginRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "LoginRadius provides enterprise-level security at SMB prices"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|minimax-small|Didit", "prompt": "c68-m4", "model": "minimax-small", "cat": "identity-resolution", "variant": "budget", "raw": "Didit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Didit is the only enterprise-grade option with free core features"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|minimax-small|Hightouch", "prompt": "c68-m4", "model": "minimax-small", "cat": "identity-resolution", "variant": "budget", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Hightouch | Warehouse-native identity resolution | Custom (Business tier)"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|minimax-small|Clerk", "prompt": "c68-m4", "model": "minimax-small", "cat": "identity-resolution", "variant": "budget", "raw": "Clerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Clerk | Startup SaaS authentication | Free tier available"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|minimax-small|JumpCloud", "prompt": "c68-m4", "model": "minimax-small", "cat": "identity-resolution", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "JumpCloud | Internal employee IAM | Free tier up to 10 users"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|minimax-small|Keycloak", "prompt": "c68-m4", "model": "minimax-small", "cat": "identity-resolution", "variant": "budget", "raw": "Keycloak", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Keycloak | Open-source, self-hosted | Free (open source)"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|mistral-small|CustomerLabs 1PD Ops", "prompt": "c68-m4", "model": "mistral-small", "cat": "identity-resolution", "variant": "budget", "raw": "CustomerLabs 1PD Ops", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Budget Pick ... **CustomerLabs 1PD Ops** offers the best balance of affordability and ease of use"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|mistral-small|Hightouch Adaptive Identity Resolution", "prompt": "c68-m4", "model": "mistral-small", "cat": "identity-resolution", "variant": "budget", "raw": "Hightouch Adaptive Identity Resolution", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Hightouch** provides better long-term scalability if you're already invested in a data warehouse"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|mistral-small|Keycloak", "prompt": "c68-m4", "model": "mistral-small", "cat": "identity-resolution", "variant": "budget", "raw": "Keycloak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Free Option ... Keycloak (if you have technical resources)"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|mistral-small|Authentik", "prompt": "c68-m4", "model": "mistral-small", "cat": "identity-resolution", "variant": "budget", "raw": "Authentik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Modern DevOps-friendly self-hosted identity"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|mistral-small|Zitadel", "prompt": "c68-m4", "model": "mistral-small", "cat": "identity-resolution", "variant": "budget", "raw": "Zitadel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free community edition, paid cloud tiers from \\u20ac29/month"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|mistral-small|Microsoft Entra ID (Azure AD)", "prompt": "c68-m4", "model": "mistral-small", "cat": "identity-resolution", "variant": "budget", "raw": "Microsoft Entra ID (Azure AD)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Likely already included in your existing Microsoft subscription"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|mistral-small|JumpCloud", "prompt": "c68-m4", "model": "mistral-small", "cat": "identity-resolution", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free tier for up to 10 users, then \\u00a33.20-4.80/user/month"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|moonshot-small|Dedupe", "prompt": "c68-m4", "model": "moonshot-small", "cat": "identity-resolution", "variant": "budget", "raw": "Dedupe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Free/Open-Source Option: Dedupe ... If budget is truly $0, use **Dedupe** (technical)"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|moonshot-small|Zingg", "prompt": "c68-m4", "model": "moonshot-small", "cat": "identity-resolution", "variant": "budget", "raw": "Zingg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-up: Zingg"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|moonshot-small|Senzing", "prompt": "c68-m4", "model": "moonshot-small", "cat": "identity-resolution", "variant": "budget", "raw": "Senzing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"Almost Free\" Managed Option: Senzing"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|moonshot-small|CustomerLabs 1PD Ops", "prompt": "c68-m4", "model": "moonshot-small", "cat": "identity-resolution", "variant": "budget", "raw": "CustomerLabs 1PD Ops", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "My top overall pick for most limited-budget companies: Start with **CustomerLabs 1PD Ops** ($129/mo)"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|moonshot-small|Twilio Segment", "prompt": "c68-m4", "model": "moonshot-small", "cat": "identity-resolution", "variant": "budget", "raw": "Twilio Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free tier: 1,000 visitors/mo. Good for startups beginning to unify web/app behavior."}, {"id": "mai-20260915-0741-calibration_b|c68-m4|moonshot-small|FullContact", "prompt": "c68-m4", "model": "moonshot-small", "cat": "identity-resolution", "variant": "budget", "raw": "FullContact", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Note: Some report needing to talk to sales despite advertised pricing."}, {"id": "mai-20260915-0741-calibration_b|c68-m4|moonshot-small|Prospeo", "prompt": "c68-m4", "model": "moonshot-small", "cat": "identity-resolution", "variant": "budget", "raw": "Prospeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for enriching/updating B2B contact records, not anonymous web visitors."}, {"id": "mai-20260915-0741-calibration_b|c68-m4|moonshot-small|Hightouch", "prompt": "c68-m4", "model": "moonshot-small", "cat": "identity-resolution", "variant": "budget", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "or **Hightouch's free tier** if you have warehouse infrastructure"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|moonshot-small|Leadpipe", "prompt": "c68-m4", "model": "moonshot-small", "cat": "identity-resolution", "variant": "budget", "raw": "Leadpipe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Budget Option: Leadpipe ... One of the only truly self-serve options in this space."}, {"id": "mai-20260915-0741-calibration_b|c68-m4|moonshot-small|LiveRamp", "prompt": "c68-m4", "model": "moonshot-small", "cat": "identity-resolution", "variant": "budget", "raw": "LiveRamp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "What to Avoid on a Limited Budget - LiveRamp ... start at $50K–$200K+/year"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|moonshot-small|Amperity", "prompt": "c68-m4", "model": "moonshot-small", "cat": "identity-resolution", "variant": "budget", "raw": "Amperity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "What to Avoid on a Limited Budget - ... Amperity"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|moonshot-small|mParticle", "prompt": "c68-m4", "model": "moonshot-small", "cat": "identity-resolution", "variant": "budget", "raw": "mParticle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "What to Avoid on a Limited Budget - ... mParticle"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|moonshot-small|Experian", "prompt": "c68-m4", "model": "moonshot-small", "cat": "identity-resolution", "variant": "budget", "raw": "Experian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "What to Avoid on a Limited Budget - ... Experian"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|moonshot-small|TransUnion/Neustar", "prompt": "c68-m4", "model": "moonshot-small", "cat": "identity-resolution", "variant": "budget", "raw": "TransUnion/Neustar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "What to Avoid on a Limited Budget - ... TransUnion/Neustar"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|openai-small|Krenalis", "prompt": "c68-m4", "model": "openai-small", "cat": "identity-resolution", "variant": "budget", "raw": "Krenalis", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **single best answer for a limited budget**, I'd start with **Krenalis** for a lightweight self-hosted option"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|openai-small|RudderStack", "prompt": "c68-m4", "model": "openai-small", "cat": "identity-resolution", "variant": "budget", "raw": "RudderStack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "RudderStack is the strongest default choice** among the major identity-resolution platforms"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|openai-small|Hightouch", "prompt": "c68-m4", "model": "openai-small", "cat": "identity-resolution", "variant": "budget", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you already use a warehouse-first stack and can pay for a higher tier:** **Hightouch**"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|openai-small|Uniflow", "prompt": "c68-m4", "model": "openai-small", "cat": "identity-resolution", "variant": "budget", "raw": "Uniflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Krenalis** or **Uniflow** if you want an open-source CDP-style system you can run yourself"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|openai-small|Senzing", "prompt": "c68-m4", "model": "openai-small", "cat": "identity-resolution", "variant": "budget", "raw": "Senzing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best low-budget \"library / engine\" choice:** **Senzing** ... more of a developer/engine approach than a full cheap turnkey CDP"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|openai-small|LiveRamp", "prompt": "c68-m4", "model": "openai-small", "cat": "identity-resolution", "variant": "budget", "raw": "LiveRamp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Usually too expensive for \"limited budget\":** **LiveRamp**"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|openai-small|Salesforce Data Cloud", "prompt": "c68-m4", "model": "openai-small", "cat": "identity-resolution", "variant": "budget", "raw": "Salesforce Data Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Avoid, if budget is the main constraint... usually not the cheapest path"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|openai-small|Adobe Experience Platform", "prompt": "c68-m4", "model": "openai-small", "cat": "identity-resolution", "variant": "budget", "raw": "Adobe Experience Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "not positioned as low-cost"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|openai-small|mParticle", "prompt": "c68-m4", "model": "openai-small", "cat": "identity-resolution", "variant": "budget", "raw": "mParticle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "value-based pricing** with prepaid credits, which can be harder to predict on a tight budget"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|openai-small|Informatica", "prompt": "c68-m4", "model": "openai-small", "cat": "identity-resolution", "variant": "budget", "raw": "Informatica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Avoid, if budget is the main constraint... usually not the cheapest path"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|openai-small|Tealium", "prompt": "c68-m4", "model": "openai-small", "cat": "identity-resolution", "variant": "budget", "raw": "Tealium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Avoid, if budget is the main constraint... usually not the cheapest path"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|openai-small|Treasure Data", "prompt": "c68-m4", "model": "openai-small", "cat": "identity-resolution", "variant": "budget", "raw": "Treasure Data", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Avoid, if budget is the main constraint... usually not the cheapest path"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|xai-small|Twilio Segment", "prompt": "c68-m4", "model": "xai-small", "cat": "identity-resolution", "variant": "budget", "raw": "Twilio Segment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for most limited-budget teams**"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|xai-small|Prospeo", "prompt": "c68-m4", "model": "xai-small", "cat": "identity-resolution", "variant": "budget", "raw": "Prospeo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for B2B contact resolution/enrichment**"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|xai-small|CustomerLabs 1PD Ops", "prompt": "c68-m4", "model": "xai-small", "cat": "identity-resolution", "variant": "budget", "raw": "CustomerLabs 1PD Ops", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best low-cost no-code CDP**"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|xai-small|dedupe", "prompt": "c68-m4", "model": "xai-small", "cat": "identity-resolution", "variant": "budget", "raw": "dedupe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Active learning; label small samples, model generalizes."}, {"id": "mai-20260915-0741-calibration_b|c68-m4|xai-small|Zingg", "prompt": "c68-m4", "model": "xai-small", "cat": "identity-resolution", "variant": "budget", "raw": "Zingg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Scalable probabilistic/deterministic matching."}, {"id": "mai-20260915-0741-calibration_b|c68-m4|xai-small|Splink", "prompt": "c68-m4", "model": "xai-small", "cat": "identity-resolution", "variant": "budget", "raw": "Splink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Transparent probabilistic, DuckDB/Spark backends."}, {"id": "mai-20260915-0741-calibration_b|c68-m4|xai-small|Senzing", "prompt": "c68-m4", "model": "xai-small", "cat": "identity-resolution", "variant": "budget", "raw": "Senzing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Senzing has a free eval (100K records) but scales to $58K+/yr."}, {"id": "mai-20260915-0741-calibration_b|c68-m4|xai-small|FullContact", "prompt": "c68-m4", "model": "xai-small", "cat": "identity-resolution", "variant": "budget", "raw": "FullContact", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**FullContact** was mentioned but deprioritized—free tier is limited"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|xai-small|LiveRamp", "prompt": "c68-m4", "model": "xai-small", "cat": "identity-resolution", "variant": "budget", "raw": "LiveRamp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Enterprise tools (LiveRamp, Amperity) start $50K-500K/yr—avoid for limited budgets."}, {"id": "mai-20260915-0741-calibration_b|c68-m4|xai-small|Amperity", "prompt": "c68-m4", "model": "xai-small", "cat": "identity-resolution", "variant": "budget", "raw": "Amperity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Enterprise tools (LiveRamp, Amperity) start $50K-500K/yr—avoid for limited budgets."}, {"id": "mai-20260915-0741-calibration_b|c68-m4|zai-small|RudderStack", "prompt": "c68-m4", "model": "zai-small", "cat": "identity-resolution", "variant": "budget", "raw": "RudderStack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the absolute best budget option:- Start with **RudderStack's free tier** if you're using a data warehouse"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|zai-small|Twilio Segment", "prompt": "c68-m4", "model": "zai-small", "cat": "identity-resolution", "variant": "budget", "raw": "Twilio Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Twilio Segment** with startup credits if you need multi-channel marketing"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|zai-small|Leadpipe", "prompt": "c68-m4", "model": "zai-small", "cat": "identity-resolution", "variant": "budget", "raw": "Leadpipe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Leadpipe** if you want intent data with simple pricing"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|zai-small|FullContact", "prompt": "c68-m4", "model": "zai-small", "cat": "identity-resolution", "variant": "budget", "raw": "FullContact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Advertised**: ~$99/month (but requires sales conversation)"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|zai-small|Tilores", "prompt": "c68-m4", "model": "zai-small", "cat": "identity-resolution", "variant": "budget", "raw": "Tilores", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tilores** for basic deduplication and real-time unification"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|zai-small|Retention.com", "prompt": "c68-m4", "model": "zai-small", "cat": "identity-resolution", "variant": "budget", "raw": "Retention.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Retention.com** for email list growth"}, {"id": "mai-20260915-0741-calibration_b|c68-m4|zai-small|CustomerLabs 1PD Ops Platform", "prompt": "c68-m4", "model": "zai-small", "cat": "identity-resolution", "variant": "budget", "raw": "CustomerLabs 1PD Ops Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**CustomerLabs** for first-party data capture without heavy setup"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|alibaba-small|Segment", "prompt": "c68-m5", "model": "alibaba-small", "cat": "identity-resolution", "variant": "scale", "raw": "Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Customer Data Platform (CDP):** (e.g., Segment, mParticle, RudderStack)"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|alibaba-small|mParticle", "prompt": "c68-m5", "model": "alibaba-small", "cat": "identity-resolution", "variant": "scale", "raw": "mParticle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(e.g., Segment, mParticle, RudderStack)"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|alibaba-small|RudderStack", "prompt": "c68-m5", "model": "alibaba-small", "cat": "identity-resolution", "variant": "scale", "raw": "RudderStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(e.g., Segment, mParticle, RudderStack)"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|alibaba-small|Salesforce One Trust", "prompt": "c68-m5", "model": "alibaba-small", "cat": "identity-resolution", "variant": "scale", "raw": "Salesforce One Trust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Master Data Management (MDM):** (e.g., Salesforce One Trust, Oracle)"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|alibaba-small|Oracle", "prompt": "c68-m5", "model": "alibaba-small", "cat": "identity-resolution", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Master Data Management (MDM):** (e.g., Salesforce One Trust, Oracle)"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|alibaba-small|Foursquare", "prompt": "c68-m5", "model": "alibaba-small", "cat": "identity-resolution", "variant": "scale", "raw": "Foursquare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Identity Resolution Specialist:** (e.g., Foursquare, Factual)"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|alibaba-small|Factual", "prompt": "c68-m5", "model": "alibaba-small", "cat": "identity-resolution", "variant": "scale", "raw": "Factual", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Identity Resolution Specialist:** (e.g., Foursquare, Factual)"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|deepseek-small|LiveRamp", "prompt": "c68-m5", "model": "deepseek-small", "cat": "identity-resolution", "variant": "scale", "raw": "LiveRamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "LiveRamp (RampID) | Enterprise/full-stack | Mid-to-enterprise teams needing repeatable stitching across CRM, ads, measurement"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|deepseek-small|Acxiom", "prompt": "c68-m5", "model": "deepseek-small", "cat": "identity-resolution", "variant": "scale", "raw": "Acxiom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Acxiom | Enterprise/full-stack | Governed resolved profiles for cross-channel activation"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|deepseek-small|Experian", "prompt": "c68-m5", "model": "deepseek-small", "cat": "identity-resolution", "variant": "scale", "raw": "Experian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Experian Identity & Fraud | Service | Identity + fraud checks, managed matching"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|deepseek-small|Hightouch", "prompt": "c68-m5", "model": "deepseek-small", "cat": "identity-resolution", "variant": "scale", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Hightouch (warehouse-native) | Composable | If you want identity in your own warehouse with full control"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|deepseek-small|Snowflake-native", "prompt": "c68-m5", "model": "deepseek-small", "cat": "identity-resolution", "variant": "scale", "raw": "Snowflake-native", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Composable/warehouse-native layer (Hightouch, Snowflake-native, SaaS based on your warehouse)"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|deepseek-small|Segment", "prompt": "c68-m5", "model": "deepseek-small", "cat": "identity-resolution", "variant": "scale", "raw": "Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "CDP built-ins (Segment, mParticle, Tealium) | CDP | If internal personalization is your main goal"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|deepseek-small|mParticle", "prompt": "c68-m5", "model": "deepseek-small", "cat": "identity-resolution", "variant": "scale", "raw": "mParticle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Built into a CDP (Segment, mParticle, Tealium)"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|deepseek-small|Tealium", "prompt": "c68-m5", "model": "deepseek-small", "cat": "identity-resolution", "variant": "scale", "raw": "Tealium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Built into a CDP (Segment, mParticle, Tealium)"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|deepseek-small|FullContact", "prompt": "c68-m5", "model": "deepseek-small", "cat": "identity-resolution", "variant": "scale", "raw": "FullContact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "FullContact | API-first | Marketing, fraud, CRM workflows needing person-level enrichment via APIs"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|deepseek-small|Zeotap", "prompt": "c68-m5", "model": "deepseek-small", "cat": "identity-resolution", "variant": "scale", "raw": "Zeotap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Zeotap | Enterprise | Mid-size teams needing cross-device profiles with privacy-compliant onboarding"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|google-small|Hightouch", "prompt": "c68-m5", "model": "google-small", "cat": "identity-resolution", "variant": "scale", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "*Vendors to look at:* Hightouch, Census, RudderStack."}, {"id": "mai-20260915-0741-calibration_b|c68-m5|google-small|Census", "prompt": "c68-m5", "model": "google-small", "cat": "identity-resolution", "variant": "scale", "raw": "Census", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "*Vendors to look at:* Hightouch, Census, RudderStack."}, {"id": "mai-20260915-0741-calibration_b|c68-m5|google-small|RudderStack", "prompt": "c68-m5", "model": "google-small", "cat": "identity-resolution", "variant": "scale", "raw": "RudderStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "*Vendors to look at:* Hightouch, Census, RudderStack."}, {"id": "mai-20260915-0741-calibration_b|c68-m5|google-small|native Snowflake apps", "prompt": "c68-m5", "model": "google-small", "cat": "identity-resolution", "variant": "scale", "raw": "native Snowflake apps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "look at warehouse-native tools (e.g., Hightouch, Census, or native Snowflake apps)"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|google-small|Amperity", "prompt": "c68-m5", "model": "google-small", "cat": "identity-resolution", "variant": "scale", "raw": "Amperity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "*Vendors to look at:* Amperity, Lexer, Zeotap, Simon Data."