# Segment: Mid-market # GTM AI Recommendation Index, run edition-2026-10 672 prompts, 14 models, 51,330 raw judge labels, 51,581 scored labels after normalization. Published weights: first choice +3, alternative +2, mention +1, soft negative -2, hard negative -3. Scored under vendor alias table version 2026-10-05.2. Raw judge labels are the permanent record; the numbers below are derived from them and are regenerated for every run whenever the alias table changes, so the whole series is always scored under one table version. Resolution of raw names: 44,454 by alias or canonical name, 3739 by category-scoped alias, 698 from combined answers split into their products, 196 from combined answers counted once for their first product, 55 excluded by rule, 2234 unresolved and counted under the raw name. ## Paraphrase stability Share of categories where a model's first choice set on the direct prompt equals its set on the paraphrase. | Model | Same | Different | Stability | |---|---|---|---| | Claude Haiku 4.5 | 17 | 94 | 15% | | GPT-5.4 mini | 39 | 73 | 35% | | Gemini 3.5 Flash | 38 | 74 | 34% | | Perplexity Sonar | 42 | 70 | 38% | | Grok 4.1 Fast | 44 | 68 | 39% | | Mistral Small | 9 | 103 | 8% | | DeepSeek V4 Flash | 45 | 67 | 40% | | Llama 4 Maverick | 11 | 95 | 10% | | Qwen 3.7 Flash | 21 | 91 | 19% | | Kimi K2 | 31 | 81 | 28% | | GLM 4.7 FlashX | 35 | 77 | 31% | | MiniMax M2.5 | 18 | 93 | 16% | | GPT-6 Luna | 54 | 58 | 48% | | Muse Glimmer 30B | 34 | 78 | 30% | A looser measure, whether a direct first choice survives as a first choice or alternative on the paraphrase, is in the appendix. ## Standing by category First choice share across the direct, paraphrase, budget and scale prompts and all 14 models. The top product's share is published alongside the label: contested means the top share is at or below 40%, and a category just above the line is not meaningfully different from one just below it. Consensus means every model's direct-prompt first choice is the same single product. | Category | Top product | Top share | First choices | Status | |---|---|---|---|---| | account-based-marketing-platforms | AdRoll ABM | 53% | 53 | clear leader | | address-verification | Smarty | 47% | 53 | clear leader | | affiliate-and-partner-management | PartnerStack | 49% | 55 | clear leader | | ai-marketing-agents | HubSpot Breeze | 24% | 51 | contested | | ai-sdr-agents | Artisan Ava | 24% | 55 | contested | | ai-visibility-tracking | Otterly | 20% | 55 | contested | | ai-voice-agents | Retell AI | 27% | 63 | contested | | app-store-optimization | AppTweak | 39% | 56 | contested | | attribution-mmm | Dreamdata | 27% | 64 | contested | | audience-and-consumer-insights | SparkToro | 19% | 54 | contested | | audio-and-podcast-advertising | AudioGo | 34% | 56 | contested | | b2b-intent-data | Bombora | 27% | 56 | contested | | billing-and-subscription-management | Chargebee | 60% | 48 | clear leader | | brand-protection | Red Points | 40% | 48 | contested | | call-tracking | CallRail | 43% | 54 | clear leader | | channel-partner-and-local-marketing | Mindmatrix | 10% | 58 | contested | | chatbots-and-conversational-ai-for-support | Intercom Fin AI Agent | 41% | 56 | clear leader | | click-fraud-protection | ClickCease | 36% | 50 | contested | | client-onboarding | Rocketlane | 47% | 47 | clear leader | | community-platforms | Bettermode | 29% | 62 | contested | | competitive-intelligence | Kompyte | 38% | 50 | contested | | consent-and-privacy-management | Osano | 31% | 51 | contested | | contact-center-platforms | Five9 | 18% | 56 | contested | | contact-center-quality-assurance | EvaluAgent | 28% | 50 | contested | | content-marketing-platforms | HubSpot Content Hub | 33% | 54 | contested | | contract-lifecycle-management-and-e-signature | PandaDoc | 23% | 52 | contested | | conversation-intelligence | Avoma | 41% | 49 | clear leader | | conversational-marketing | Tidio | 13% | 53 | contested | | cpq | DealHub | 57% | 54 | consensus | | creative-automation | Bannerflow | 19% | 54 | contested | | crm | HubSpot CRM | 59% | 44 | clear leader | | crm-data-quality-and-deduplication | Insycle | 43% | 49 | clear leader | | customer-data-platforms | Segment | 49% | 49 | clear leader | | customer-education-and-lms | Skilljar | 26% | 53 | contested | | customer-feedback-and-surveys | CustomerGauge | 24% | 55 | contested | | customer-intelligence-and-data-science | Amplitude | 18% | 50 | contested | | customer-success-platforms | ChurnZero | 42% | 59 | clear leader | | customer-support-helpdesk | Zendesk Support Suite | 31% | 64 | contested | | dashboards-and-data-visualization | Microsoft Power BI | 52% | 48 | clear leader | | data-clean-rooms | Snowflake Data Clean Rooms | 19% | 59 | contested | | data-enrichment | Apollo.io | 73% | 48 | clear leader | | data-management-platforms | Segment | 37% | 41 | contested | | data-warehouse-reverse-etl | Hightouch | 40% | 108 | contested | | digital-adoption-and-onboarding | Userpilot | 30% | 60 | contested | | digital-asset-management | Canto | 45% | 53 | clear leader | | digital-sales-rooms | Dock | 29% | 51 | contested | | direct-mail-and-gifting | Sendoso | 25% | 56 | contested | | ecommerce-marketing | HubSpot Marketing Hub | 38% | 50 | contested | | ecommerce-platforms | BigCommerce B2B Edition | 47% | 55 | clear leader | | ecommerce-search-and-merchandising | Algolia | 25% | 51 | contested | | email-deliverability-and-testing | GlockApps | 34% | 58 | contested | | email-marketing | HubSpot Marketing Hub | 35% | 57 | contested | | email-signature-management | Exclaimer | 33% | 51 | contested | | email-verification | ZeroBounce | 42% | 55 | clear leader | | employee-advocacy | Oktopost | 21% | 48 | contested | | event-lead-capture | Blinq | 23% | 53 | contested | | event-management-platforms | Bizzabo | 28% | 50 | contested | | experimentation-and-personalization | VWO | 27% | 55 | contested | | field-sales-tools | Badger Maps | 38% | 50 | contested | | identity-resolution | Hightouch Adaptive Identity Resolution | 12% | 51 | contested | | in-app-messaging-and-customer-communications | Intercom | 21% | 58 | contested | | influencer-platforms | Favikon | 23% | 56 | contested | | interactive-demo-platforms | Storylane | 31% | 55 | contested | | knowledge-base-and-self-service | Notion | 21% | 58 | contested | | landing-pages-and-interactive-content | Unbounce | 30% | 64 | contested | | lead-routing-and-management | LeadAngel | 26% | 57 | contested | | local-listings-management | BrightLocal | 33% | 51 | contested | | loyalty-advocacy-and-referrals | Smile.io | 26% | 46 | contested | | market-intelligence | Apollo.io | 17% | 60 | contested | | marketing-automation | HubSpot Marketing Hub | 63% | 52 | clear leader | | marketing-cms | HubSpot Content Hub | 42% | 52 | clear leader | | marketing-resource-management | Wrike for Marketing | 24% | 55 | contested | | meeting-scheduling | Calendly | 36% | 58 | contested | | mobile-apps | Customer.io | 17% | 58 | contested | | mobile-marketing-and-push | OneSignal | 45% | 53 | clear leader | | native-and-content-advertising | StackAdapt | 41% | 49 | clear leader | | order-management-systems | Zoho Inventory | 25% | 44 | contested | | partner-relationship-management | PartnerPortal.io | 22% | 50 | contested | | pr-and-media-monitoring | Muck Rack | 30% | 56 | contested | | pricing-optimization | Pricefx | 53% | 43 | clear leader | | print | Postalytics | 44% | 48 | clear leader | | product-analytics | Amplitude Analytics | 34% | 58 | contested | | product-information-management | Plytix | 34% | 53 | contested | | programmatic-and-display-advertising | StackAdapt | 48% | 58 | clear leader | | proposal-software | PandaDoc | 65% | 49 | clear leader | | referral-and-partner-programs | PartnerStack | 22% | 54 | contested | | retail-media-platforms | Amazon Ads | 33% | 55 | contested | | retail-proximity-and-iot-marketing | Foursquare Proximity | 15% | 46 | contested | | revenue-intelligence-and-forecasting | Clari Copilot | 28% | 50 | contested | | review-and-reputation-management | Birdeye | 18% | 56 | contested | | rfp-response-software | Loopio | 25% | 57 | contested | | sales-coaching-and-training | MindTickle | 24% | 54 | contested | | sales-commissions-and-incentive-compensation | CaptivateIQ | 25% | 61 | contested | | sales-dialers-and-calling | CloudTalk | 22% | 51 | contested | | sales-enablement-and-content | HubSpot Sales Hub | 29% | 49 | contested | | sales-engagement | Apollo.io | 35% | 55 | contested | | sales-gamification | Spinify | 31% | 52 | contested | | sales-intelligence-and-contact-data | Apollo.io | 73% | 49 | clear leader | | search-and-social-advertising-platforms | Google Ads | 13% | 60 | contested | | seo-content-optimization | Semrush | 21% | 58 | contested | | session-replay-and-heatmaps | Microsoft Clarity | 33% | 58 | contested | | sms-and-whatsapp-marketing | Customer.io | 17% | 52 | contested | | social-media-management | Sprout Social | 30% | 50 | contested | | tag-management | Google Tag Manager | 81% | 47 | clear leader | | territory-and-quota-planning | CaptivateIQ Planning | 36% | 53 | contested | | value-selling-tools | Minoa | 21% | 52 | contested | | video-advertising | StackAdapt | 32% | 53 | contested | | video-marketing-and-hosting | Wistia | 51% | 59 | clear leader | | web-analytics | Google Analytics 4 | 57% | 60 | clear leader | | webinar-virtual-events | Livestorm | 25% | 61 | contested | | website-governance-and-accessibility | Siteimprove | 25% | 60 | contested | | workflow-automation-and-ipaas | Workato | 28% | 58 | contested | **account-based-marketing-platforms**: AdRoll ABM 53%, Apollo.io 11%, Demandbase 8%, HubSpot Marketing Hub 8%, ZenABM 6% **address-verification**: Smarty 47%, Melissa 8%, PostGrid Address Verification 8%, Google Address Validation API 4%, Loqate 4% **affiliate-and-partner-management**: PartnerStack 49%, impact.com 13%, GoAffPro 7%, Amazon Associates 4%, FirstPromoter 4% **ai-marketing-agents**: HubSpot Breeze 24%, HubSpot 6%, ChatGPT 4%, HubSpot Agent Hub 4%, HubSpot Marketing Hub 4% **ai-sdr-agents**: Apollo.io 24%, Artisan Ava 24%, AiSDR 18%, Regie.ai 5%, Amplemarket Duo 4% **ai-visibility-tracking**: Otterly 20%, Peec AI 16%, Profound 15%, HubSpot AEO Grader 9%, Rankscale 5% **ai-voice-agents**: Retell AI 27%, CloudTalk 19%, Vapi 13%, Aloware 8%, Bland AI 3% **app-store-optimization**: AppTweak 39%, Appfigures 9%, App Radar 7%, AppFollow 7%, Sensor Tower 7% **attribution-mmm**: Dreamdata 27%, Google Analytics 4 17%, Rockerbox 11%, Google Meridian 5%, HockeyStack 5% **audience-and-consumer-insights**: SparkToro 19%, GWI 13%, Wynter 11%, ZoomInfo 9%, Awario 