}, {"id": "mai-20260915-0741-calibration_b|c68-m5|google-small|Segment", "prompt": "c68-m5", "model": "google-small", "cat": "identity-resolution", "variant": "scale", "raw": "Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a packaged Customer Data Platform (e.g., Segment, Tealium, Amperity) might be better"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|google-small|Lexer", "prompt": "c68-m5", "model": "google-small", "cat": "identity-resolution", "variant": "scale", "raw": "Lexer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "*Vendors to look at:* Amperity, Lexer, Zeotap, Simon Data."}, {"id": "mai-20260915-0741-calibration_b|c68-m5|google-small|Tealium", "prompt": "c68-m5", "model": "google-small", "cat": "identity-resolution", "variant": "scale", "raw": "Tealium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a packaged Customer Data Platform (e.g., Segment, Tealium, Amperity) might be better"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|google-small|Zeotap", "prompt": "c68-m5", "model": "google-small", "cat": "identity-resolution", "variant": "scale", "raw": "Zeotap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "*Vendors to look at:* Amperity, Lexer, Zeotap, Simon Data."}, {"id": "mai-20260915-0741-calibration_b|c68-m5|google-small|LiveRamp", "prompt": "c68-m5", "model": "google-small", "cat": "identity-resolution", "variant": "scale", "raw": "LiveRamp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "The platform (like LiveRamp or Neustar) ... valuable for heavy programmatic advertisers, but it is expensive and comes with higher compliance risks."}, {"id": "mai-20260915-0741-calibration_b|c68-m5|google-small|Simon Data", "prompt": "c68-m5", "model": "google-small", "cat": "identity-resolution", "variant": "scale", "raw": "Simon Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "*Vendors to look at:* Amperity, Lexer, Zeotap, Simon Data."}, {"id": "mai-20260915-0741-calibration_b|c68-m5|google-small|Neustar", "prompt": "c68-m5", "model": "google-small", "cat": "identity-resolution", "variant": "scale", "raw": "Neustar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "it is expensive and comes with higher compliance risks"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|mistral-small|LiveRamp", "prompt": "c68-m5", "model": "mistral-small", "cat": "identity-resolution", "variant": "scale", "raw": "LiveRamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Full-stack platforms** (LiveRamp, Epsilon, Acxiom) - Simplified vendor management"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|mistral-small|Epsilon", "prompt": "c68-m5", "model": "mistral-small", "cat": "identity-resolution", "variant": "scale", "raw": "Epsilon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Full-stack platforms** (LiveRamp, Epsilon, Acxiom)"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|mistral-small|Acxiom", "prompt": "c68-m5", "model": "mistral-small", "cat": "identity-resolution", "variant": "scale", "raw": "Acxiom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Full-stack platforms** (LiveRamp, Epsilon, Acxiom)"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|mistral-small|Hightouch", "prompt": "c68-m5", "model": "mistral-small", "cat": "identity-resolution", "variant": "scale", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Composable/warehouse-native** (Hightouch, Delivr.ai) - No data copying"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|mistral-small|Delivr.ai", "prompt": "c68-m5", "model": "mistral-small", "cat": "identity-resolution", "variant": "scale", "raw": "Delivr.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Composable/warehouse-native** (Hightouch, Delivr.ai)"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|mistral-small|UID2", "prompt": "c68-m5", "model": "mistral-small", "cat": "identity-resolution", "variant": "scale", "raw": "UID2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Identity-as-infrastructure** (UID2, ID5) - Deep integration, higher implementation effort"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|mistral-small|ID5", "prompt": "c68-m5", "model": "mistral-small", "cat": "identity-resolution", "variant": "scale", "raw": "ID5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Identity-as-infrastructure** (UID2, ID5) - Deep integration, higher implementation effort"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|moonshot-small|6sense", "prompt": "c68-m5", "model": "moonshot-small", "cat": "identity-resolution", "variant": "scale", "raw": "6sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Full-stack platform** | Teams wanting unified solution | 6sense, Demandbase, ZoomInfo |"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|moonshot-small|Demandbase", "prompt": "c68-m5", "model": "moonshot-small", "cat": "identity-resolution", "variant": "scale", "raw": "Demandbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "6sense, Demandbase, ZoomInfo"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|moonshot-small|ZoomInfo", "prompt": "c68-m5", "model": "moonshot-small", "cat": "identity-resolution", "variant": "scale", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "6sense, Demandbase, ZoomInfo"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|moonshot-small|Hightouch", "prompt": "c68-m5", "model": "moonshot-small", "cat": "identity-resolution", "variant": "scale", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **Warehouse-native** | Hightouch, Delivr.ai | Want control in your own infrastructure, data team-led |"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|moonshot-small|Delivr.ai", "prompt": "c68-m5", "model": "moonshot-small", "cat": "identity-resolution", "variant": "scale", "raw": "Delivr.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| **Warehouse-native** | Hightouch, Delivr.ai |"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|moonshot-small|Snowflake-native", "prompt": "c68-m5", "model": "moonshot-small", "cat": "identity-resolution", "variant": "scale", "raw": "Snowflake-native", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Composable/warehouse-native** | Data engineering maturity | Hightouch, Delivr.ai, Snowflake-native |"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|moonshot-small|UID2", "prompt": "c68-m5", "model": "moonshot-small", "cat": "identity-resolution", "variant": "scale", "raw": "UID2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Identity-as-infrastructure** | Embedding into products | UID2, ID5, LiveRamp ATS |"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|moonshot-small|ID5", "prompt": "c68-m5", "model": "moonshot-small", "cat": "identity-resolution", "variant": "scale", "raw": "ID5", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "UID2, ID5, LiveRamp ATS"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|moonshot-small|LiveRamp", "prompt": "c68-m5", "model": "moonshot-small", "cat": "identity-resolution", "variant": "scale", "raw": "LiveRamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "| **Enterprise scale** | LiveRamp, Acxiom, Experian | Need broad cross-channel reach"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|moonshot-small|Acxiom", "prompt": "c68-m5", "model": "moonshot-small", "cat": "identity-resolution", "variant": "scale", "raw": "Acxiom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "| **Enterprise scale** | LiveRamp, Acxiom, Experian |"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|moonshot-small|Experian", "prompt": "c68-m5", "model": "moonshot-small", "cat": "identity-resolution", "variant": "scale", "raw": "Experian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "| **Enterprise scale** | LiveRamp, Acxiom, Experian |"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|moonshot-small|CustomerLabs 1PD Ops", "prompt": "c68-m5", "model": "moonshot-small", "cat": "identity-resolution", "variant": "scale", "raw": "CustomerLabs 1PD Ops", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "| **Marketing-led** | CustomerLabs 1PD Ops | No-code first-party data activation |"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|moonshot-small|Tealium", "prompt": "c68-m5", "model": "moonshot-small", "cat": "identity-resolution", "variant": "scale", "raw": "Tealium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "| **Real-time CDP** | Tealium, mParticle | Need real-time orchestration and visitor stitching |"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|moonshot-small|mParticle", "prompt": "c68-m5", "model": "moonshot-small", "cat": "identity-resolution", "variant": "scale", "raw": "mParticle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "| **Real-time CDP** | Tealium, mParticle |"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|xai-small|LiveRamp", "prompt": "c68-m5", "model": "xai-small", "cat": "identity-resolution", "variant": "scale", "raw": "LiveRamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist (5-7 vendors)**: LiveRamp, Acxiom, Tealium, Hightouch, CustomerLabs, Experian"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|xai-small|Lotame", "prompt": "c68-m5", "model": "xai-small", "cat": "identity-resolution", "variant": "scale", "raw": "Lotame", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "drawn from industry best practices (e.g., LiveRamp, Lotame, Acxiom reports, and CDP Institute guides)"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|xai-small|Acxiom", "prompt": "c68-m5", "model": "xai-small", "cat": "identity-resolution", "variant": "scale", "raw": "Acxiom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist (5-7 vendors)**: LiveRamp, Acxiom, Tealium, Hightouch, CustomerLabs, Experian"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|xai-small|Tealium", "prompt": "c68-m5", "model": "xai-small", "cat": "identity-resolution", "variant": "scale", "raw": "Tealium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "LiveRamp, Acxiom, Tealium, Hightouch, CustomerLabs, Experian (top-rated for enterprises/mid-market per 2024-2026 reviews)"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|xai-small|Hightouch", "prompt": "c68-m5", "model": "xai-small", "cat": "identity-resolution", "variant": "scale", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "LiveRamp, Acxiom, Tealium, Hightouch, CustomerLabs, Experian"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|xai-small|CustomerLabs", "prompt": "c68-m5", "model": "xai-small", "cat": "identity-resolution", "variant": "scale", "raw": "CustomerLabs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "LiveRamp, Acxiom, Tealium, Hightouch, CustomerLabs, Experian"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|xai-small|Experian", "prompt": "c68-m5", "model": "xai-small", "cat": "identity-resolution", "variant": "scale", "raw": "Experian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "LiveRamp, Acxiom, Tealium, Hightouch, CustomerLabs, Experian (top-rated for enterprises/mid-market per 2024-2026 reviews)"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|zai-small|Amperity", "prompt": "c68-m5", "model": "zai-small", "cat": "identity-resolution", "variant": "scale", "raw": "Amperity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Amperity: Strength: Best-in-class identity resolution at scale"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|zai-small|Segment (Twilio)", "prompt": "c68-m5", "model": "zai-small", "cat": "identity-resolution", "variant": "scale", "raw": "Segment (Twilio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strength: Developer-first, 700+ destinations"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|zai-small|mParticle", "prompt": "c68-m5", "model": "zai-small", "cat": "identity-resolution", "variant": "scale", "raw": "mParticle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strength: Scale + AI prediction, deterministic and probabilistic modes"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|zai-small|RudderStack", "prompt": "c68-m5", "model": "zai-small", "cat": "identity-resolution", "variant": "scale", "raw": "RudderStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strength: Open-source core, warehouse-native"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|zai-small|Hightouch", "prompt": "c68-m5", "model": "zai-small", "cat": "identity-resolution", "variant": "scale", "raw": "Hightouch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strength: Warehouse-modeled identity via SQL"}, {"id": "mai-20260915-0741-calibration_b|c68-m5|zai-small|LiveRamp", "prompt": "c68-m5", "model": "zai-small", "cat": "identity-resolution", "variant": "scale", "raw": "LiveRamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strength: Dedicated identity graph, clean room interoperability"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|alibaba-small|IDmerit", "prompt": "c68-m6", "model": "alibaba-small", "cat": "identity-resolution", "variant": "negative", "raw": "IDmerit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid vendors with recent, unresolved incidents: **IDmerit:** ... exposed roughly **1 billion KYC ... records**"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|alibaba-small|Sumsub", "prompt": "c68-m6", "model": "alibaba-small", "cat": "identity-resolution", "variant": "negative", "raw": "Sumsub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Disclosed in early 2026 that a July 2024 intrusion ... went undetected for 18 months"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|alibaba-small|AU10TIX", "prompt": "c68-m6", "model": "alibaba-small", "cat": "identity-resolution", "variant": "negative", "raw": "AU10TIX", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "left administrative credentials exposed online for over a year"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|alibaba-small|Persona", "prompt": "c68-m6", "model": "alibaba-small", "cat": "identity-resolution", "variant": "negative", "raw": "Persona", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Recently cut ties with major partners like Discord after researchers found its source code and configuration files exposed"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|alibaba-small|Epsilon (Alliance Data)", "prompt": "c68-m6", "model": "alibaba-small", "cat": "identity-resolution", "variant": "negative", "raw": "Epsilon (Alliance Data)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "the massive breach that affected nearly 60 top-tier US brands remains a critical cautionary tale"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|alibaba-small|Oracle BlueKai", "prompt": "c68-m6", "model": "alibaba-small", "cat": "identity-resolution", "variant": "negative", "raw": "Oracle BlueKai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "architectural inability to handle first-party deterministic identities effectively"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|alibaba-small|Lotame", "prompt": "c68-m6", "model": "alibaba-small", "cat": "identity-resolution", "variant": "negative", "raw": "Lotame", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Frequently cited for reliance on broad, third-party audience data trading ... lagging behind competitors"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|alibaba-small|Segment", "prompt": "c68-m6", "model": "alibaba-small", "cat": "identity-resolution", "variant": "negative", "raw": "Segment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Reviewers warn of **unpredictable cost scaling**"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|alibaba-small|Klaviyo", "prompt": "c68-m6", "model": "alibaba-small", "cat": "identity-resolution", "variant": "negative", "raw": "Klaviyo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "flagged as a risky choice for B2B or compliance-heavy industries"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|alibaba-small|Adobe Real-Time CDP", "prompt": "c68-m6", "model": "alibaba-small", "cat": "identity-resolution", "variant": "negative", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "High complexity and slow time-to-value are recurring complaints. It is generally recommended to skip unless"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|challenger-small|mParticle", "prompt": "c68-m6", "model": "challenger-small", "cat": "identity-resolution", "variant": "negative", "raw": "mParticle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Black-box CDPs** such as **mParticle, Segment, Tealium, and Simon Data** can be problematic if you need custom matching logic"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|challenger-small|Segment", "prompt": "c68-m6", "model": "challenger-small", "cat": "identity-resolution", "variant": "negative", "raw": "Segment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Black-box CDPs** such as **mParticle, Segment, Tealium, and Simon Data** can be problematic if you need custom matching logic"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|challenger-small|Tealium", "prompt": "c68-m6", "model": "challenger-small", "cat": "identity-resolution", "variant": "negative", "raw": "Tealium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Black-box CDPs** such as **mParticle, Segment, Tealium, and Simon Data** can be problematic if you need custom matching logic"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|challenger-small|Simon Data", "prompt": "c68-m6", "model": "challenger-small", "cat": "identity-resolution", "variant": "negative", "raw": "Simon Data", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Black-box CDPs** such as **mParticle, Segment, Tealium, and Simon Data** can be problematic if you need custom matching logic"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|challenger-small|LiveRamp", "prompt": "c68-m6", "model": "challenger-small", "cat": "identity-resolution", "variant": "negative", "raw": "LiveRamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "caution list** for specific platforms like LiveRamp, Segment, mParticle, Adobe, Salesforce, and others"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|challenger-small|Adobe", "prompt": "c68-m6", "model": "challenger-small", "cat": "identity-resolution", "variant": "negative", "raw": "Adobe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "specific platforms like LiveRamp, Segment, mParticle, Adobe, Salesforce, and others"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|challenger-small|Salesforce", "prompt": "c68-m6", "model": "challenger-small", "cat": "identity-resolution", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "specific platforms like LiveRamp, Segment, mParticle, Adobe, Salesforce, and others"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|deepseek-small|LiveRamp", "prompt": "c68-m6", "model": "deepseek-small", "cat": "identity-resolution", "variant": "negative", "raw": "LiveRamp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The platforms I'd most strongly counsel **avoiding or treating with major caution** are: **LiveRamp** (privacy litigation, surveillance-scale profiling...)"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|deepseek-small|IDScan", "prompt": "c68-m6", "model": "deepseek-small", "cat": "identity-resolution", "variant": "negative", "raw": "IDScan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "IDScan — avoid; confirmed massive breach"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|deepseek-small|AU10TIX", "prompt": "c68-m6", "model": "deepseek-small", "cat": "identity-resolution", "variant": "negative", "raw": "AU10TIX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "AU10TIX — be cautious"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|deepseek-small|IDMerit", "prompt": "c68-m6", "model": "deepseek-small", "cat": "identity-resolution", "variant": "negative", "raw": "IDMerit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Given the dispute, treat with caution until independent verification is clear."}, {"id": "mai-20260915-0741-calibration_b|c68-m6|deepseek-small|Mobilewalla", "prompt": "c68-m6", "model": "deepseek-small", "cat": "identity-resolution", "variant": "negative", "raw": "Mobilewalla", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "FTC action Dec 2024; banned from selling sensitive location data."}, {"id": "mai-20260915-0741-calibration_b|c68-m6|deepseek-small|X-Mode/Outlogic", "prompt": "c68-m6", "model": "deepseek-small", "cat": "identity-resolution", "variant": "negative", "raw": "X-Mode/Outlogic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "first-ever FTC data-broker ban on sensitive location data (2024)"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|deepseek-small|Gravy Analytics/Venntel", "prompt": "c68-m6", "model": "deepseek-small", "cat": "identity-resolution", "variant": "negative", "raw": "Gravy Analytics/Venntel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Gravy Analytics / Venntel** — FTC action Dec 2024."}, {"id": "mai-20260915-0741-calibration_b|c68-m6|deepseek-small|InMarket", "prompt": "c68-m6", "model": "deepseek-small", "cat": "identity-resolution", "variant": "negative", "raw": "InMarket", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**InMarket** — FTC ban (2024)."}, {"id": "mai-20260915-0741-calibration_b|c68-m6|deepseek-small|TransUnion", "prompt": "c68-m6", "model": "deepseek-small", "cat": "identity-resolution", "variant": "negative", "raw": "TransUnion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "be cautious about relying on their resolution outputs without independent QA"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|deepseek-small|Experian", "prompt": "c68-m6", "model": "deepseek-small", "cat": "identity-resolution", "variant": "negative", "raw": "Experian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Experian has faced FTC action over spam/opt-out practices"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|deepseek-small|Equifax", "prompt": "c68-m6", "model": "deepseek-small", "cat": "identity-resolution", "variant": "negative", "raw": "Equifax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Equifax had the massive 2017 breach (147M records)"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|deepseek-small|Persona", "prompt": "c68-m6", "model": "deepseek-small", "cat": "identity-resolution", "variant": "negative", "raw": "Persona", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "be cautious about **Persona** and **iDenfy** — users frequently report failed verification"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|deepseek-small|iDenfy", "prompt": "c68-m6", "model": "deepseek-small", "cat": "identity-resolution", "variant": "negative", "raw": "iDenfy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "be cautious about **Persona** and **iDenfy** — users frequently report failed verification"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|mistral-small|Acxiom", "prompt": "c68-m6", "model": "mistral-small", "cat": "identity-resolution", "variant": "negative", "raw": "Acxiom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "here are the identity resolution platforms you should **avoid or approach with extreme caution**... **Acxiom**"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|mistral-small|Experian", "prompt": "c68-m6", "model": "mistral-small", "cat": "identity-resolution", "variant": "negative", "raw": "Experian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Experian** (specifically their identity resolution solutions)"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|mistral-small|TransUnion", "prompt": "c68-m6", "model": "mistral-small", "cat": "identity-resolution", "variant": "negative", "raw": "TransUnion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Traditional Data Broker-Based Identity Resolution Platforms... **TransUnion**"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|mistral-small|Neustar", "prompt": "c68-m6", "model": "mistral-small", "cat": "identity-resolution", "variant": "negative", "raw": "Neustar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "registered data brokers and should be approached with significant skepticism... **Neustar**"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|mistral-small|LiveRamp", "prompt": "c68-m6", "model": "mistral-small", "cat": "identity-resolution", "variant": "negative", "raw": "LiveRamp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**LiveRamp** (Despite being enterprise-grade) Concerns: Premium pricing ($100K-$500K+/year), Complex onboarding"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|mistral-small|FullContact", "prompt": "c68-m6", "model": "mistral-small", "cat": "identity-resolution", "variant": "negative", "raw": "FullContact", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Free tier exists but has significant limitations... May share data beyond just identity resolution"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|mistral-small|Hightouch Adaptive Identity Resolution", "prompt": "c68-m6", "model": "mistral-small", "cat": "identity-resolution", "variant": "negative", "raw": "Hightouch Adaptive Identity Resolution", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Recommended Alternatives... **Hightouch Adaptive Identity Resolution** (warehouse-native, full control)"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|mistral-small|CustomerLabs 1PD Ops", "prompt": "c68-m6", "model": "mistral-small", "cat": "identity-resolution", "variant": "negative", "raw": "CustomerLabs 1PD Ops", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**CustomerLabs 1PD Ops** (first-party data activation)"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|mistral-small|Twilio Segment", "prompt": "c68-m6", "model": "mistral-small", "cat": "identity-resolution", "variant": "negative", "raw": "Twilio Segment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Twilio Segment** (developer-friendly, privacy-focused)"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|mistral-small|mParticle IDSync", "prompt": "c68-m6", "model": "mistral-small", "cat": "identity-resolution", "variant": "negative", "raw": "mParticle IDSync", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**mParticle IDSync** (CDP-native identity)"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|moonshot-small|LiveRamp", "prompt": "c68-m6", "model": "moonshot-small", "cat": "identity-resolution", "variant": "negative", "raw": "LiveRamp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**1. LiveRamp** ⚠️ **Major Caution Advised**"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|moonshot-small|mParticle", "prompt": "c68-m6", "model": "moonshot-small", "cat": "identity-resolution", "variant": "negative", "raw": "mParticle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Traditional Packaged CDPs (mParticle, Segment, Tealium, Simon Data) ⚠️ **Structural Concerns**"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|moonshot-small|Segment", "prompt": "c68-m6", "model": "moonshot-small", "cat": "identity-resolution", "variant": "negative", "raw": "Segment", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Traditional Packaged CDPs (mParticle, Segment, Tealium, Simon Data) ⚠️ **Structural Concerns**"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|moonshot-small|Tealium", "prompt": "c68-m6", "model": "moonshot-small", "cat": "identity-resolution", "variant": "negative", "raw": "Tealium", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Traditional Packaged CDPs (mParticle, Segment, Tealium, Simon Data) ⚠️ **Structural Concerns**"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|moonshot-small|Simon Data", "prompt": "c68-m6", "model": "moonshot-small", "cat": "identity-resolution", "variant": "negative", "raw": "Simon Data", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Traditional Packaged CDPs (mParticle, Segment, Tealium, Simon Data) ⚠️ **Structural Concerns**"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|moonshot-small|Salesforce Data Cloud / Data 360", "prompt": "c68-m6", "model": "moonshot-small", "cat": "identity-resolution", "variant": "negative", "raw": "Salesforce Data Cloud / Data 360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Steep learning curve... Expensive: Unpredictable costs that scale dramatically with volume"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|moonshot-small|Adobe Real-Time CDP", "prompt": "c68-m6", "model": "moonshot-small", "cat": "identity-resolution", "variant": "negative", "raw": "Adobe Real-Time CDP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Long setup timelines... High cost: Among the most expensive options per G2 users"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|moonshot-small|One Identity", "prompt": "c68-m6", "model": "moonshot-small", "cat": "identity-resolution", "variant": "negative", "raw": "One Identity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Legacy integration issues: Problems with OpenLDAP directory integration affecting SSO functionality"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|moonshot-small|CyberArk", "prompt": "c68-m6", "model": "moonshot-small", "cat": "identity-resolution", "variant": "negative", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Difficult admin UX: Repeatedly flagged in G2 and Gartner reviews as difficult to learn and slow to navigate"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|moonshot-small|Hightouch", "prompt": "c68-m6", "model": "moonshot-small", "cat": "identity-resolution", "variant": "negative", "raw": "Hightouch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "**Warehouse-native identity resolution** (Hightouch, Zingg) | Complete data access, configurable logic, no vendor lock-in"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|moonshot-small|Zingg", "prompt": "c68-m6", "model": "moonshot-small", "cat": "identity-resolution", "variant": "negative", "raw": "Zingg", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "**Warehouse-native identity resolution** (Hightouch, Zingg) | Complete data access, configurable logic, no vendor lock-in"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|moonshot-small|AWS/Snowflake", "prompt": "c68-m6", "model": "moonshot-small", "cat": "identity-resolution", "variant": "negative", "raw": "AWS/Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Build on AWS/Snowflake** | Data stays in your infrastructure"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|openai-small|Kochava", "prompt": "c68-m6", "model": "openai-small", "cat": "identity-resolution", "variant": "negative", "raw": "Kochava", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Kochava, Mobilewalla, X-Mode/Outlogic, and related businesses are examples of the kind of vendors that deserve extra scrutiny."}, {"id": "mai-20260915-0741-calibration_b|c68-m6|openai-small|Mobilewalla", "prompt": "c68-m6", "model": "openai-small", "cat": "identity-resolution", "variant": "negative", "raw": "Mobilewalla", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Recent actions involving Mobilewalla and Kochava are especially relevant"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|openai-small|X-Mode/Outlogic", "prompt": "c68-m6", "model": "openai-small", "cat": "identity-resolution", "variant": "negative", "raw": "X-Mode/Outlogic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Kochava, Mobilewalla, X-Mode/Outlogic, and related businesses are examples of the kind of vendors that deserve extra scrutiny."}, {"id": "mai-20260915-0741-calibration_b|c68-m6|xai-small|IDMerit", "prompt": "c68-m6", "model": "xai-small", "cat": "identity-resolution", "variant": "negative", "raw": "IDMerit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "unprotected MongoDB database exposing ~1-3 billion records ... High risk for centralized data mishandling."}, {"id": "mai-20260915-0741-calibration_b|c68-m6|xai-small|IDScan.net", "prompt": "c68-m6", "model": "xai-small", "cat": "identity-resolution", "variant": "negative", "raw": "IDScan.net", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Sept 2026 breach confirmed; dark web claims 153M+ scans of driver's licenses, IDs, etc. Led to 9 class actions"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|xai-small|Persona", "prompt": "c68-m6", "model": "xai-small", "cat": "identity-resolution", "variant": "negative", "raw": "Persona", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "exposed frontend code (2,500+ files) on public server ... Discord dropped them; user complaints on failures/privacy."}, {"id": "mai-20260915-0741-calibration_b|c68-m6|xai-small|Yoti", "prompt": "c68-m6", "model": "xai-small", "cat": "identity-resolution", "variant": "negative", "raw": "Yoti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "fined €950K by Spain's AEPD for GDPR violations—unlawful biometric processing"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|xai-small|ID.me", "prompt": "c68-m6", "model": "xai-small", "cat": "identity-resolution", "variant": "negative", "raw": "ID.me", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "ID.me poor reviews on verification failures; older ID.me BIPA suit"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|xai-small|LiveRamp", "prompt": "c68-m6", "model": "xai-small", "cat": "identity-resolution", "variant": "negative", "raw": "LiveRamp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Popular ones like LiveRamp, Experian, Acxiom face lawsuits (e.g., CIPA ad-tracking) but emphasize privacy tools"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|xai-small|Experian", "prompt": "c68-m6", "model": "xai-small", "cat": "identity-resolution", "variant": "negative", "raw": "Experian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Popular ones like LiveRamp, Experian, Acxiom face lawsuits (e.g., CIPA ad-tracking) but emphasize privacy tools"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|xai-small|Acxiom", "prompt": "c68-m6", "model": "xai-small", "cat": "identity-resolution", "variant": "negative", "raw": "Acxiom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Popular ones like LiveRamp, Experian, Acxiom face lawsuits (e.g., CIPA ad-tracking) but emphasize privacy tools"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|zai-small|LiveRamp", "prompt": "c68-m6", "model": "zai-small", "cat": "identity-resolution", "variant": "negative", "raw": "LiveRamp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**LiveRamp**\n**Avoid or Approach with Extreme Caution**"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|zai-small|mParticle", "prompt": "c68-m6", "model": "zai-small", "cat": "identity-resolution", "variant": "negative", "raw": "mParticle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Examples to Question:**\n- mParticle"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|zai-small|Segment (now part of Twilio Segment)", "prompt": "c68-m6", "model": "zai-small", "cat": "identity-resolution", "variant": "negative", "raw": "Segment (now part of Twilio Segment)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Examples to Question:** ... Segment (now part of Twilio Segment)"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|zai-small|Tealium", "prompt": "c68-m6", "model": "zai-small", "cat": "identity-resolution", "variant": "negative", "raw": "Tealium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Examples to Question:** ... Tealium"}, {"id": "mai-20260915-0741-calibration_b|c68-m6|zai-small|Simon Data", "prompt": "c68-m6", "model": "zai-small", "cat": "identity-resolution", "variant": "negative", "raw": "Simon Data", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Examples to Question:** ... Simon Data"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|alibaba-small|Journeybee", "prompt": "c72-m1", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Journeybee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Journeybee is currently ranked as the top choice for mid-market B2B companies"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|alibaba-small|PartnerPortal", "prompt": "c72-m1", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "PartnerPortal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Quick Setup & Broad CRM Integration: **PartnerPortal**"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|alibaba-small|Allbound", "prompt": "c72-m1", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Allbound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Incentives & Co-Marketing: **Allbound** or **ChannelScaler**"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|alibaba-small|ChannelScaler", "prompt": "c72-m1", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "ChannelScaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Incentives & Co-Marketing: **Allbound** or **ChannelScaler**"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|alibaba-small|Zoho CRM Partner Portal", "prompt": "c72-m1", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Zoho CRM Partner Portal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Budget-Conscious Teams: **Zoho CRM Partner Portal**"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|anthropic-small|Impartner PRM", "prompt": "c72-m1", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Impartner PRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Impartner PRM ** is particularly well-suited for mid-market teams."}, {"id": "mai-20260915-0741-calibration_b|c72-m1|anthropic-small|ZINFI", "prompt": "c72-m1", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "ZINFI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "recognized for companies managing complex, multi-tier partner ecosystems"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|anthropic-small|Allbound", "prompt": "c72-m1", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Allbound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "another option that prioritizes partner portal adoption with a mobile-optimized interface"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|anthropic-small|PartnerStack", "prompt": "c72-m1", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "PartnerStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "PartnerStack focuses specifically on B2B SaaS companies managing affiliate, referral, and reseller partnerships"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|anthropic-small|PartnerPortal", "prompt": "c72-m1", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "PartnerPortal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "modern self-serve PRMs like PartnerPortal, Kiflo, JourneyBee, and Introw"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|anthropic-small|Kiflo", "prompt": "c72-m1", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Kiflo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "modern self-serve PRMs like PartnerPortal, Kiflo, JourneyBee, and Introw"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|anthropic-small|JourneyBee", "prompt": "c72-m1", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "JourneyBee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "modern self-serve PRMs like PartnerPortal, Kiflo, JourneyBee, and Introw"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|anthropic-small|Introw", "prompt": "c72-m1", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Introw", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "modern self-serve PRMs like PartnerPortal, Kiflo, JourneyBee, and Introw"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|challenger-small|HubSpot", "prompt": "c72-m1", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "HubSpot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HubSpot is the best default platform for a mid-market B2B company"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|challenger-small|Salesforce", "prompt": "c72-m1", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Salesforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you need **complex enterprise-grade customization**, advanced permissions, and a dedicated admin team"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|challenger-small|Zoho CRM", "prompt": "c72-m1", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better if budget matters most and you still need broad mid-market capability"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|challenger-small|Rework", "prompt": "c72-m1", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Rework", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "an option for mid-size teams that want a unified CRM plus lead management and a multi-channel inbox in one product"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|deepseek-small|Allbound (now Channelscaler)", "prompt": "c72-m1", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Allbound (now Channelscaler)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start your shortlist with Allbound (Channelscaler) — it's repeatedly cited as the \"mid-market default\""}, {"id": "mai-20260915-0741-calibration_b|c72-m1|deepseek-small|Impartner", "prompt": "c72-m1", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Impartner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bring in Impartner as your \"scale-up\" option ... knowing you'll pay premium pricing and take on a longer, more complex implementation"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|deepseek-small|Channeltivity", "prompt": "c72-m1", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Channeltivity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"PRM without enterprise pricing\" option"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|deepseek-small|PartnerStack", "prompt": "c72-m1", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "PartnerStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're a SaaS-first company centered on affiliate/referral incentives, swap in PartnerStack as the leading candidate instead."}, {"id": "mai-20260915-0741-calibration_b|c72-m1|deepseek-small|ZINFI", "prompt": "c72-m1", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "ZINFI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose ZINFI / Zift / Mindmatrix if… Your strategy depends heavily on through-channel marketing"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|deepseek-small|Zift", "prompt": "c72-m1", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Zift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose ZINFI / Zift / Mindmatrix if… Your strategy depends heavily on through-channel marketing"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|deepseek-small|Mindmatrix", "prompt": "c72-m1", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Mindmatrix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose ZINFI / Zift / Mindmatrix if… Your strategy depends heavily on through-channel marketing"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|deepseek-small|Salesforce PRM", "prompt": "c72-m1", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Salesforce PRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "but note it's pricey per user and complex to configure"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|deepseek-small|Kiflo", "prompt": "c72-m1", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Kiflo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Smaller/early programs (below mid-market)"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|deepseek-small|Introw", "prompt": "c72-m1", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Introw", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "if EU data residency is a requirement, options like Introw (Belgium, HubSpot/Salesforce-native) are worth consideration"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|google-small|PartnerStack", "prompt": "c72-m1", "model": "google-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "PartnerStack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your B2B company is in SaaS and relies heavily on affiliate networks, referral partners, and co-selling, PartnerStack is a leading choice."}, {"id": "mai-20260915-0741-calibration_b|c72-m1|google-small|Journeybee", "prompt": "c72-m1", "model": "google-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Journeybee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for High Partner Adoption & Modern AI: **Journeybee**"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|google-small|Channeltivity", "prompt": "c72-m1", "model": "google-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Channeltivity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Traditional Resellers & Fast Setup: **Channeltivity**"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|google-small|Channelscaler (formerly Allbound)", "prompt": "c72-m1", "model": "google-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Channelscaler (formerly Allbound)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Scaling Toward Enterprise: **Channelscaler (formerly Allbound)**"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|google-small|Magentrix", "prompt": "c72-m1", "model": "google-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Magentrix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for deep Salesforce Customization: **Magentrix**"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|meta-small|Journeybee", "prompt": "c72-m1", "model": "meta-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Journeybee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best partner relationship management platform for a mid-market B2B company is Journeybee"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|minimax-small|Channeltivity", "prompt": "c72-m1", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Channeltivity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Channeltivity** or **Allbound** appear to be the strongest choices based on current ratings and specifically mid-market focus"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|minimax-small|Allbound", "prompt": "c72-m1", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Allbound", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Channeltivity** or **Allbound** appear to be the strongest choices"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|minimax-small|PartnerStack", "prompt": "c72-m1", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "PartnerStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're in B2B SaaS specifically, **PartnerStack** is purpose-built for that segment."