7% **audio-and-podcast-advertising**: AudioGo 34%, StackAdapt 20%, Spotify Ads Manager 16%, Acast 7%, Spotify Ads 4% **b2b-intent-data**: Apollo.io 27%, Bombora 27%, Dealfront 12%, Factors.ai 7%, ZoomInfo 7% **billing-and-subscription-management**: Chargebee 60%, Stripe Billing 15%, Maxio 12%, Younium 4%, Zoho Billing 4% **brand-protection**: Red Points 40%, BrandShield 17%, IP Moat 10%, Bolster 6%, Brand24 6% **call-tracking**: CallRail 43%, CallTrackingMetrics 13%, AvidTrak 9%, Ruler Analytics 7%, WhatConverts 7% **channel-partner-and-local-marketing**: Channelscaler 10%, Mindmatrix 10%, Unifyr 9%, Brevo 7%, HubSpot Marketing Hub 7% **chatbots-and-conversational-ai-for-support**: Intercom Fin AI Agent 41%, Tidio 14%, tawk.to 7%, Decagon 5%, Boei 4% **click-fraud-protection**: ClickCease 36%, Lunio 20%, Fraud Blocker 8%, Clixtell 6%, Cheq 4% **client-onboarding**: Rocketlane 47%, GUIDEcx 13%, ClickUp 11%, SuperOkay 6%, Bonsai 4% **community-platforms**: Bettermode 29%, Discourse 18%, Higher Logic Vanilla 16%, Circle 11%, Discord 3% **competitive-intelligence**: Kompyte 38%, Klue 26%, Crayon 12%, SpyFu 6%, Google Alerts 4% **consent-and-privacy-management**: Osano 31%, CookieYes 16%, Cookiebot 12%, Enzuzo 8%, Usercentrics CMP 8% **contact-center-platforms**: Five9 18%, CloudTalk 12%, Talkdesk 12%, Dialpad Ai Contact Center 9%, LiveAgent 9% **contact-center-quality-assurance**: EvaluAgent 28%, Scorebuddy 18%, Zendesk QA 14%, Playvox QM 6%, CloudTalk 4% **content-marketing-platforms**: HubSpot Content Hub 33%, CoSchedule Marketing Suite 9%, HubSpot Marketing Hub 9%, StoryChief 7%, Canva 4% **contract-lifecycle-management-and-e-signature**: PandaDoc 23%, Concord 19%, Juro 17%, Ironclad 15%, Zoho Contracts 8% **conversation-intelligence**: Avoma 41%, Fireflies.ai 16%, Gong 14%, Jiminny 8%, Fathom 6% **conversational-marketing**: Tidio 13%, Intercom 11%, Drift 9%, HubSpot Conversations 8%, Qualified 8% **cpq**: DealHub 57%, PandaDoc 15%, QuoteWerks 9%, Bitrix24 6%, Conga CPQ 4% **creative-automation**: Bannerflow 19%, Canva 15%, The Brief 9%, Smartly 7%, Adacado 6% **crm**: HubSpot CRM 59%, HubSpot Sales Hub 23%, Zoho CRM 5%, Bigin by Zoho 2%, Coevera 2% **crm-data-quality-and-deduplication**: Insycle 43%, Dedupely 14%, Cleanlist 10%, DemandTools 10%, Cloudingo 4% **customer-data-platforms**: Segment 49%, Hightouch 20%, BlueConic 8%, Able CDP 4%, RudderStack 4% **customer-education-and-lms**: LearnUpon 26%, Skilljar 26%, TalentLMS 23%, LearnWorlds 6%, Thinkific 6% **customer-feedback-and-surveys**: CustomerGauge 24%, Google Forms 16%, Retently 9%, Alchemer 5%, SurveyMonkey 5% **customer-intelligence-and-data-science**: Amplitude 18%, Google Analytics 4 16%, Mixpanel 10%, ChurnZero 6%, Gainsight 6% **customer-success-platforms**: ChurnZero 42%, Vitally 19%, HubSpot Service Hub 10%, Custify 8%, Totango 7% **customer-support-helpdesk**: Zendesk Support Suite 31%, Freshdesk 27%, TeamSupport 14%, Zoho Desk 12%, HubSpot Service Hub 3% **dashboards-and-data-visualization**: Microsoft Power BI 52%, Looker Studio 25%, Metabase 8%, Tableau 8%, Domo 2% **data-clean-rooms**: Snowflake Data Clean Rooms 19%, AWS Clean Rooms 15%, Amazon Marketing Cloud 14%, Google Ads Data Hub 10%, InfoSum 10% **data-enrichment**: Apollo.io 73%, Clay 6%, ZoomInfo 6%, HubSpot Breeze Intelligence 4%, Cognism 2% **data-management-platforms**: Segment 37%, BlueConic 12%, Hightouch 12%, AdRoll 2%, AdRoll ABM 2% **data-warehouse-reverse-etl**: Hightouch 40%, BigQuery 21%, Snowflake 21%, Census 11%, RudderStack Reverse ETL 2% **digital-adoption-and-onboarding**: Userpilot 30%, UserGuiding 22%, Whatfix 13%, Pendo 8%, Appcues 5% **digital-asset-management**: Canto 45%, Filecamp 17%, Bynder 15%, ResourceSpace 6%, Brandfolder 4% **digital-sales-rooms**: Dock 29%, Aligned 24%, Trumpet 20%, GetAccept 8%, HummingDeck 4% **direct-mail-and-gifting**: Sendoso 25%, Postal 16%, Reachdesk 16%, Goody 11%, Postalytics 9% **ecommerce-marketing**: HubSpot Marketing Hub 38%, BigCommerce B2B Edition 14%, Omnisend 12%, Klaviyo 6%, ActiveCampaign 4% **ecommerce-platforms**: BigCommerce B2B Edition 47%, Shopify 22%, WooCommerce 13%, Square Online 5%, Big Cartel 4% **ecommerce-search-and-merchandising**: Algolia 25%, Doofinder 12%, Searchanise 12%, Klevu 10%, Hawksearch 8% **email-deliverability-and-testing**: GlockApps 34%, Google Postmaster Tools 9%, MailReach 7%, MXToolbox 5%, Mail-Tester 5% **email-marketing**: HubSpot Marketing Hub 35%, ActiveCampaign 28%, Brevo 12%, MailerLite 9%, Sender 4% **email-signature-management**: Exclaimer 33%, WiseStamp 24%, Signitic 14%, CodeTwo Email Signatures 365 8%, BulkSignature 6% **email-verification**: ZeroBounce 42%, Bouncer 22%, MillionVerifier 9%, DeBounce 4%, EmailListVerify 4% **employee-advocacy**: DSMN8 21%, Oktopost 21%, EveryoneSocial 17%, Taplio 8%, GaggleAMP 4% **event-lead-capture**: Blinq 23%, Mobly Capture 8%, Wave Connect 8%, momencio 8%, BoothIQ 6% **event-management-platforms**: Bizzabo 28%, Swoogo 20%, Eventbrite 14%, Accelevents 6%, Cvent Event Marketing & Management 6% **experimentation-and-personalization**: VWO 27%, Convert Experiences 24%, GrowthBook 15%, Mutiny 7%, Optimizely CMS 7% **field-sales-tools**: Badger Maps 38%, Spotio 14%, HubSpot Sales Hub 12%, HubSpot CRM 8%, Map My Customers 6% **identity-resolution**: Hightouch Adaptive Identity Resolution 