}, {"id": "mai-20260915-0741-calibration_b|c72-m1|minimax-small|Euler App", "prompt": "c72-m1", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Euler App", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Euler App** (New in 2024)"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|mistral-small|Channeltivity", "prompt": "c72-m1", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Channeltivity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top recommendation for most mid-market B2B companies would be Channeltivity**"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|mistral-small|Allbound (now part of Channelscaler)", "prompt": "c72-m1", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Allbound (now part of Channelscaler)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're heavily invested in Salesforce or need advanced co-marketing features, Allbound or Salesforce PRM would be better choices"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|mistral-small|Kiflo", "prompt": "c72-m1", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Kiflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Value for Budget-Conscious Mid-Market"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|mistral-small|Salesforce PRM", "prompt": "c72-m1", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Salesforce PRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Salesforce-Centric Companies"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|mistral-small|Impartner", "prompt": "c72-m1", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Impartner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Complex Channel Programs ... Cons: Higher cost, steeper learning curve"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|mistral-small|Journeybee", "prompt": "c72-m1", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Journeybee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Fastest implementation** | Journeybee |"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|moonshot-small|Channeltivity", "prompt": "c72-m1", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Channeltivity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Channeltivity** ⭐ Best Overall for Mid-Market"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|moonshot-small|Allbound", "prompt": "c72-m1", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Allbound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Allbound** (Now ChannelScaler) ⭐ Best for Co-Marketing + Co-Selling"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|moonshot-small|Impartner", "prompt": "c72-m1", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Impartner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Impartner** ⭐ Best for Scaling Beyond Mid-Market"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|moonshot-small|Mindmatrix", "prompt": "c72-m1", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Mindmatrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Mindmatrix** | PRM + marketing combined | ~$1,500–$3,000/mo | All-in-one channel marketing |"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|moonshot-small|Kiflo", "prompt": "c72-m1", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Kiflo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Kiflo** | Budget-conscious mid-market | $249–$799/mo | Affordable, quick setup |"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|openai-small|Impartner PRM", "prompt": "c72-m1", "model": "openai-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Impartner PRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Impartner PRM** is a strong default recommendation ... **Best overall for mid-market B2B PRM:**"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|openai-small|Salesforce Partner Cloud", "prompt": "c72-m1", "model": "openai-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Salesforce Partner Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you're already deep in Salesforce:** **Salesforce Partner Cloud**"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|openai-small|PartnerStack", "prompt": "c72-m1", "model": "openai-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "PartnerStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for SaaS companies focused on partner recruiting, onboarding, and payouts:** **PartnerStack**"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|openai-small|ZINFI", "prompt": "c72-m1", "model": "openai-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "ZINFI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for broader partner ops / ecosystem management:** **ZINFI** or **Channelscaler**"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|openai-small|Channelscaler", "prompt": "c72-m1", "model": "openai-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Channelscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ZINFI** or **Channelscaler**, depending on how complex your partner program is"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|openai-small|Magentrix", "prompt": "c72-m1", "model": "openai-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Magentrix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Magentrix** can be attractive, especially for Salesforce or Dynamics environments"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|xai-small|Channeltivity", "prompt": "c72-m1", "model": "xai-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Channeltivity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Channeltivity** stands out as a top recommendation based on recent reviews and comparisons."}, {"id": "mai-20260915-0741-calibration_b|c72-m1|xai-small|Impartner PRM", "prompt": "c72-m1", "model": "xai-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Impartner PRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "start with Channeltivity or Impartner demos—they align best with structured partner ecosystems"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|xai-small|Channelscaler", "prompt": "c72-m1", "model": "xai-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Channelscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Co-sell/enablement, incentives ... Mobile UI, playbooks, G2 Leader | ROI concerns noted"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|xai-small|PartnerStack", "prompt": "c72-m1", "model": "xai-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "PartnerStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affiliates/SaaS? → PartnerStack"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|xai-small|Salesforce PRM", "prompt": "c72-m1", "model": "xai-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Salesforce PRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Salesforce-heavy? → Salesforce PRM/Impartner"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|xai-small|ZINFI", "prompt": "c72-m1", "model": "xai-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "ZINFI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Leaders per G2 PRM Grids (2024-2026)**: ZINFI, Channelscaler/Allbound, Impartner, PartnerStack, impact.com"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|xai-small|impact.com", "prompt": "c72-m1", "model": "xai-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "impact.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Leaders per G2 PRM Grids (2024-2026)**: ZINFI, Channelscaler/Allbound, Impartner, PartnerStack, impact.com"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|xai-small|Kiflo", "prompt": "c72-m1", "model": "xai-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Kiflo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others to consider**: Kiflo (SMB-mid, $249/mo, easy start)"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|xai-small|Journeybee", "prompt": "c72-m1", "model": "xai-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Journeybee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Journeybee ($499/mo, AI/modern UI for cyber/SaaS—niche but rising)"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|zai-small|ZINFI", "prompt": "c72-m1", "model": "zai-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "ZINFI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ZINFI** (Top Recommendation)"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|zai-small|Channeltivity", "prompt": "c72-m1", "model": "zai-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Channeltivity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Channeltivity** (Strong Mid-Market Alternative)"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|zai-small|Salesforce Partner Cloud", "prompt": "c72-m1", "model": "zai-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "Salesforce Partner Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Perfect if your company is already Salesforce-based"}, {"id": "mai-20260915-0741-calibration_b|c72-m1|zai-small|PartnerStack", "prompt": "c72-m1", "model": "zai-small", "cat": "partner-relationship-management", "variant": "direct", "raw": "PartnerStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**PartnerStack** (Best for SaaS/Subscription Models)"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|alibaba-small|Journeybee", "prompt": "c72-m2", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Journeybee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are **launching or scaling quickly** with a modern tech stack: Choose **Journeybee**."}, {"id": "mai-20260915-0741-calibration_b|c72-m2|alibaba-small|Kiflo (by PartnerPortal)", "prompt": "c72-m2", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Kiflo (by PartnerPortal)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are **just starting** your partner program and need simplicity: Choose **Kiflo**."}, {"id": "mai-20260915-0741-calibration_b|c72-m2|alibaba-small|Channeltivity (by Anaplan)", "prompt": "c72-m2", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Channeltivity (by Anaplan)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "However, it can be more expensive and complex to implement than Journeybee or Kiflo."}, {"id": "mai-20260915-0741-calibration_b|c72-m2|alibaba-small|Allbound", "prompt": "c72-m2", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Allbound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Known for its strong focus on partner marketing automation and ease of use for SMBs moving into the mid-market."}, {"id": "mai-20260915-0741-calibration_b|c72-m2|alibaba-small|Sumo Partners", "prompt": "c72-m2", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Sumo Partners", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A modern PRM focused heavily on partner engagement and marketing"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|anthropic-small|Salesforce Partner Cloud", "prompt": "c72-m2", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Salesforce Partner Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Highly customizable, integrates with Salesforce ecosystem, but can be complex"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|anthropic-small|Microsoft Dynamics 365 for Partner Engagement", "prompt": "c72-m2", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 for Partner Engagement", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Good for companies already in the Microsoft ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|anthropic-small|Impartner", "prompt": "c72-m2", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Impartner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Purpose-built for partner management with strong partner portal features"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|anthropic-small|Slack Certified/Partner Programs", "prompt": "c72-m2", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Slack Certified/Partner Programs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Lighter-weight option for simpler partner needs"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|anthropic-small|SAP PartnerEdge", "prompt": "c72-m2", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "SAP PartnerEdge", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Robust but may be enterprise-focused"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|anthropic-small|Netsuite OpenAir", "prompt": "c72-m2", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Netsuite OpenAir", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good for companies managing complex partner relationships"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|challenger-small|Journeybee", "prompt": "c72-m2", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Journeybee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Journeybee** if you need a modern PRM with fast deployment"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|challenger-small|PartnerStack", "prompt": "c72-m2", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "PartnerStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you mainly run **affiliate, referral, or reseller programs**"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|challenger-small|Channeltivity", "prompt": "c72-m2", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Channeltivity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good fit for **mid-market companies** that want a flexible partner portal"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|challenger-small|Impartner", "prompt": "c72-m2", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Impartner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if you are closer to **enterprise-scale channel management**"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|challenger-small|ZINFI", "prompt": "c72-m2", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "ZINFI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a strong option for **mid-sized to enterprise** businesses"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|deepseek-small|Impartner", "prompt": "c72-m2", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Impartner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd point you to **Impartner** if you have the budget and want a mature, dedicated PRM"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|deepseek-small|Channeltivity", "prompt": "c72-m2", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Channeltivity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most mid-market teams that want strong capability without enterprise cost and complexity, **Channeltivity or Allbound strike the best balance.**"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|deepseek-small|Allbound (ChannelScaler)", "prompt": "c72-m2", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Allbound (ChannelScaler)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Channeltivity or Allbound strike the best balance.**"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|deepseek-small|PartnerStack", "prompt": "c72-m2", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "PartnerStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you're a SaaS company paying commissions, go PartnerStack"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|deepseek-small|Salesforce PRM", "prompt": "c72-m2", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Salesforce PRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you run Salesforce, start with Salesforce PRM or Allbound... It gets expensive as partner counts grow"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|deepseek-small|Kiflo", "prompt": "c72-m2", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Kiflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Kiflo** ... is the fast, low-cost option if you're *launching* your first partner program"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|google-small|Channeltivity", "prompt": "c72-m2", "model": "google-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Channeltivity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Channeltivity\n**Best for:** Lean B2B tech companies seeking fast deployment and straightforward pricing."}, {"id": "mai-20260915-0741-calibration_b|c72-m2|google-small|Impartner", "prompt": "c72-m2", "model": "google-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Impartner", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid heavy platforms (like Impartner) and choose a quick-to-launch tool"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|google-small|Salesforce PRM", "prompt": "c72-m2", "model": "google-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Salesforce PRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise behemoths like Impartner or Salesforce PRM require months of professional services to configure"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|google-small|PartnerStack", "prompt": "c72-m2", "model": "google-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "PartnerStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If it's B2B SaaS with affiliates/referrals and automated payouts, choose **PartnerStack**"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|google-small|Channelscaler (formerly Allbound)", "prompt": "c72-m2", "model": "google-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Channelscaler (formerly Allbound)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look at **Channeltivity** or **Channelscaler**"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|google-small|Magentrix", "prompt": "c72-m2", "model": "google-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Magentrix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Magentrix** is the safer choice to prevent data syncing issues"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|google-small|Journeybee", "prompt": "c72-m2", "model": "google-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Journeybee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "choose a quick-to-launch tool like **Channeltivity** or **Journeybee**"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|meta-small|Journeybee", "prompt": "c72-m2", "model": "meta-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Journeybee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best PRM software for a mid-sized B2B company would be Journeybee, as it is specifically designed for mid-market B2B companies"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|meta-small|PartnerStack", "prompt": "c72-m2", "model": "meta-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "PartnerStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are PartnerStack, Kiflo, and Channeltivity"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|meta-small|Kiflo", "prompt": "c72-m2", "model": "meta-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Kiflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are PartnerStack, Kiflo, and Channeltivity"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|meta-small|Channeltivity", "prompt": "c72-m2", "model": "meta-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Channeltivity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are PartnerStack, Kiflo, and Channeltivity"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|minimax-small|Journeybee", "prompt": "c72-m2", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Journeybee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Journeybee** as the top PRM software for a mid-sized B2B company in 2025/2026."}, {"id": "mai-20260915-0741-calibration_b|c72-m2|minimax-small|Kiflo", "prompt": "c72-m2", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Kiflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Kiflo** | SMBs launching first partner program | $149–699/month"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|minimax-small|Salesforce Partner Cloud", "prompt": "c72-m2", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Salesforce Partner Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Salesforce Partner Cloud** | Enterprise-grade needs | ~$54,600/year median"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|minimax-small|PartnerPortal", "prompt": "c72-m2", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "PartnerPortal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**PartnerPortal** | Fast SMB/mid-market with CRM depth | Free–$399/month"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|mistral-small|Journeybee", "prompt": "c72-m2", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Journeybee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top recommendation**: **Journeybee** for most mid-market B2B companies due to its rapid deployment, AI capabilities, and transparent pricing"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|mistral-small|PartnerPortal", "prompt": "c72-m2", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "PartnerPortal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If budget is tight, **PartnerPortal** offers incredible value with a free tier"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|mistral-small|Kiflo", "prompt": "c72-m2", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Kiflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Startups & Growing Programs**"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|mistral-small|PartnerStack", "prompt": "c72-m2", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "PartnerStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Best for SaaS Companies*"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|mistral-small|Channeltivity", "prompt": "c72-m2", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Channeltivity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Best HubSpot Integration*"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|mistral-small|Magentrix", "prompt": "c72-m2", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Magentrix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "*Best for Salesforce-Centric Teams*"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|mistral-small|Salesforce PRM", "prompt": "c72-m2", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Salesforce PRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Salesforce integration** | Magentrix or Salesforce PRM |"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|moonshot-small|Allbound", "prompt": "c72-m2", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Allbound", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Allbound** – Best Overall for Mid-Market"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|moonshot-small|PartnerStack", "prompt": "c72-m2", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "PartnerStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose PartnerStack** if you're B2B SaaS and want access to their partner marketplace + automated payouts."}, {"id": "mai-20260915-0741-calibration_b|c72-m2|moonshot-small|Channeltivity", "prompt": "c72-m2", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Channeltivity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Channeltivity** – Best Value & Transparency"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|moonshot-small|Journeybee", "prompt": "c72-m2", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Journeybee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider Journeybee** if speed matters most"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|moonshot-small|Impartner", "prompt": "c72-m2", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Impartner", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** Enterprise-heavy solutions like Impartner or ZiftONE"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|moonshot-small|ZiftONE", "prompt": "c72-m2", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "ZiftONE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid:** Enterprise-heavy solutions like Impartner or ZiftONE"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|openai-small|Salesforce Partner Relationship Management (PRM)", "prompt": "c72-m2", "model": "openai-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Salesforce Partner Relationship Management (PRM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Salesforce Partner Relationship Management (PRM)** if you already use Salesforce"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|xai-small|Kiflo PRM", "prompt": "c72-m2", "model": "xai-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Kiflo PRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Kiflo PRM** as the top starting point"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|xai-small|PartnerPortal.io", "prompt": "c72-m2", "model": "xai-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "PartnerPortal.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**PartnerPortal.io** or **Channeltivity** as strong alternatives"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|xai-small|Channeltivity", "prompt": "c72-m2", "model": "xai-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Channeltivity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Channeltivity for mature tech programs"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|xai-small|Journeybee", "prompt": "c72-m2", "model": "xai-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Journeybee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Journeybee**   | AI/cyber/data ecosystems ... Niche industry focus"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|xai-small|PartnerStack", "prompt": "c72-m2", "model": "xai-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "PartnerStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SaaS with affiliates?** PartnerStack."}, {"id": "mai-20260915-0741-calibration_b|c72-m2|zai-small|Channeltivity", "prompt": "c72-m2", "model": "zai-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Channeltivity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Channeltivity** (Best Overall Mid-Market Choice)"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|zai-small|ZINFI", "prompt": "c72-m2", "model": "zai-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "ZINFI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ZINFI** (Most Comprehensive Platform)"}, {"id": "mai-20260915-0741-calibration_b|c72-m2|zai-small|Kiflo", "prompt": "c72-m2", "model": "zai-small", "cat": "partner-relationship-management", "variant": "paraphrase", "raw": "Kiflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kiflo** (Best for Growing Revenue Programs)"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|alibaba-small|Salesforce Partner Cloud", "prompt": "c72-m3", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Salesforce Partner Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If your biggest challenge is keeping your existing sales team aligned with partners (**Internal Alignment**), choose **Salesforce Partner Cloud**."}, {"id": "mai-20260915-0741-calibration_b|c72-m3|alibaba-small|PartnerStack", "prompt": "c72-m3", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "PartnerStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "choose **PartnerStack** (for SaaS) or **ZINFI** (for hardware/manufacturing)"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|alibaba-small|Impact.com", "prompt": "c72-m3", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Impact.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you just want to pay partners when they sell (**Performance-based**), choose **Impact.com**."}, {"id": "mai-20260915-0741-calibration_b|c72-m3|alibaba-small|ZINFI Unified Partner Management (UPM)", "prompt": "c72-m3", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "ZINFI Unified Partner Management (UPM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "choose **PartnerStack** (for SaaS) or **ZINFI** (for hardware/manufacturing)"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|alibaba-small|Impartner PRM", "prompt": "c72-m3", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Impartner PRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong emphasis on \"lifecycle workflow automation.\""}, {"id": "mai-20260915-0741-calibration_b|c72-m3|alibaba-small|Channelscaler (Allbound)", "prompt": "c72-m3", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Channelscaler (Allbound)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Highly rated for its user experience (UX)."}, {"id": "mai-20260915-0741-calibration_b|c72-m3|alibaba-small|Channelyze", "prompt": "c72-m3", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Channelyze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A solid choice for mid-market manufacturers who need cloud-based management"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|anthropic-small|ZINFI", "prompt": "c72-m3", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "ZINFI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The top-rated enterprise PRM platform on G2 (Summer 2026 Leader), recognized for its Unified Partner Management approach"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|anthropic-small|Impartner", "prompt": "c72-m3", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Impartner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Considered the best overall PRM software, it's a feature-rich solution"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|anthropic-small|Salesforce Partner Relationship Management", "prompt": "c72-m3", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Salesforce Partner Relationship Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Salesforce PRM requires Experience Cloud licenses plus significant customization investment"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|anthropic-small|Salesforce Partner Cloud", "prompt": "c72-m3", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Salesforce Partner Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it often depends on partner portals and custom setup across the partner lifecycle, which can slow partner onboarding"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|anthropic-small|Introw", "prompt": "c72-m3", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Introw", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Introw is a good fit for SaaS teams that want a fast, CRM-first partner portal on top of HubSpot or Salesforce"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|anthropic-small|Siren", "prompt": "c72-m3", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Siren", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for flexible partner incentives and outcome management"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|anthropic-small|PartnerStack", "prompt": "c72-m3", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "PartnerStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If having an intuitive user interface is the main priority, PartnerStack is a PRM platform that aims to increase revenue in half the time"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|anthropic-small|impact.com", "prompt": "c72-m3", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "impact.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best for affiliate, influencer, and referral programs"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|anthropic-small|Unifyr", "prompt": "c72-m3", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Unifyr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Unifyr is the modern, UX-first option for programs prioritizing partner activation"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|challenger-small|Impartner", "prompt": "c72-m3", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Impartner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Impartner** if you need a heavyweight enterprise PRM with full lifecycle management."}, {"id": "mai-20260915-0741-calibration_b|c72-m3|challenger-small|Salesforce PRM", "prompt": "c72-m3", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Salesforce PRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Salesforce PRM** if your channel program already runs on Salesforce"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|challenger-small|ZiftONE/Unifyr", "prompt": "c72-m3", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "ZiftONE/Unifyr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **ZiftONE/Unifyr** if channel marketing automation is central."}, {"id": "mai-20260915-0741-calibration_b|c72-m3|challenger-small|Allbound/Channelscaler", "prompt": "c72-m3", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Allbound/Channelscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Allbound/Channelscaler** if your priority is partner enablement, portals, and co-selling"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|challenger-small|PartnerStack", "prompt": "c72-m3", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "PartnerStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **PartnerStack** if your motion is heavily **affiliate/referral/SaaS partner** driven"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|challenger-small|Kiflo", "prompt": "c72-m3", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Kiflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Kiflo** or **PartnerPortal.io** if you want a lighter, lower-cost system"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|challenger-small|PartnerPortal.io", "prompt": "c72-m3", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "PartnerPortal.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Kiflo** or **PartnerPortal.io** if you want a lighter, lower-cost system for a smaller team."}, {"id": "mai-20260915-0741-calibration_b|c72-m3|challenger-small|JourneyBee", "prompt": "c72-m3", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "JourneyBee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "smaller, simpler tools** like Kiflo, PartnerPortal.io, and JourneyBee"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|challenger-small|Channeltivity", "prompt": "c72-m3", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Channeltivity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Customizable PRM with strong Salesforce/HubSpot integration"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|challenger-small|Magentrix", "prompt": "c72-m3", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Magentrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Broader workflow and collaboration features, including AI search and LMS capabilities."}, {"id": "mai-20260915-0741-calibration_b|c72-m3|challenger-small|Crossbeam", "prompt": "c72-m3", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Crossbeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Crossbeam is often used alongside PRM rather than instead of it"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|deepseek-small|Impartner", "prompt": "c72-m3", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Impartner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Best overall / enterprise channel management"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|deepseek-small|Salesforce Partner Cloud", "prompt": "c72-m3", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Salesforce Partner Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🏆 Best for Salesforce-native orgs"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|deepseek-small|PartnerStack", "prompt": "c72-m3", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "PartnerStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "🏆 Best for B2B SaaS, affiliate & referral programs"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|deepseek-small|impact.com", "prompt": "c72-m3", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "impact.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "is the only one built to run all three from one contract"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|deepseek-small|ZINFI Unified Partner Management (UPM)", "prompt": "c72-m3", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "ZINFI Unified Partner Management (UPM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "🏆 Best modular enterprise"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|deepseek-small|Allbound", "prompt": "c72-m3", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Allbound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for partner **enablement**... lower entry cost than enterprise alternatives"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|deepseek-small|ZiftONE (Unifyr)", "prompt": "c72-m3", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "ZiftONE (Unifyr)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for combining **PRM + through-channel marketing automation** (TCMA) in one suite"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|deepseek-small|Channeltivity", "prompt": "c72-m3", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Channeltivity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mid-market flexibility with transparent pricing"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|deepseek-small|Kiflo", "prompt": "c72-m3", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Kiflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best budget option for SMBs/startups"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|deepseek-small|Introw", "prompt": "c72-m3", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Introw", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "CRM-native portals built directly on HubSpot or Salesforce; fast setup"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|deepseek-small|Mindmatrix", "prompt": "c72-m3", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Mindmatrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Combines PRM with sales enablement playbooks and marketing automation."}, {"id": "mai-20260915-0741-calibration_b|c72-m3|deepseek-small|Crossbeam", "prompt": "c72-m3", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Crossbeam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "are **not full PRMs**"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|deepseek-small|PartnerTap", "prompt": "c72-m3", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "PartnerTap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "are **not full PRMs**"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|google-small|Impartner", "prompt": "c72-m3", "model": "google-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Impartner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Impartner is the heavyweight champion of \"traditional\" channel management... However, its complexity requires significant setup time"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|google-small|PartnerStack", "prompt": "c72-m3", "model": "google-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "PartnerStack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Select **PartnerStack** if you are heavily scaling an automated SaaS affiliate/referral program."}, {"id": "mai-20260915-0741-calibration_b|c72-m3|google-small|Introw", "prompt": "c72-m3", "model": "google-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Introw", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Select **Introw** if partner portal adoption is your biggest roadblock"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|google-small|Salesforce PRM / Partner Cloud", "prompt": "c72-m3", "model": "google-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Salesforce PRM / Partner Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "However, it is expensive and requires highly specialized Salesforce admin resources to maintain."}, {"id": "mai-20260915-0741-calibration_b|c72-m3|google-small|Salesforce PRM / Experience Cloud", "prompt": "c72-m3", "model": "google-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Salesforce PRM / Experience Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For enterprises completely unified under the Salesforce banner, Salesforce PRM (built on Experience Cloud) is the native choice."}, {"id": "mai-20260915-0741-calibration_b|c72-m3|google-small|Channeltivity", "prompt": "c72-m3", "model": "google-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Channeltivity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Select **Kiflo** or **Channeltivity** if you are an SMB seeking a straightforward, easy-to-use partner portal"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|google-small|Kiflo", "prompt": "c72-m3", "model": "google-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Kiflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Simple PRM for Startups & Small Teams"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|google-small|Everflow", "prompt": "c72-m3", "model": "google-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Everflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Choose **PartnerStack** or **Everflow**."}, {"id": "mai-20260915-0741-calibration_b|c72-m3|google-small|ZINFI", "prompt": "c72-m3", "model": "google-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "ZINFI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your partner model relies on equipping distributors to run marketing campaigns *on your behalf*, ZINFI is unmatched."}, {"id": "mai-20260915-0741-calibration_b|c72-m3|google-small|Impact.com", "prompt": "c72-m3", "model": "google-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Impact.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Marketplace/Affiliate PRM (e.g., PartnerStack, Impact.com)"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|meta-small|PartnerStack", "prompt": "c72-m3", "model": "meta-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "PartnerStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "PartnerStack is known for its ease of use and is best for SaaS companies scaling multiple partner types"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|meta-small|Allbound", "prompt": "c72-m3", "model": "meta-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Allbound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top partner relationship management platforms include PartnerStack, Allbound, Channeltivity"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|meta-small|Channeltivity", "prompt": "c72-m3", "model": "meta-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Channeltivity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include PartnerStack, Allbound, Channeltivity, Channext"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|meta-small|Channext", "prompt": "c72-m3", "model": "meta-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Channext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Channeltivity, Channext, Euler, Impartner"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|meta-small|Euler", "prompt": "c72-m3", "model": "meta-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Euler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Channext, Euler, Impartner, Kiflo"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|meta-small|Impartner", "prompt": "c72-m3", "model": "meta-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Impartner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Impartner is highly customizable and suitable for large channel organizations"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|meta-small|Kiflo", "prompt": "c72-m3", "model": "meta-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Kiflo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Impartner, Kiflo, Magentrix"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|meta-small|Magentrix", "prompt": "c72-m3", "model": "meta-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Magentrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Kiflo, Magentrix, PartnerPortal.io, and Salesforce PRM"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|meta-small|PartnerPortal.io", "prompt": "c72-m3", "model": "meta-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "PartnerPortal.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "PartnerPortal.io is a simple, low-cost PRM with payouts"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|meta-small|Salesforce PRM", "prompt": "c72-m3", "model": "meta-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Salesforce PRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "PartnerPortal.io, and Salesforce PRM"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|meta-small|Crossbeam", "prompt": "c72-m3", "model": "meta-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Crossbeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Crossbeam is a stronger alternative if you want Salesforce-synced deal registration and partner activity reporting"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|minimax-small|Impartner", "prompt": "c72-m3", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Impartner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Impartner** | AI-powered recommendations, multi-tier partner support | Large enterprises with complex channel networks"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|minimax-small|Salesforce PRM", "prompt": "c72-m3", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Salesforce PRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Salesforce PRM** | Native CRM integration, Einstein AI insights | Organizations already in Salesforce ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|minimax-small|ZINFI", "prompt": "c72-m3", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "ZINFI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**ZINFI** | Modular approach - buy only what you need | Enterprises wanting flexibility"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|minimax-small|Magentrix", "prompt": "c72-m3", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Magentrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Magentrix** | Deep Salesforce integration, community focus | Salesforce-centric organizations"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|minimax-small|Channeltivity", "prompt": "c72-m3", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Channeltivity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Channeltivity** | Customizable portals, transparent pricing ($1,399/month+) | Mid-market companies"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|minimax-small|Allbound (Channelscaler)", "prompt": "c72-m3", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Allbound (Channelscaler)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Allbound (Channelscaler)** | Mobile-optimized, intuitive interface | Teams prioritizing user adoption"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|minimax-small|ZiftONE (Unifyr)", "prompt": "c72-m3", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "ZiftONE (Unifyr)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**ZiftONE (Unifyr)** | Through-channel marketing automation (TCMA) + PRM"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|minimax-small|Mindmatrix", "prompt": "c72-m3", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Mindmatrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Mindmatrix** | PRM + sales playbooks combined | Sales enablement focus"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|minimax-small|PartnerStack", "prompt": "c72-m3", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "PartnerStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**PartnerStack** | Automated payouts, partner marketplace | SaaS companies with affiliate/referral programs"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|minimax-small|Kiflo", "prompt": "c72-m3", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Kiflo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Kiflo** | Free tier available, quick setup | Startups and small programs"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|minimax-small|PartnerPortal.io", "prompt": "c72-m3", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "PartnerPortal.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**PartnerPortal.io** | Highly rated (9.5/10), SMB focus | Small businesses"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|mistral-small|Salesforce Partner Cloud", "prompt": "c72-m3", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Salesforce Partner Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose Salesforce Partner Cloud** if you're an enterprise already using Salesforce and need deep integration."}, {"id": "mai-20260915-0741-calibration_b|c72-m3|mistral-small|Impartner PRM", "prompt": "c72-m3", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Impartner PRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Impartner PRM** if you need advanced customization and strong channel management"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|mistral-small|PartnerStack", "prompt": "c72-m3", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "PartnerStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "G2 Rating: 4.7/5 (938 reviews) - highest satisfaction"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|mistral-small|ZINFI Unified Partner Management (UPM)", "prompt": "c72-m3", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "ZINFI Unified Partner Management (UPM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "G2 Rating: 4.9/5 (729 reviews) - highest rated overall"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|mistral-small|impact.com (Impact Partnership Cloud)", "prompt": "c72-m3", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "impact.com (Impact Partnership Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose impact.com** if affiliate and influencer programs are your primary focus."