12%, Zingg 10%, Apollo.io 6%, Splink 6%, Twilio Segment Unify 6% **in-app-messaging-and-customer-communications**: Intercom 21%, OneSignal 17%, Userpilot 16%, Appcues 9%, Crisp 5% **influencer-platforms**: Favikon 23%, Afluencer 18%, GRIN 11%, Shopify Collabs 9%, Influencity 7% **interactive-demo-platforms**: Navattic 31%, Storylane 31%, Supademo 20%, Arcade 5%, Demoboost 4% **knowledge-base-and-self-service**: Notion 21%, Document360 17%, Freshdesk 14%, Zendesk Guide 7%, Confluence 5% **landing-pages-and-interactive-content**: Unbounce 30%, Carrd 19%, Instapage 8%, Outgrow 8%, HubSpot Landing Pages 6% **lead-routing-and-management**: LeadAngel 26%, LeanData 21%, Zoho CRM 14%, HubSpot CRM 9%, HubSpot Sales Hub 9% **local-listings-management**: BrightLocal 33%, Moz Local 20%, Synup 10%, Yext 10%, Google Business Profile 4% **loyalty-advocacy-and-referrals**: Smile.io 26%, Influitive AdvocateHub 20%, Referral Rock 13%, Ambassador 4%, Enable3 4% **market-intelligence**: Apollo.io 17%, ZoomInfo 12%, Klue 8%, Crayon 7%, Google Trends 5% **marketing-automation**: HubSpot Marketing Hub 63%, Brevo 21%, ActiveCampaign 6%, Zoho Marketing Automation 4%, Brevo [formerly Sendinblue] 2% **marketing-cms**: HubSpot Content Hub 42%, WordPress 29%, Webflow 21%, Prismic 2%, Squarespace 2% **marketing-resource-management**: Wrike for Marketing 24%, ClickUp 13%, Teamwork.com 9%, monday.com Work Management 9%, Uptempo 7% **meeting-scheduling**: Calendly 36%, Chili Piper 26%, HubSpot Meetings 17%, HubSpot Sales Hub 5%, Cal.com 3% **mobile-apps**: Customer.io 17%, CleverTap 14%, Braze 9%, Google App Campaigns 7%, OneSignal 7% **mobile-marketing-and-push**: OneSignal 45%, Customer.io 19%, Braze 9%, Pushwoosh 6%, Omnisend 4% **native-and-content-advertising**: StackAdapt 41%, Revcontent 20%, MGID 12%, LinkedIn Sponsored Content 10%, Taboola 4% **order-management-systems**: Zoho Inventory 25%, Kibo Order Management 11%, NetSuite Order Management 11%, Oracle NetSuite 9%, Brightpearl 5% **partner-relationship-management**: PartnerPortal.io 22%, Channelscaler 16%, Channeltivity 16%, Impartner PRM 12%, HubSpot CRM 6% **pr-and-media-monitoring**: Muck Rack 30%, Semrush AI PR Toolkit 14%, Agility PR Solutions 11%, Brand24 11%, Mention 11% **pricing-optimization**: Pricefx 53%, Prisync 19%, Price2Spy 7%, Altosight 5%, Pricefy 5% **print**: Postalytics 44%, Lob 8%, Click2Mail 6%, Postie 6%, Sendoso 6% **product-analytics**: Amplitude Analytics 34%, Mixpanel 24%, PostHog 22%, Pendo 10%, Heap 3% **product-information-management**: Plytix 34%, Akeneo PIM 25%, Sales Layer 23%, Sales Layer PIM 4%, Akeneo Community Edition 2% **programmatic-and-display-advertising**: StackAdapt 48%, The Trade Desk 10%, Choozle 5%, Vibe.co 5%, AdRoll 3% **proposal-software**: PandaDoc 65%, Better Proposals 10%, DealHub 8%, Prospero 6%, Agiled 4% **referral-and-partner-programs**: PartnerStack 22%, Referral Rock 13%, Smile.io 13%, Cello 6%, GrowSurf 6% **retail-media-platforms**: Amazon Ads 33%, Walmart Connect 16%, Amazon Advertising 7%, Pacvue 7%, Skai 5% **retail-proximity-and-iot-marketing**: Foursquare Proximity 15%, Radar 13%, Google Business Profile 7%, Kontakt.io 7%, Propensity 7% **revenue-intelligence-and-forecasting**: Clari Copilot 28%, Gong 12%, HubSpot Sales Hub 12%, Avoma 10%, Sybill 8% **review-and-reputation-management**: Birdeye 18%, ReviewTrackers 12%, Reviewflowz 7%, EmbedReviews 5%, G2 Buyer Intent 5% **rfp-response-software**: Loopio 25%, PandaDoc 16%, Responsive 14%, PowerRFP 9%, DeepRFP 7% **sales-coaching-and-training**: MindTickle 24%, SalesHood 20%, 360Learning 7%, Fathom 7%, Showpad Coach 7% **sales-commissions-and-incentive-compensation**: CaptivateIQ 25%, Everstage 16%, QuotaPath 15%, Commissionly 10%, Qobra 7% **sales-dialers-and-calling**: CloudTalk 22%, JustCall 12%, Kixie PowerCall 10%, Orum 8%, Aloware 6% **sales-enablement-and-content**: HubSpot Sales Hub 29%, Highspot 18%, Dock 16%, Paperflite 10%, Showpad 6% **sales-engagement**: Apollo.io 35%, Salesloft 25%, HubSpot Sales Hub 20%, Outreach 9%, HubSpot Sales 2% **sales-gamification**: Spinify 31%, Ambition 19%, SalesScreen 15%, Pointagram 10%, Gamifier 6% **sales-intelligence-and-contact-data**: Apollo.io 73%, ZoomInfo 12%, Lusha 4%, UpLead 4%, Cognism 2% **search-and-social-advertising-platforms**: Adzooma 13%, Google Ads 13%, Optmyzr 12%, Metadata.io 8%, Skai 7% **seo-content-optimization**: Semrush 21%, Surfer SEO 17%, Clearscope 14%, SE Ranking 10%, NeuronWriter 7% **session-replay-and-heatmaps**: Microsoft Clarity 33%, Hotjar 16%, Fullstory 9%, PostHog 7%, Mouseflow 5% **sms-and-whatsapp-marketing**: Customer.io 17%, Salesmsg 13%, Brevo 10%, Textedly 10%, EZ Texting 6% **social-media-management**: Sprout Social 30%, Buffer 24%, Oktopost 24%, Metricool 8%, Agorapulse 6% **tag-management**: Google Tag Manager 81%, Tealium iQ Tag Management 11%, Forte Conversions 2%, Google Tag Manager – GTM 2%, Ingest IQ 2% **territory-and-quota-planning**: CaptivateIQ Planning 36%, Everstage 6%, Maptive 6%, Badger Maps 4%, Fullcast 4% **value-selling-tools**: Minoa 21%, The ROI Shop 13%, HubSpot Sales Hub 12%, ValueCore 12%, HubSpot CRM 8% **video-advertising**: StackAdapt 32%, YouTube Ads 15%, LinkedIn Video Ads 11%, Meta Ads 11%, Vibe.co 8% **video-marketing-and-hosting**: Wistia 51%, YouTube 17%, Vidyard 15%, Vimeo 7%, Goldcast 