}, {"id": "mai-20260915-0741-calibration_b|c72-m3|mistral-small|Introw", "prompt": "c72-m3", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Introw", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Introw or Kiflo** if you're price-sensitive"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|mistral-small|Kiflo", "prompt": "c72-m3", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Kiflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: SMBs and price-sensitive companies"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|mistral-small|Partnerplace", "prompt": "c72-m3", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Partnerplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: IT resellers and price-sensitive buyers"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|mistral-small|Channeltivity", "prompt": "c72-m3", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Channeltivity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Technology companies (small to mid-size)"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|mistral-small|Channelscaler", "prompt": "c72-m3", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Channelscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Choose Channelscaler** if you have complex traditional channel programs"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|moonshot-small|Impartner PRM", "prompt": "c72-m3", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Impartner PRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Impartner PRM** ⭐ *Best Overall for Enterprise*"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|moonshot-small|Salesforce Partner Cloud", "prompt": "c72-m3", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Salesforce Partner Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Best for Salesforce Ecosystem*"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|moonshot-small|PartnerStack", "prompt": "c72-m3", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "PartnerStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Best for B2B SaaS*"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|moonshot-small|Channeltivity", "prompt": "c72-m3", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Channeltivity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Best Pricing Transparency*"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|moonshot-small|ZINFI Unified Partner Management (UPM)", "prompt": "c72-m3", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "ZINFI Unified Partner Management (UPM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Best Modular Approach*"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|moonshot-small|Allbound", "prompt": "c72-m3", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Allbound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "*Best for Partner Enablement*"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|moonshot-small|ZiftONE (Unifyr)", "prompt": "c72-m3", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "ZiftONE (Unifyr)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "*Best for Through-Channel Marketing*"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|moonshot-small|Magentrix", "prompt": "c72-m3", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Magentrix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "*Best for Salesforce-Native Portals*"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|moonshot-small|Kiflo", "prompt": "c72-m3", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Kiflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "*Best for SMBs/Startups*"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|moonshot-small|PartnerPortal.io", "prompt": "c72-m3", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "PartnerPortal.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "*Best for Simple, Low-Cost PRM*"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|openai-small|Salesforce Partner Relationship Management / Partner Cloud", "prompt": "c72-m3", "model": "openai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Salesforce Partner Relationship Management / Partner Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Salesforce** — best for Salesforce-centric enterprises and complex channel programs."}, {"id": "mai-20260915-0741-calibration_b|c72-m3|openai-small|Impartner", "prompt": "c72-m3", "model": "openai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Impartner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "look first at **Salesforce, Impartner, Allbound, Channelscaler, and Mindmatrix**"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|openai-small|Allbound", "prompt": "c72-m3", "model": "openai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Allbound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong general-purpose PRM and channel enablement tools for partner programs"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|openai-small|Channelscaler", "prompt": "c72-m3", "model": "openai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Channelscaler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong general-purpose PRM and channel enablement tools for partner programs"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|openai-small|HubSpot", "prompt": "c72-m3", "model": "openai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "often more attractive to smaller or mid-market teams that want simpler administration and faster setup"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|openai-small|Impact.com", "prompt": "c72-m3", "model": "openai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Impact.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "better known for partnership performance, affiliate, and influencer ecosystems"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|openai-small|Microsoft", "prompt": "c72-m3", "model": "openai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Microsoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "usually chosen when PRM needs to fit into a broader business platform stack"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|openai-small|Mindmatrix", "prompt": "c72-m3", "model": "openai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Mindmatrix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "strong general-purpose PRM and channel enablement tools for partner programs"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|openai-small|Oracle", "prompt": "c72-m3", "model": "openai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "usually chosen when PRM needs to fit into a broader business platform stack"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|openai-small|Oracle NetSuite", "prompt": "c72-m3", "model": "openai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "the most commonly cited platforms include: ... **Oracle NetSuite**"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|openai-small|Partnerize", "prompt": "c72-m3", "model": "openai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Partnerize", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "look at **impact.com** or **Partnerize**"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|openai-small|SAP", "prompt": "c72-m3", "model": "openai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "SAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "usually chosen when PRM needs to fit into a broader business platform stack"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|openai-small|Unifyr", "prompt": "c72-m3", "model": "openai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Unifyr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "the most commonly cited platforms include: ... **Unifyr**"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|openai-small|Zoho", "prompt": "c72-m3", "model": "openai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Zoho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "more attractive to smaller or mid-market teams that want simpler administration"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|xai-small|Impartner PRM", "prompt": "c72-m3", "model": "xai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Impartner PRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Impartner PRM (G2: 4.5/5; top for enterprise)"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|xai-small|Salesforce Partner Cloud (formerly PRM)", "prompt": "c72-m3", "model": "xai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Salesforce Partner Cloud (formerly PRM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "enterprises: Impartner/Salesforce"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|xai-small|PartnerStack", "prompt": "c72-m3", "model": "xai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "PartnerStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "PartnerStack (G2: 4.7/5; high satisfaction)"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|xai-small|ZINFI Unified Partner Management (UPM)", "prompt": "c72-m3", "model": "xai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "ZINFI Unified Partner Management (UPM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ZINFI UPM | End-to-end lifecycle, global"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|xai-small|Channeltivity", "prompt": "c72-m3", "model": "xai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Channeltivity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Channeltivity (G2: 4.5/5)"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|xai-small|Allbound/Channelscaler", "prompt": "c72-m3", "model": "xai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Allbound/Channelscaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Allbound/Channelscaler (G2: 4.6/5)"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|xai-small|impact.com", "prompt": "c72-m3", "model": "xai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "impact.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "impact.com (G2 Leader, affiliate-focused)"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|xai-small|Mindmatrix PRM", "prompt": "c72-m3", "model": "xai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Mindmatrix PRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mindmatrix PRM (G2: 4.5/5, trending up)"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|xai-small|Kiflo", "prompt": "c72-m3", "model": "xai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Kiflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "SMBs: Kiflo/PartnerStack"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|xai-small|Magentrix", "prompt": "c72-m3", "model": "xai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Magentrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Others frequently mentioned: Kiflo ..., Magentrix"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|xai-small|ZiftONE/Unifyr", "prompt": "c72-m3", "model": "xai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "ZiftONE/Unifyr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "ZiftONE/Unifyr (TCMA strong)"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|xai-small|Introw", "prompt": "c72-m3", "model": "xai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Introw", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Introw (AI/CRM-native)"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|xai-small|Euler", "prompt": "c72-m3", "model": "xai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Euler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "and Euler"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|zai-small|Salesforce Partner Cloud (formerly Salesforce PRM)", "prompt": "c72-m3", "model": "zai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Salesforce Partner Cloud (formerly Salesforce PRM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Salesforce Partner Cloud (formerly Salesforce PRM)** - **Best for:** Enterprises already in the Salesforce ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|zai-small|PartnerStack", "prompt": "c72-m3", "model": "zai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "PartnerStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** SaaS companies scaling partner programs with affiliate and referral channels"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|zai-small|Impartner PRM", "prompt": "c72-m3", "model": "zai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Impartner PRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Large channel organizations needing full-funnel partner automation"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|zai-small|ZINFI Unified Partner Management (UPM)", "prompt": "c72-m3", "model": "zai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "ZINFI Unified Partner Management (UPM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** End-to-end partner lifecycle management"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|zai-small|impact.com", "prompt": "c72-m3", "model": "zai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "impact.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Affiliate, influencer, and referral programs"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|zai-small|Allbound", "prompt": "c72-m3", "model": "zai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Allbound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Focus:** Mid-market & enterprise SaaS with strong co-marketing/co-selling needs"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|zai-small|Channeltivity", "prompt": "c72-m3", "model": "zai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Channeltivity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Focus:** Mid-market & enterprise with customization needs"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|zai-small|Kiflo", "prompt": "c72-m3", "model": "zai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Kiflo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Focus:** SMBs and growing SaaS teams"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|zai-small|Magentrix", "prompt": "c72-m3", "model": "zai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Magentrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Focus:** Multilateral collaboration with internal/external workflows"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|zai-small|Euler", "prompt": "c72-m3", "model": "zai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "Euler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Focus:** Modern SaaS tech partner programs (developer-friendly)"}, {"id": "mai-20260915-0741-calibration_b|c72-m3|zai-small|PartnerPortal.io", "prompt": "c72-m3", "model": "zai-small", "cat": "partner-relationship-management", "variant": "comparative", "raw": "PartnerPortal.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**SMB:** Kiflo, PartnerPortal.io"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|alibaba-small|PartnerPortal.io", "prompt": "c72-m4", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "PartnerPortal.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Budget Option: **PartnerPortal.io**"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|alibaba-small|Kiflo PRM", "prompt": "c72-m4", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Kiflo PRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Scaling SMBs: **Kiflo PRM**"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|alibaba-small|Pipedrive", "prompt": "c72-m4", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best If You Already Use a CRM: **Pipedrive + Native Partner Features**"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|alibaba-small|Channelyze", "prompt": "c72-m4", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Channelyze", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Paid tier jumps to $495 quickly; add-ons can increase cost"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|alibaba-small|HubSpot Sales Hub", "prompt": "c72-m4", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Partner-specific features require higher-tier plans or app marketplace add-ons"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|alibaba-small|Zoho Creator / CRM", "prompt": "c72-m4", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Zoho Creator / CRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Higher setup/admin effort; not a turnkey PRM out of the box"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|alibaba-small|Impartner", "prompt": "c72-m4", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Impartner", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid Enterprise Tools for Now: Platforms like **Impartner**... overkill and unaffordable"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|alibaba-small|Channeltivity", "prompt": "c72-m4", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Channeltivity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "They are overkill and unaffordable for limited budgets."}, {"id": "mai-20260915-0741-calibration_b|c72-m4|alibaba-small|Salesforce PRM", "prompt": "c72-m4", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Salesforce PRM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "They are overkill and unaffordable for limited budgets."}, {"id": "mai-20260915-0741-calibration_b|c72-m4|alibaba-small|Unifyr", "prompt": "c72-m4", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Unifyr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "They are overkill and unaffordable for limited budgets."}, {"id": "mai-20260915-0741-calibration_b|c72-m4|anthropic-small|PartnerPortal", "prompt": "c72-m4", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "PartnerPortal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "PartnerPortal is the most affordable full PRM with a permanently free tier, then $249/month and $399/month for unlimited partners, with no per-seat or payout fees."}, {"id": "mai-20260915-0741-calibration_b|c72-m4|anthropic-small|PartnerPortal.io", "prompt": "c72-m4", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "PartnerPortal.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "PartnerPortal is the most affordable PRM with a permanently free tier, paid plans starting at $249/month"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|anthropic-small|Kiflo", "prompt": "c72-m4", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Kiflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "growing SMBs can consider Kiflo for transparent pricing"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|anthropic-small|JourneyBee", "prompt": "c72-m4", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "JourneyBee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The next most affordable full PRMs are Kiflo (from $399/month) and JourneyBee (from about $499/month)."}, {"id": "mai-20260915-0741-calibration_b|c72-m4|anthropic-small|Salesforce PRM (Experience Cloud)", "prompt": "c72-m4", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Salesforce PRM (Experience Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "$25 per member, per month (billed annually), making it one of the most cost-effective per-user options if you're already using Salesforce"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|anthropic-small|Leadfellow", "prompt": "c72-m4", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Leadfellow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SMBs in Europe that need a simple, affordable system should look at Leadfellow"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|anthropic-small|xAmplify", "prompt": "c72-m4", "model": "anthropic-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "xAmplify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "xAmplify is the only enterprise-grade PRM with a genuine free tier — free for up to 10 partners with no time limit or credit card required"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|challenger-small|HubSpot CRM", "prompt": "c72-m4", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "HubSpot CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **HubSpot CRM** because it has a genuinely usable **free tier**"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|challenger-small|Zoho CRM", "prompt": "c72-m4", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho CRM** is the strongest budget pick, with free access for small teams and low-cost paid plans afterward"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|challenger-small|Pipedrive", "prompt": "c72-m4", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Pipedrive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is less budget-friendly than HubSpot or Zoho because it starts at a paid tier"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|deepseek-small|PartnerPortal.io", "prompt": "c72-m4", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "PartnerPortal.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a company with a limited budget, **PartnerPortal.io** is the clear winner"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|deepseek-small|Kiflo PRM", "prompt": "c72-m4", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Kiflo PRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "\"the champion for SMB PRM systems\" — easy setup"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|deepseek-small|Channelyze", "prompt": "c72-m4", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Channelyze", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Channelyze** or **Kiflo** are good next options"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|deepseek-small|JourneyBee", "prompt": "c72-m4", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "JourneyBee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "No free tier (demo only), slightly higher entry price"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|deepseek-small|Pipedrive", "prompt": "c72-m4", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Not a dedicated PRM, but a great option if you already use it as your CRM"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|deepseek-small|Salesforce PRM", "prompt": "c72-m4", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Salesforce PRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Only makes sense if you already pay for Salesforce; otherwise the licensing cost adds up."}, {"id": "mai-20260915-0741-calibration_b|c72-m4|deepseek-small|Impartner", "prompt": "c72-m4", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Impartner", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid on a Budget ... typically start around $20,000–$40,000+/year"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|deepseek-small|ZINFI", "prompt": "c72-m4", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "ZINFI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to Avoid on a Budget"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|deepseek-small|ChannelScaler", "prompt": "c72-m4", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "ChannelScaler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "What to Avoid on a Budget"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|deepseek-small|Unifyr (Zift)", "prompt": "c72-m4", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Unifyr (Zift)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "What to Avoid on a Budget"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|deepseek-small|Allbound", "prompt": "c72-m4", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Allbound", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "almost certainly overkill for a limited budget"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|deepseek-small|PartnerStack", "prompt": "c72-m4", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "PartnerStack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "**PartnerStack** is also worth cautioning against"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|google-small|PartnerPortal.io", "prompt": "c72-m4", "model": "google-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "PartnerPortal.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PartnerPortal.io** (The Best Overall for Tight Budgets)"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|google-small|Journeybee", "prompt": "c72-m4", "model": "google-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Journeybee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Journeybee** is an AI-native PRM built for modern startups and mid-market companies."}, {"id": "mai-20260915-0741-calibration_b|c72-m4|google-small|Introw", "prompt": "c72-m4", "model": "google-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Introw", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Introw** is a modern, collaborative PRM designed to get partner programs live in days"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|google-small|Kiflo", "prompt": "c72-m4", "model": "google-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Kiflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Kiflo** is highly regarded in the SMB space for B2B SaaS companies"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|google-small|PartnerStack", "prompt": "c72-m4", "model": "google-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "PartnerStack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Some affiliate/referral platforms (like PartnerStack) are great, but they often take a **3% to 15% cut** on partner payouts"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|meta-small|PartnerPortal.io", "prompt": "c72-m4", "model": "meta-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "PartnerPortal.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best partner relationship management platform for a company with a limited budget is PartnerPortal.io."}, {"id": "mai-20260915-0741-calibration_b|c72-m4|meta-small|Kiflo PRM", "prompt": "c72-m4", "model": "meta-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Kiflo PRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Kiflo PRM, which offers a range of pricing plans, including a free option"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|meta-small|Crossbeam", "prompt": "c72-m4", "model": "meta-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Crossbeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Crossbeam, which is a better alternative for teams that require Salesforce-synced partner submissions"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|minimax-small|PartnerPortal.io", "prompt": "c72-m4", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "PartnerPortal.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have an **extremely tight budget**, start with **PartnerPortal.io's free plan**."}, {"id": "mai-20260915-0741-calibration_b|c72-m4|minimax-small|Kiflo", "prompt": "c72-m4", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Kiflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Kiflo** offers the best balance of price and functionality for growing companies"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|minimax-small|Introw", "prompt": "c72-m4", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Introw", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mentioned as a solid option for price-sensitive buyers"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|mistral-small|PartnerPortal", "prompt": "c72-m4", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "PartnerPortal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **strict budget constraints**, **PartnerPortal** is your best choice with its permanently free tier and low-cost paid plans."}, {"id": "mai-20260915-0741-calibration_b|c72-m4|mistral-small|Kiflo", "prompt": "c72-m4", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Kiflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Kiflo** is a close second if you need more features and can afford $399/month."}, {"id": "mai-20260915-0741-calibration_b|c72-m4|mistral-small|JourneyBee", "prompt": "c72-m4", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "JourneyBee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for**: Companies needing basic partner management with room to grow"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|mistral-small|PartnerStack", "prompt": "c72-m4", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "PartnerStack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Note**: Charges 3-15% fee on partner payouts"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|mistral-small|Introw", "prompt": "c72-m4", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Introw", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider Introw if you have slightly more budget ($2,199/year) and want predictable pricing"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|mistral-small|Salesforce PRM", "prompt": "c72-m4", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Salesforce PRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "$25/user/month + Salesforce licensing (can get expensive with users)"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|mistral-small|HubSpot", "prompt": "c72-m4", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Offers partner management features through their ecosystem"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|moonshot-small|PartnerPortal.io", "prompt": "c72-m4", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "PartnerPortal.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most budget-conscious companies, **PartnerPortal.io** offers unbeatable value with its genuinely free tier and low, transparent pricing."}, {"id": "mai-20260915-0741-calibration_b|c72-m4|moonshot-small|Kiflo", "prompt": "c72-m4", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Kiflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Kiflo** is the strongest alternative."}, {"id": "mai-20260915-0741-calibration_b|c72-m4|moonshot-small|Introw", "prompt": "c72-m4", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Introw", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Best Free Option for Testing* ... Best for: Teams wanting to test PRM functionality before committing"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|moonshot-small|Partnero", "prompt": "c72-m4", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Partnero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Ultra-Budget Option* - Pricing: Starts at just **$49/month**"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|moonshot-small|PartnerStack", "prompt": "c72-m4", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "PartnerStack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid - **PartnerStack:** Good platform but expensive"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|moonshot-small|Impartner", "prompt": "c72-m4", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Impartner", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise PRMs (Impartner, ZINFI, Allbound): Start at $20,000+/year \\u2014 overkill for limited budgets"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|moonshot-small|ZINFI", "prompt": "c72-m4", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "ZINFI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprise PRMs (Impartner, ZINFI, Allbound): Start at $20,000+/year \\u2014 overkill for limited budgets"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|moonshot-small|Allbound", "prompt": "c72-m4", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Allbound", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Enterprise PRMs (Impartner, ZINFI, Allbound): Start at $20,000+/year \\u2014 overkill for limited budgets"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|openai-small|PartnerStack", "prompt": "c72-m4", "model": "openai-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "PartnerStack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PartnerStack is usually the strongest starting point** for a PRM platform, especially for a small or growing partner program"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|openai-small|Spark", "prompt": "c72-m4", "model": "openai-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Spark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It also has a lower-friction option called **Spark** for managing partners you already know"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|openai-small|Salesforce PRM", "prompt": "c72-m4", "model": "openai-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Salesforce PRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it requires Sales Cloud Enterprise or above, which usually makes it less budget-friendly for smaller teams"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|xai-small|PartnerPortal.io", "prompt": "c72-m4", "model": "xai-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "PartnerPortal.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PartnerPortal.io stands out as the best partner relationship management (PRM) platform for a company with a limited budget.**"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|xai-small|Kiflo", "prompt": "c72-m4", "model": "xai-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Kiflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Slightly higher entry but versatile for referrals/resellers/affiliates."}, {"id": "mai-20260915-0741-calibration_b|c72-m4|xai-small|Channelyze", "prompt": "c72-m4", "model": "xai-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Channelyze", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free Starter (up to 5 partners, lead/deal mgmt). Paid from ~$495/month"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|xai-small|Pipedrive (CRM hack)", "prompt": "c72-m4", "model": "xai-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Pipedrive (CRM hack)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Not a full PRM but ultra-cheap/free trial for tiny teams already using it."}, {"id": "mai-20260915-0741-calibration_b|c72-m4|xai-small|xAmplify", "prompt": "c72-m4", "model": "xai-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "xAmplify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "$999+/mo | 4.8 (few reviews) | AI-focused (less budget-friendly)"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|zai-small|Introw", "prompt": "c72-m4", "model": "zai-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Introw", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Introw** if you're already using HubSpot"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|zai-small|PartnerPortal.io", "prompt": "c72-m4", "model": "zai-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "PartnerPortal.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **PartnerPortal.io** free trial or **Channelyze** free tier"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|zai-small|Crossbeam", "prompt": "c72-m4", "model": "zai-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Crossbeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Account mapping and partner collaboration"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|zai-small|Channelyze", "prompt": "c72-m4", "model": "zai-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Channelyze", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Start with **PartnerPortal.io** free trial or **Channelyze** free tier"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|zai-small|Pipedrive", "prompt": "c72-m4", "model": "zai-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pipedrive** at $14/user/month is very cost-effective"}, {"id": "mai-20260915-0741-calibration_b|c72-m4|zai-small|xAmplify", "prompt": "c72-m4", "model": "zai-small", "cat": "partner-relationship-management", "variant": "budget", "raw": "xAmplify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider **xAmplify** free plan if you need more features"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|deepseek-small|Salesforce PRM", "prompt": "c72-m5", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Salesforce PRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Watch out: some platforms (e.g., Salesforce PRM) are CRM-locked"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|deepseek-small|Allbound", "prompt": "c72-m5", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Allbound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "with vendors like Allbound, Impartner, Channeltivity, ZINFI, and Magentrix commonly landing here"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|deepseek-small|Impartner", "prompt": "c72-m5", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Impartner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Impartner** (enterprise governance, strong Salesforce)"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|deepseek-small|Channeltivity", "prompt": "c72-m5", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Channeltivity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Channeltivity** (flexible, transparent pricing, mid-market)"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|deepseek-small|ZINFI", "prompt": "c72-m5", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "ZINFI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**ZINFI** (modular, buy-only-what-you-need, band-based pricing)"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|deepseek-small|Magentrix", "prompt": "c72-m5", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Magentrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Magentrix** (customizable on Salesforce/Dynamics)"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|deepseek-small|ChannelScaler", "prompt": "c72-m5", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "ChannelScaler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Allbound/ChannelScaler** (co-sell + incentives)"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|deepseek-small|PartnerStack", "prompt": "c72-m5", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "PartnerStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**PartnerStack** (SaaS referrals/revenue-share)"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|google-small|PartnerStack", "prompt": "c72-m5", "model": "google-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "PartnerStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you rely heavily on *Referral/Affiliate* partners, you need a different tool (like PartnerStack or Impact)"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|google-small|Impact", "prompt": "c72-m5", "model": "google-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Impact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "you need a different tool (like PartnerStack or Impact)"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|google-small|Impartner", "prompt": "c72-m5", "model": "google-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Impartner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "traditional *VARs/Resellers/MSPs* (which lean toward tools like Impartner, Channeltivity, Allbound, or Mindmatrix)"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|google-small|Channeltivity", "prompt": "c72-m5", "model": "google-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Channeltivity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "lean toward tools like Impartner, Channeltivity, Allbound, or Mindmatrix"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|google-small|Allbound", "prompt": "c72-m5", "model": "google-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Allbound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "lean toward tools like Impartner, Channeltivity, Allbound, or Mindmatrix"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|google-small|Mindmatrix", "prompt": "c72-m5", "model": "google-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Mindmatrix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "lean toward tools like Impartner, Channeltivity, Allbound, or Mindmatrix"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|meta-small|Introw", "prompt": "c72-m5", "model": "meta-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Introw", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Introw: Offers a modular PRM platform with features like Partner Connect (two-way CRM sync), AI deal coaching"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|meta-small|Impartner", "prompt": "c72-m5", "model": "meta-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Impartner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Provides PRM 3.0, an end-to-end Partner Revenue Management platform"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|meta-small|Journeybee", "prompt": "c72-m5", "model": "meta-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Journeybee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "An all-in-one platform (PRM + TCMA + multi-tier)"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|meta-small|Channeltivity", "prompt": "c72-m5", "model": "meta-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Channeltivity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers a modular PRM and channel automation platform"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|meta-small|Partnerplace", "prompt": "c72-m5", "model": "meta-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Partnerplace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Provides a PRM platform with features like partner onboarding automation"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|minimax-small|Impartner", "prompt": "c72-m5", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Impartner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Impartner** – Best overall in recent evaluations"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|minimax-small|PartnerStack", "prompt": "c72-m5", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "PartnerStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**PartnerStack** – Excellent ease of use"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|minimax-small|Crossbeam", "prompt": "c72-m5", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Crossbeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Crossbeam** – Strong if you need Salesforce-synced workflows"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|minimax-small|ZINFI", "prompt": "c72-m5", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "ZINFI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ZINFI** – Robust enterprise features with AI automation"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|mistral-small|PartnerStack", "prompt": "c72-m5", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "PartnerStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**PartnerStack** - Strong for SaaS/Sales-led growth companies"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|mistral-small|Allbound", "prompt": "c72-m5", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Allbound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Allbound** - Good for complex multi-tier partner programs"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|mistral-small|Impartner", "prompt": "c72-m5", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Impartner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Impartner** - Highly configurable for different partner types"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|mistral-small|Zift Solutions", "prompt": "c72-m5", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Zift Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Zift Solutions** - Strong for manufacturing/distribution"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|mistral-small|Crossbeam", "prompt": "c72-m5", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Crossbeam", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Crossbeam** - Partner ecosystem analytics"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|mistral-small|Kiflo", "prompt": "c72-m5", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Kiflo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Kiflo** - Modern, user-friendly interface"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|mistral-small|Magentrix", "prompt": "c72-m5", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Magentrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Magentrix** - Strong Salesforce integration"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|moonshot-small|Allbound", "prompt": "c72-m5", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Allbound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Allbound** | Strong co-marketing/co-selling, robust playbooks, good enablement"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|moonshot-small|Channeltivity", "prompt": "c72-m5", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Channeltivity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Deep Salesforce/HubSpot integration, highly configurable, transparent pricing"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|moonshot-small|Impartner PRM", "prompt": "c72-m5", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Impartner PRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Scalable lifecycle workflows, strong segmentation, enterprise-grade"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|moonshot-small|ZINFI", "prompt": "c72-m5", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "ZINFI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong onboarding automation, MDF management, good for structured programs"}, {"id": "mai-20260915-0741-calibration_b|c72-m5|openai-small|Salesforce PRM", "prompt": "c72-m5", "model": "openai-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Salesforce PRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "requirements template** you can use with Salesforce PRM, Impartner, Allbound, PartnerStack, Channeltivity, or another shortlist."}, {"id": "mai-20260915-0741-calibration_b|c72-m5|openai-small|Impartner", "prompt": "c72-m5", "model": "openai-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Impartner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "you can use with Salesforce PRM, Impartner, Allbound, PartnerStack, Channeltivity, or another shortlist."}, {"id": "mai-20260915-0741-calibration_b|c72-m5|openai-small|Allbound", "prompt": "c72-m5", "model": "openai-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Allbound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Salesforce PRM, Impartner, Allbound, PartnerStack, Channeltivity, or another shortlist."}, {"id": "mai-20260915-0741-calibration_b|c72-m5|openai-small|PartnerStack", "prompt": "c72-m5", "model": "openai-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "PartnerStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Salesforce PRM, Impartner, Allbound, PartnerStack, Channeltivity, or another shortlist."}, {"id": "mai-20260915-0741-calibration_b|c72-m5|openai-small|Channeltivity", "prompt": "c72-m5", "model": "openai-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Channeltivity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Salesforce PRM, Impartner, Allbound, PartnerStack, Channeltivity, or another shortlist."}, {"id": "mai-20260915-0741-calibration_b|c72-m5|xai-small|Impartner", "prompt": "c72-m5", "model": "xai-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Impartner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "From leaders like Impartner, PartnerStack, Kiflo, Journeybee, ZINFI (mid-market focus)."}, {"id": "mai-20260915-0741-calibration_b|c72-m5|xai-small|PartnerStack", "prompt": "c72-m5", "model": "xai-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "PartnerStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "From leaders like Impartner, PartnerStack, Kiflo, Journeybee, ZINFI (mid-market focus)."}, {"id": "mai-20260915-0741-calibration_b|c72-m5|xai-small|Kiflo", "prompt": "c72-m5", "model": "xai-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Kiflo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "From leaders like Impartner, PartnerStack, Kiflo, Journeybee, ZINFI (mid-market focus)."}, {"id": "mai-20260915-0741-calibration_b|c72-m5|xai-small|Journeybee", "prompt": "c72-m5", "model": "xai-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "Journeybee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "From leaders like Impartner, PartnerStack, Kiflo, Journeybee, ZINFI (mid-market focus)."