5% **web-analytics**: Google Analytics 4 57%, Amplitude 8%, Dealfront 7%, Mixpanel 7%, BigQuery 3% **webinar-virtual-events**: Livestorm 25%, Demio 13%, Goldcast 10%, Zoom Webinars 10%, GoTo Webinar 8% **website-governance-and-accessibility**: Siteimprove 25%, Silktide 23%, Acquia Web Governance 10%, UserWay 7%, AudioEye 3% **workflow-automation-and-ipaas**: Workato 28%, Make 21%, Celigo 12%, Boomi 9%, n8n 9% ## Anti-recommendations Products most often labeled soft or hard negative, with the number of models that did so at least once in the category, and the share of that product's labels in the category that were negative. A high negative share on a product with few labels is a warning; a low share on a product with many labels is salience, not sentiment. - **account-based-marketing-platforms**: 6sense (14 models, 10 hard; 30 of 60 labels negative), Demandbase (14 models, 10 hard; 34 of 69 labels negative), Terminus (8 models, 6 hard; 12 of 41 labels negative), ZoomInfo Marketing (6 models, 2 hard; 6 of 17 labels negative) - **address-verification**: Google Maps Address Validation API (3 models, 2 hard; 3 of 5 labels negative), USPS Web Tools (3 models, 1 hard; 3 of 3 labels negative), getaddress.io (2 models, 2 hard; 2 of 2 labels negative), BeenVerified (2 models, 1 hard; 2 of 2 labels negative) - **affiliate-and-partner-management**: impact.com (7 models, 4 hard; 10 of 52 labels negative), ClickBank (7 models; 9 of 20 labels negative), Awin (6 models, 3 hard; 8 of 32 labels negative), ShareASale (4 models, 5 hard; 7 of 34 labels negative) - **ai-marketing-agents**: Albert.ai (4 models, 2 hard; 4 of 10 labels negative), Jasper (3 models, 1 hard; 3 of 26 labels negative), Air.ai (2 models, 2 hard; 2 of 2 labels negative), ChatGPT (2 models; 2 of 10 labels negative) - **ai-sdr-agents**: 11x (13 models, 10 hard; 19 of 38 labels negative), Artisan Ava (11 models, 9 hard; 14 of 53 labels negative), AiSDR (3 models; 3 of 42 labels negative), Instantly (2 models, 1 hard; 2 of 10 labels negative) - **ai-visibility-tracking**: Profound (7 models, 3 hard; 12 of 42 labels negative), Ahrefs Brand Radar (6 models, 2 hard; 7 of 22 labels negative), Semrush AI Visibility Toolkit (6 models; 7 of 38 labels negative), Peec AI (3 models; 3 of 40 labels negative) - **ai-voice-agents**: Vapi (9 models, 1 hard; 13 of 39 labels negative), Retell AI (9 models; 9 of 58 labels negative), ElevenLabs (7 models, 2 hard; 7 of 12 labels negative), Synthflow (6 models, 2 hard; 7 of 32 labels negative) - **app-store-optimization**: Sensor Tower (8 models, 2 hard; 19 of 48 labels negative), AppTweak (4 models; 5 of 57 labels negative), App Radar (2 models; 3 of 47 labels negative), Appfigures (2 models; 2 of 28 labels negative) - **attribution-mmm**: Northbeam (9 models, 2 hard; 13 of 31 labels negative), Google Analytics 4 (6 models, 1 hard; 7 of 28 labels negative), Triple Whale (4 models, 1 hard; 6 of 21 labels negative), Nielsen Marketing Mix Modeling (4 models; 4 of 7 labels negative) - **audience-and-consumer-insights**: Qualtrics (5 models, 1 hard; 5 of 13 labels negative), GWI (4 models, 1 hard; 5 of 39 labels negative), Adobe Real-Time CDP (4 models; 4 of 11 labels negative), ZoomInfo (3 models, 1 hard; 3 of 15 labels negative) - **audio-and-podcast-advertising**: Acast (4 models, 1 hard; 4 of 35 labels negative), Spotify Ad Studio (4 models; 4 of 10 labels negative), The Trade Desk (3 models; 4 of 10 labels negative), Spotify Ads Manager (2 models, 1 hard; 2 of 26 labels negative) - **b2b-intent-data**: 6sense (11 models, 5 hard; 26 of 64 labels negative), Bombora (10 models, 3 hard; 18 of 66 labels negative), ZoomInfo (10 models, 3 hard; 18 of 50 labels negative), Demandbase (9 models, 3 hard; 17 of 49 labels negative) - **billing-and-subscription-management**: Zuora (10 models, 4 hard; 19 of 38 labels negative), Chargebee (10 models, 2 hard; 11 of 65 labels negative), Stripe Billing (7 models; 9 of 61 labels negative), Recurly (6 models; 6 of 43 labels negative) - **brand-protection**: Corsearch (7 models, 4 hard; 11 of 30 labels negative), BrandShield (7 models, 3 hard; 11 of 52 labels negative), Red Points (7 models, 2 hard; 11 of 61 labels negative), ZeroFox (4 models, 3 hard; 4 of 27 labels negative) - **call-tracking**: CallRail (12 models, 1 hard; 17 of 70 labels negative), CallTrackingMetrics (9 models, 2 hard; 10 of 49 labels negative), Invoca (8 models, 1 hard; 13 of 43 labels negative), CloudTalk (6 models, 1 hard; 6 of 15 labels negative) - **channel-partner-and-local-marketing**: Impartner PRM (7 models; 12 of 42 labels negative), Unifyr (6 models, 1 hard; 7 of 34 labels negative), ZINFI Unified Partner Management (6 models; 9 of 28 labels negative), Mindmatrix (5 models, 1 hard; 5 of 23 labels negative) - **chatbots-and-conversational-ai-for-support**: Intercom Fin AI Agent (8 models; 8 of 58 labels negative), ChatBot.com (5 models, 5 hard; 6 of 7 labels negative), Zendesk AI (5 models; 5 of 40 labels negative), Ada (4 models; 4 of 28 labels negative) - **click-fraud-protection**: ClickGUARD (8 models, 2 hard; 8 of 35 labels negative), ClickCease (5 models, 1 hard; 7 of 57 labels negative), Fraud Blocker (3 models; 3 of 34 labels negative), Lunio (3 models; 3 of 42 labels negative) - **client-onboarding**: GUIDEcx (8 models, 1 hard; 8 of 50 labels