}, {"id": "mai-20260915-0741-calibration_b|c72-m5|xai-small|ZINFI", "prompt": "c72-m5", "model": "xai-small", "cat": "partner-relationship-management", "variant": "scale", "raw": "ZINFI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ZINFI (mid-market focus)"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|alibaba-small|Allbound", "prompt": "c72-m6", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Allbound", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "here are PRM platforms you should approach cautiously... **Allbound** Users consistently report several issues: **Unclear pricing**... **Dated interface**"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|alibaba-small|Channeltivity", "prompt": "c72-m6", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Channeltivity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While well-rated overall, reviewers flag: **Limited customization**"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|alibaba-small|Impartner", "prompt": "c72-m6", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Impartner", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-grade platform with notable drawbacks: **High total cost of ownership**"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|alibaba-small|Magentrix", "prompt": "c72-m6", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Magentrix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Common concerns include: **Extended setup time**"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|alibaba-small|Legacy Salesforce-Only Solutions", "prompt": "c72-m6", "model": "alibaba-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Legacy Salesforce-Only Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "If you're not already invested in the Salesforce ecosystem: **Complexity barrier** ... **Vendor lock-in**"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|challenger-small|Salesforce Partner Cloud / Salesforce PRM", "prompt": "c72-m6", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Salesforce Partner Cloud / Salesforce PRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "users report **complex setup**, **poor UI/outdated interface**, and issues with **partner commitment and data synchronization**"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|challenger-small|Impartner", "prompt": "c72-m6", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Impartner", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the results suggest caution if you need fast time to value or more flexible co-selling"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|challenger-small|ZINFI", "prompt": "c72-m6", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "ZINFI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "which can be a mismatch for teams wanting lighter CRM-native collaboration or simpler workflows"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|challenger-small|Magentrix", "prompt": "c72-m6", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Magentrix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "highlighted as **portal-first** with **limited real-time collaboration**"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|challenger-small|Mindmatrix", "prompt": "c72-m6", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Mindmatrix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the results flag **complex setup** and less CRM-native collaboration; caution is warranted"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|challenger-small|PartnerStack", "prompt": "c72-m6", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "PartnerStack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "the results say it is **limited for B2B co-selling and complex sales workflows**"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|challenger-small|Impact.com", "prompt": "c72-m6", "model": "challenger-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Impact.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "one source explicitly says to **avoid Impact** if you do **not want to pay commissions** on partner sales"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|deepseek-small|PartnerStack", "prompt": "c72-m6", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "PartnerStack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "⚠️ PartnerStack (highest caution flag)... $12,000+ entry fee plus high transaction costs that \"penalize your growth,\" leaving users questioning ROI."}, {"id": "mai-20260915-0741-calibration_b|c72-m6|deepseek-small|Impartner", "prompt": "c72-m6", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Impartner", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Bottom line: powerful, but a poor fit if you can't absorb a long rollout and ongoing customization costs."}, {"id": "mai-20260915-0741-calibration_b|c72-m6|deepseek-small|Salesforce PRM (Partner Cloud / Experience Cloud)", "prompt": "c72-m6", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Salesforce PRM (Partner Cloud / Experience Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Steep learning curve + complex setup — repeatedly the most-cited complaints."}, {"id": "mai-20260915-0741-calibration_b|c72-m6|deepseek-small|Kiflo", "prompt": "c72-m6", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Kiflo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Kiflo (caution for specific reasons) - Users report integration issues with HubSpot and Pipedrive"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|deepseek-small|Mindmatrix", "prompt": "c72-m6", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Mindmatrix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "long implementations, slow deal-reg/MDF form changes (weeks to months), lagging data sync"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|deepseek-small|xAmplify", "prompt": "c72-m6", "model": "deepseek-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "xAmplify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "limited features and no customized reporting; generally viewed as basic"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|google-small|Salesforce PRM", "prompt": "c72-m6", "model": "google-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Salesforce PRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Platform to caution:** Salesforce PRM (built on Experience Cloud)... not an \"out-of-the-box\" solution"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|google-small|Impartner", "prompt": "c72-m6", "model": "google-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Impartner", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "even minor configuration changes to platforms like Impartner require custom code, professional services, or submitting back-end support tickets"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|google-small|Zift Solutions", "prompt": "c72-m6", "model": "google-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Zift Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms to caution:** Impartner, Zift Solutions, ZINFI"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|google-small|ZINFI", "prompt": "c72-m6", "model": "google-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "ZINFI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms to caution:** Impartner, Zift Solutions, ZINFI"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|google-small|PartnerStack", "prompt": "c72-m6", "model": "google-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "PartnerStack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "architected for high-volume digital tracking, not high-touch channel relationships"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|google-small|Impact.com", "prompt": "c72-m6", "model": "google-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Impact.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Platforms to caution:** PartnerStack, Impact.com"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|google-small|Channeltivity", "prompt": "c72-m6", "model": "google-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Channeltivity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Users of Channeltivity frequently complain about highly limited customization options"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|google-small|Channelscaler (formerly Allbound)", "prompt": "c72-m6", "model": "google-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Channelscaler (formerly Allbound)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "customized layouts often require their back-end development team to implement changes, which can drag out implementation"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|google-small|HubSpot", "prompt": "c72-m6", "model": "google-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "build their own partner ecosystem directly inside their CRM (like HubSpot or Salesforce Sales Cloud)... **Avoid this route once you pass 20 active partners.**"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|google-small|Kiflo", "prompt": "c72-m6", "model": "google-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Kiflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If your partners are **resellers**, buy a classic PRM (like Kiflo or Magentrix)"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|google-small|Magentrix", "prompt": "c72-m6", "model": "google-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Magentrix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "buy a classic PRM (like Kiflo or Magentrix)"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|meta-small|Impact", "prompt": "c72-m6", "model": "meta-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Impact", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "These platforms charge commissions on partner sales. If you don't want to pay commissions to the PRM for partner sales, you may want to avoid these platforms."}, {"id": "mai-20260915-0741-calibration_b|c72-m6|meta-small|PartnerStack", "prompt": "c72-m6", "model": "meta-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "PartnerStack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "These platforms charge commissions on partner sales. If you don't want to pay commissions to the PRM for partner sales, you may want to avoid these platforms."}, {"id": "mai-20260915-0741-calibration_b|c72-m6|meta-small|Impartner", "prompt": "c72-m6", "model": "meta-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Impartner", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "if your priorities are CRM-first workflows, lightweight admin, or specialized motions, you may want to consider alternative PRM platforms"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|meta-small|Introw", "prompt": "c72-m6", "model": "meta-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Introw", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Offers CRM-first operations, AI-native partner programs, and quick setup (2-4 days). It's a good option if you're price-sensitive"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|meta-small|Partnerplace", "prompt": "c72-m6", "model": "meta-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Partnerplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It's a good option if you're looking for a platform that can help you enable partners, not just manage them."}, {"id": "mai-20260915-0741-calibration_b|c72-m6|meta-small|Kiflo", "prompt": "c72-m6", "model": "meta-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Kiflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Offers a range of features, including partner enablement and tracking. It's a good option if you're price-sensitive."}, {"id": "mai-20260915-0741-calibration_b|c72-m6|minimax-small|Salesforce Partner Cloud", "prompt": "c72-m6", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Salesforce Partner Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Complex setup requiring extensive customization... High cost, especially for SMBs... Poor UI and outdated interface"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|minimax-small|impact.com", "prompt": "c72-m6", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "impact.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Non-intuitive interface, especially on smaller screens - Steep learning curve and complicated verification process"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|minimax-small|Channelscaler", "prompt": "c72-m6", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Channelscaler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Poor and inflexible reporting capabilities - Outdated interface and UI issues"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|minimax-small|PartnerPortal.io", "prompt": "c72-m6", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "PartnerPortal.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Limited customization options - Lack of learning management system"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|minimax-small|Impartner", "prompt": "c72-m6", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Impartner", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "strong platforms but built for enterprise-scale (may be overkill for smaller companies)"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|minimax-small|ZINFI", "prompt": "c72-m6", "model": "minimax-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "ZINFI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "strong platforms but built for enterprise-scale (may be overkill for smaller companies)"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|mistral-small|Adobe Experience Cloud", "prompt": "c72-m6", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Adobe Experience Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Recommendation**: Avoid for PRM use due to unethical business practices"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|mistral-small|Salesforce Partner Cloud", "prompt": "c72-m6", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Salesforce Partner Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Approach with caution unless you have dedicated Salesforce expertise and budget"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|mistral-small|Impartner", "prompt": "c72-m6", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Impartner", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Approach Salesforce Partner Cloud and Impartner with extreme caution unless you have enterprise resources"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|mistral-small|PartnerStack", "prompt": "c72-m6", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "PartnerStack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Focus your evaluation on PartnerStack, ZINFI, Kiflo, or Allbound for most use cases."}, {"id": "mai-20260915-0741-calibration_b|c72-m6|mistral-small|ZINFI Unified Partner Management", "prompt": "c72-m6", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "ZINFI Unified Partner Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Modular approach, good enterprise features"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|mistral-small|Kiflo", "prompt": "c72-m6", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Kiflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Lower cost, good for SMBs, free tier available"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|mistral-small|Allbound", "prompt": "c72-m6", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Allbound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong portal adoption features, mobile-optimized"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|mistral-small|Channeltivity", "prompt": "c72-m6", "model": "mistral-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Channeltivity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Good mid-market pricing transparency"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|moonshot-small|PartnerStack", "prompt": "c72-m6", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "PartnerStack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid or be very cautious with PartnerStack if transparent pricing and partner experience are priorities"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|moonshot-small|Impact.com", "prompt": "c72-m6", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Impact.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid Impact.com if you want simple, affordable entry-level options"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|moonshot-small|Salesforce Partner Cloud", "prompt": "c72-m6", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Salesforce Partner Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid Salesforce Partner Cloud unless you're already deeply invested in Salesforce"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|moonshot-small|Impartner PRM", "prompt": "c72-m6", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Impartner PRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be cautious with Impartner if you need quick deployment and extensive customization"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|moonshot-small|Mindmatrix PRM", "prompt": "c72-m6", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Mindmatrix PRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "UI/Performance Issues... Poor UI/UX... Slow performance"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|moonshot-small|ZINFI UPM", "prompt": "c72-m6", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "ZINFI UPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Higher G2 ratings (4.9/5), praised for support and ease of setup"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|moonshot-small|Introw", "prompt": "c72-m6", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Introw", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AI-native, quick setup (2-4 days), no commission fees to the PRM platform"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|moonshot-small|Partnerplace", "prompt": "c72-m6", "model": "moonshot-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Partnerplace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Lower price point, no commission fees"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|openai-small|Salesforce Partner Cloud", "prompt": "c72-m6", "model": "openai-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Salesforce Partner Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "powerful, but often cited as complex and expensive to administer"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|openai-small|Impartner PRM", "prompt": "c72-m6", "model": "openai-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Impartner PRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "generally well-rated, but still shows recurring setup/learning-curve complaints"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|openai-small|EULER", "prompt": "c72-m6", "model": "openai-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "EULER", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "EULER / Unifyr — reviews point to UI, customization, and setup challenges"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|openai-small|Mindmatrix PRM", "prompt": "c72-m6", "model": "openai-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Mindmatrix PRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "users cite usability and performance concerns"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|openai-small|Kiflo", "prompt": "c72-m6", "model": "openai-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Kiflo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "watch for CRM/integration fit"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|openai-small|PartnerTap", "prompt": "c72-m6", "model": "openai-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "PartnerTap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "worth checking carefully if your use case depends on strong partner engagement"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|xai-small|PartnerStack", "prompt": "c72-m6", "model": "xai-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "PartnerStack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Highest Caution: PartnerStack ... Avoid if: You're an affiliate/beginner relying on quick payouts"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|xai-small|Salesforce Partner Cloud", "prompt": "c72-m6", "model": "xai-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Salesforce Partner Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Caution for Enterprises/SMBs: Salesforce Partner Cloud (formerly PRM)"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|xai-small|Impartner PRM", "prompt": "c72-m6", "model": "xai-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Impartner PRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Proceed with Care: Impartner PRM"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|xai-small|ZINFI Unified Partner Management", "prompt": "c72-m6", "model": "xai-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "ZINFI Unified Partner Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but some slow performance, steep setup/learning curve, navigation issues. Enterprise-scale only."}, {"id": "mai-20260915-0741-calibration_b|c72-m6|xai-small|impact.com", "prompt": "c72-m6", "model": "xai-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "impact.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top-rated alternatives with fewer flags: impact.com, Allbound, or Groove."}, {"id": "mai-20260915-0741-calibration_b|c72-m6|xai-small|Allbound", "prompt": "c72-m6", "model": "xai-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Allbound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Top-rated alternatives with fewer flags: impact.com, Allbound, or Groove."}, {"id": "mai-20260915-0741-calibration_b|c72-m6|xai-small|Groove", "prompt": "c72-m6", "model": "xai-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Groove", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Top-rated alternatives with fewer flags: impact.com, Allbound, or Groove."}, {"id": "mai-20260915-0741-calibration_b|c72-m6|zai-small|Salesforce-based PRMs", "prompt": "c72-m6", "model": "zai-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Salesforce-based PRMs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms with Notable Issues ... **Salesforce-based PRMs** - **User-based pricing**: Requires Salesforce licenses for every partner user"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|zai-small|PartnerStack", "prompt": "c72-m6", "model": "zai-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "PartnerStack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Payment issues**: Long delays in commission payouts, withdrawal fees ... **Opaque pricing**"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|zai-small|Mindmatrix", "prompt": "c72-m6", "model": "zai-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Mindmatrix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Long implementation**: Takes months to implement (6 months to a year)"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|zai-small|Oracle Partner Management", "prompt": "c72-m6", "model": "zai-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Oracle Partner Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Complex setup** ... **Inflexible system**: Lacks flexibility in configuration"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|zai-small|WordPress-based PRMs", "prompt": "c72-m6", "model": "zai-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "WordPress-based PRMs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Security concerns**: Built on WordPress platform with inherent security issues"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|zai-small|Crossbeam", "prompt": "c72-m6", "model": "zai-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Crossbeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Instead of these problematic platforms, consider: **Crossbeam** for Salesforce-synced deal registration"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|zai-small|Impartner", "prompt": "c72-m6", "model": "zai-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "Impartner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Impartner** for comprehensive partner management (with careful implementation)"}, {"id": "mai-20260915-0741-calibration_b|c72-m6|zai-small|PartnerPortal.io", "prompt": "c72-m6", "model": "zai-small", "cat": "partner-relationship-management", "variant": "negative", "raw": "PartnerPortal.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**PartnerPortal.io** for partner-visible deal registrations and training"}]