negative), Planhat (7 models; 7 of 13 labels negative), Asana (6 models, 4 hard; 8 of 12 labels negative), Monday.com (6 models, 1 hard; 7 of 13 labels negative) - **community-platforms**: Khoros Communities (10 models, 4 hard; 17 of 33 labels negative), Salesforce Experience Cloud (8 models, 2 hard; 11 of 27 labels negative), Mighty Networks (5 models, 4 hard; 7 of 31 labels negative), Circle (5 models, 3 hard; 7 of 53 labels negative) - **competitive-intelligence**: Crayon (7 models, 2 hard; 13 of 55 labels negative), Klue (7 models, 2 hard; 9 of 55 labels negative), Semrush (7 models; 8 of 41 labels negative), Contify (5 models, 2 hard; 5 of 22 labels negative) - **consent-and-privacy-management**: OneTrust (11 models, 8 hard; 26 of 49 labels negative), Cookiebot (5 models, 1 hard; 6 of 50 labels negative), TrustArc (4 models, 2 hard; 5 of 23 labels negative), Didomi (3 models, 1 hard; 4 of 25 labels negative) - **contact-center-platforms**: NICE CXone (9 models, 6 hard; 9 of 34 labels negative), Five9 (9 models, 2 hard; 9 of 50 labels negative), Genesys Cloud CX (5 models, 1 hard; 8 of 45 labels negative), 8x8 Contact Center (4 models, 2 hard; 4 of 7 labels negative) - **contact-center-quality-assurance**: NICE CXone Quality Management (4 models; 4 of 20 labels negative), Observe.AI (4 models; 4 of 20 labels negative), MaestroQA (3 models, 1 hard; 4 of 21 labels negative), CallMiner Eureka (3 models; 3 of 7 labels negative) - **content-marketing-platforms**: Contently (4 models; 6 of 33 labels negative), HubSpot Content Hub (3 models; 3 of 45 labels negative), Acquia (2 models, 1 hard; 3 of 5 labels negative), Skyword (2 models, 1 hard; 3 of 4 labels negative) - **contract-lifecycle-management-and-e-signature**: DocuSign CLM (10 models, 1 hard; 12 of 38 labels negative), Conga CLM (9 models, 3 hard; 10 of 33 labels negative), Ironclad (9 models, 2 hard; 12 of 59 labels negative), Icertis Contract Intelligence (7 models, 4 hard; 10 of 24 labels negative) - **conversation-intelligence**: Gong (13 models, 4 hard; 31 of 63 labels negative), Chorus by ZoomInfo (10 models, 5 hard; 17 of 47 labels negative), Fireflies.ai (4 models, 1 hard; 4 of 36 labels negative), Clari Copilot (4 models; 4 of 18 labels negative) - **conversational-marketing**: Drift (12 models, 15 hard; 29 of 55 labels negative), Intercom (7 models, 1 hard; 8 of 54 labels negative), ManyChat (3 models; 3 of 14 labels negative), Tidio (3 models; 3 of 31 labels negative) - **cpq**: Salesforce Revenue Cloud (11 models, 6 hard; 29 of 66 labels negative), Oracle CPQ (9 models, 4 hard; 12 of 32 labels negative), SAP CPQ (9 models, 2 hard; 10 of 26 labels negative), Conga CPQ (8 models; 8 of 35 labels negative) - **creative-automation**: Canva (8 models, 3 hard; 8 of 31 labels negative), Smartly (7 models, 5 hard; 12 of 40 labels negative), Celtra (5 models, 4 hard; 11 of 40 labels negative), AdCreative.ai (5 models, 3 hard; 6 of 16 labels negative) - **crm**: Salesforce Sales Cloud (10 models, 1 hard; 15 of 58 labels negative), HubSpot CRM (9 models; 9 of 60 labels negative), Zoho CRM (9 models; 10 of 61 labels negative), Pipedrive (5 models; 5 of 44 labels negative) - **crm-data-quality-and-deduplication**: Informatica Data Quality (7 models; 8 of 19 labels negative), DemandTools (5 models, 2 hard; 8 of 51 labels negative), Cloudingo (4 models, 1 hard; 4 of 33 labels negative), Insycle (4 models, 1 hard; 4 of 47 labels negative) - **customer-data-platforms**: Segment (8 models; 9 of 64 labels negative), Adobe Real-Time CDP (7 models, 2 hard; 17 of 34 labels negative), Salesforce Data Cloud (7 models, 2 hard; 14 of 37 labels negative), Tealium (6 models, 2 hard; 8 of 38 labels negative) - **customer-education-and-lms**: Docebo (11 models, 3 hard; 16 of 46 labels negative), Skilljar (11 models, 3 hard; 15 of 49 labels negative), Thought Industries (5 models, 2 hard; 6 of 25 labels negative), Teachable (5 models, 1 hard; 6 of 17 labels negative) - **customer-feedback-and-surveys**: Qualtrics CustomerXM (10 models, 8 hard; 28 of 54 labels negative), SurveyMonkey (10 models, 6 hard; 14 of 54 labels negative), Typeform (9 models, 2 hard; 15 of 43 labels negative), Delighted (6 models, 8 hard; 8 of 18 labels negative) - **customer-intelligence-and-data-science**: Google Analytics 4 (8 models, 3 hard; 10 of 26 labels negative), Amplitude (6 models, 2 hard; 6 of 47 labels negative), Mixpanel (5 models, 1 hard; 5 of 53 labels negative), Adobe Analytics (4 models, 1 hard; 4 of 5 labels negative) - **customer-success-platforms**: Gainsight Customer Success (14 models, 8 hard; 32 of 59 labels negative), Totango (10 models, 3 hard; 12 of 55 labels negative), ChurnZero (9 models, 2 hard; 11 of 64 labels negative), ClientSuccess (6 models, 1 hard; 6 of 29 labels negative) - **customer-support-helpdesk**: Zendesk Support Suite (14 models, 4 hard; 19 of 67 labels negative), Freshdesk (11 models, 1 hard; 11 of 74 labels negative), Salesforce Service Cloud (7 models, 3 hard; 12 of 28 labels negative), Intercom (7 models, 1 hard; 7 of 47 labels negative) - **dashboards-and-data-visualization**: Looker (12 models, 2 hard; 12 of 47 labels negative), Tableau (12 models; 13 of 63 labels negative), Microsoft Power BI (10 models; 12 of 71 labels negative), MicroStrategy (7 models, 5 hard; 7 of 7 labels negative) - **data-clean-rooms**: InfoSum (7 models, 2 hard; 9 of 39 labels negative), Google Ads Data Hub (5 models; 5 of 28 labels negative), LiveRamp Clean Room (4 models, 3 hard; 12 of 37 labels negative), Snowflake Data Clean Rooms (4 models, 1 hard; 5 of 52 labels negative) - **data-enrichment**: ZoomInfo (14 models, 8 hard; 29 of 60 labels negative), Apollo.io (10 models, 1 hard; 10 of 72 labels negative), Lusha (7 models, 2 hard; 7 of 45 labels negative), HubSpot Breeze Intelligence (6 models, 2 hard; 10 of 52 labels negative) - **data-management-platforms**: Adobe Audience Manager (8 models, 8 hard; 13 of 23 labels negative), Oracle BlueKai (7 models, 7 hard; 9 of 15 labels negative), Adobe Real-Time CDP (5 models, 3 hard; 9 of 17 labels negative), Salesforce Audience Studio (4 models, 8 hard; 9 of 12 labels negative) - **data-warehouse-reverse-etl**: Census (9 models, 1 hard; 10 of 80 labels negative), Fivetran (6 models, 2 hard; 6 of 45 labels negative), Hightouch (6 models; 7 of 80 labels negative), Segment (5 models, 4 hard; 9 of 20 labels negative) - **digital-adoption-and-onboarding**: Whatfix (13 models, 2 hard; 22 of 56 labels negative), WalkMe (12 models, 6 hard; 32 of 56 labels negative), Pendo (10 models, 3 hard; 20 of 60 labels negative), Userpilot (6 models, 1 hard; 6 of 49 labels negative) - **digital-asset-management**: Adobe Experience Manager Assets (8 models, 2 hard; 14 of 30 labels negative), Bynder (6 models, 1 hard; 10 of 55 labels negative), Brandfolder (4 models; 4 of 45 labels negative), Dropbox (3 models, 3 hard; 4 of 8 labels negative) - **digital-sales-rooms**: Highspot (9 models, 5 hard; 16 of 34 labels negative), Seismic (9 models, 3 hard; 17 of 34 labels negative), Dock (7 models, 1 hard; 8 of 44 labels negative), Trumpet (7 models; 9 of 55 labels negative) - **direct-mail-and-gifting**: Sendoso (12 models, 6 hard; 22 of 67 labels negative), Reachdesk (10 models, 2 hard; 11 of 59 labels negative), Postal (6 models, 3 hard; 9 of 46 labels negative), Alyce (6 models, 2 hard; 11 of 26 labels negative) - **ecommerce-marketing**: Mailchimp (10 models, 5 hard; 11 of 30 labels negative), Klaviyo (6 models, 2 hard; 10 of 52 labels negative), Adobe Commerce (4 models, 1 hard; 4 of 13 labels negative), Adobe Marketo Engage (4 models, 1 hard; 6 of 11 labels negative) - **ecommerce-platforms**: Adobe Commerce (11 models, 1 hard; 18 of 50 labels negative), Shopify (7 models; 7 of 75 labels negative), Amazon (6 models, 2 hard; 6 of 6 labels negative), eBay (5 models, 3 hard; 5 of 5 labels negative) - **ecommerce-search-and-merchandising**: Bloomreach Discovery (9 models, 2 hard; 15 of 43 labels negative), Algolia (7 models, 2 hard; 12 of 63 labels negative), Klevu (7 models; 7 of 43 labels negative), Searchspring (6 models, 3 hard; 8 of 34 labels negative) - **email-deliverability-and-testing**: Mail-Tester (5 models, 2 hard; 5 of 20 labels negative), Litmus (5 models; 5 of 22 labels negative), Validity Everest (5 models; 7 of 27 labels negative), ZeroBounce (4 models, 1 hard; 5 of 20 labels negative) - **email-marketing**: Mailchimp (13 models, 6 hard; 26 of 50 labels negative), Constant Contact (8 models, 2 hard; 8 of 17 labels negative), Adobe Marketo Engage (6 models, 1 hard; 9 of 18 labels negative), ActiveCampaign (6 models; 6 of 56 labels negative) - **email-signature-management**: Exclaimer (8 models; 12 of 64 labels negative), CodeTwo Email Signatures 365 (7 models, 2 hard; 8 of 54 labels negative), WiseStamp (5 models, 2 hard; 7 of 51 labels negative), HubSpot Email Signature Generator (2 models, 1 hard; 2 of 8 labels negative) - **email-verification**: MillionVerifier (5 models, 1 hard; 6 of 20 labels negative), EmailVerify.io (3 models, 2 hard; 3 of 3 labels negative), NeverBounce (3 models, 1 hard; 4 of 49 labels negative), EmailListVerify (3 models; 3 of 17 labels negative) - **employee-advocacy**: EveryoneSocial (8 models, 3 hard; 13 of 53 labels negative), Hootsuite Amplify (7 models, 4 hard; 9 of 29 labels negative), Sociabble (5 models, 1 hard; 5 of 31 labels negative), Haiilo (5 models; 6 of 17 labels negative) - **event-lead-capture**: Cvent LeadCapture (8 models, 2 hard; 12 of 34 labels negative), Popl (8 models, 2 hard; 8 of 30 labels negative), iCapture (6 models; 7 of 36 labels negative), Blinq (5 models; 6 of 46 labels negative) - **event-management-platforms**: Eventbrite (13 models, 8 hard; 21 of 54 labels negative), Cvent Event Marketing & Management (11 models, 10 hard; 27 of 57 labels negative), vFairs (4 models, 2 hard; 4 of 21 labels negative), Whova (3 models, 2 hard; 4 of 31 labels negative) - **experimentation-and-personalization**: Optimizely CMS (11 models, 4 hard; 26 of 55 labels negative), Adobe Target (11 models, 2 hard; 21 of 36 labels negative), Google Optimize (9 models, 10 hard; 11 of 12 labels negative), Dynamic Yield (6 models, 1 hard; 9 of 24 labels negative) - **field-sales-tools**: Spotio (7 models, 2 hard; 10 of 45 labels negative), Salesforce Sales Cloud (5 models, 1 hard; 5 of 14 labels negative), Badger Maps (5 models; 5 of 52 labels negative), SalesRabbit (5 models; 5 of 23 labels negative) - **identity-resolution**: LiveRamp Identity Resolution (9 models, 10 hard; 16 of 40 labels negative), Salesforce Data Cloud (7 models, 6 hard; 11 of 23 labels negative), Twilio Segment Unify (6 models, 1 hard; 7 of 34 labels negative), Tealium (5 models, 3 hard; 6 of 20 labels negative) - **in-app-messaging-and-customer-communications**: Telegram (10 models, 4 hard; 10 of 11 labels negative), WhatsApp (8 models, 4 hard; 8 of 9 labels negative), Facebook Messenger (7 models, 5 hard; 7 of 7 labels negative), Intercom (7 models, 3 hard; 8 of 47 labels negative) - **influencer-platforms**: Traackr (7 models, 1 hard; 7 of 30 labels negative), Ainfluencer (5 models, 3 hard; 5 of 7 labels negative), Upfluence (5 models, 2 hard; 7 of 34 labels negative), Collabor8 (3 models, 3 hard; 3 of 3 labels negative) - **interactive-demo-platforms**: Walnut (6 models, 5 hard; 8 of 49 labels negative), Reprise (5 models, 4 hard; 7 of 22 labels negative), Navattic (3 models, 3 hard; 5 of 59 labels negative), Demostack (3 models, 2 hard; 5 of 25 labels negative) - **knowledge-base-and-self-service**: Notion (11 models, 1 hard; 15 of 50 labels negative), Confluence (5 models; 7 of 46 labels negative), Zendesk Guide (4 models; 4 of 40 labels negative), SharePoint (3 models; 3 of 5 labels negative) - **landing-pages-and-interactive-content**: Unbounce (9 models, 5 hard; 14 of 61 labels negative), Instapage (9 models, 2 hard; 11 of 50 labels negative), Leadpages (8 models, 2 hard; 12 of 48 labels negative), Wix (6 models, 4 hard; 6 of 15 labels negative) - **lead-routing-and-management**: LeanData (10 models, 1 hard; 17 of 53 labels negative), Chili Piper (7 models, 1 hard; 10 of 42 labels negative), Salesforce Lead Assignment Rules (6 models; 6 of 14 labels negative), A-Leads (4 models, 4 hard; 4 of 4 labels negative) - **local-listings-management**: Yext (12 models, 11 hard; 24 of 62 labels negative), BrightLocal (6 models; 6 of 58 labels negative), Moz Local (6 models; 8 of 48 labels negative), Birdeye (4 models; 4 of 34 labels negative) - **loyalty-advocacy-and-referrals**: Yotpo Loyalty & Referrals (9 models, 2 hard; 12 of 34 labels negative), Smile.io (8 models, 1 hard; 9 of 38 labels negative), Friendbuy (7 models, 3 hard; 7 of 23 labels negative), ReferralCandy (7 models, 1 hard; 7 of 26 labels negative) - **market-intelligence**: Similarweb (10 models; 10 of 35 labels negative), ZoomInfo (9 models, 3 hard; 14 of 47 labels negative), AlphaSense (6 models, 3 hard; 7 of 36 labels negative), Crayon (6 models, 3 hard; 6 of 42 labels negative) - **marketing-automation**: Adobe Marketo Engage (11 models, 7 hard; 22 of 57 labels negative), HubSpot Marketing Hub (10 models, 1 hard; 11 of 73 labels negative), Mailchimp (8 models, 2 hard; 13 of 30 labels negative), Oracle Eloqua (6 models, 2 hard; 8 of 18 labels negative) - **marketing-cms**: WordPress (12 models; 13 of 74 labels negative), Drupal (10 models, 4 hard; 10 of 22 labels negative), Wix (8 models, 2 hard; 8 of 27 labels negative), Squarespace (7 models, 2 hard; 7 of 18 labels negative) - **marketing-resource-management**: Aprimo (10 models, 1 hard; 17 of 38 labels negative), Adobe Workfront (9 models, 2 hard; 13 of 24 labels negative), Asana (8 models, 1 hard; 10 of 38 labels negative), monday.com Work Management (7 models, 2 hard; 8 of 44 labels negative) - **meeting-scheduling**: Calendly (9 models; 15 of 72 labels negative), Chili Piper (8 models, 4 hard; 9 of 40 labels negative), Doodle (6 models, 3 hard; 7 of 16 labels negative), HubSpot Meetings (3 models, 1 hard; 3 of 48 labels negative) - **mobile-apps**: Braze (9 models, 2 hard; 16 of 43 labels negative), AppLovin (4 models, 2 hard; 4 of 10 labels negative), AppsFlyer (4 models; 5 of 43 labels negative), Meta Advantage+ App Campaigns (4 models; 5 of 20 labels negative) - **mobile-marketing-and-push**: Braze (9 models, 5 hard; 12 of 47 labels negative), Airship (6 models, 2 hard; 7 of 29 labels negative), Twilio Programmable Messaging (6 models; 7 of 28 labels negative), Attentive (5 models, 1 hard; 6 of 25 labels negative) - **native-and-content-advertising**: MGID (12 models, 1 hard; 14 of 46 labels negative), Taboola (12 models, 1 hard; 20 of 61 labels negative), Teads (11 models, 1 hard; 16 of 74 labels negative), Revcontent (9 models, 2 hard; 10 of 40 labels negative) - **order-management-systems**: Salesforce Order Management (6 models; 6 of 20 labels negative), ShipStation (4 models, 1 hard; 4 of 7 labels negative), IBM Sterling (3 models, 1 hard; 7 of 8 labels negative), Manhattan Associates (2 models, 1 hard; 3 of 5 labels negative) - **partner-relationship-management**: Impartner PRM (12 models, 3 hard; 18 of 57 labels negative), Salesforce PRM (11 models, 1 hard; 16 of 43 labels negative), PartnerStack (10 models, 5 hard; 11 of 43 labels negative), impact.com (7 models, 6 hard; 8 of 17 labels negative) - **pr-and-media-monitoring**: Meltwater (11 models, 8 hard; 20 of 67 labels negative), CisionOne (10 models, 9 hard; 25 of 57 labels negative), Muck Rack (6 models; 7 of 50 labels negative), Brandwatch (4 models, 1 hard; 4 of 23 labels negative) - **pricing-optimization**: PROS Smart Price Optimization & Management (7 models, 4 hard; 8 of 43 labels negative), Vendavo (7 models, 2 hard; 10 of 43 labels negative), RealPage (5 models, 3 hard; 5 of 5 labels negative), Competera (4 models, 3 hard; 4 of 25 labels negative) - **print**: PostGrid (11 models, 3 hard; 12 of 38 labels negative), Lob (11 models, 1 hard; 13 of 57 labels negative), Sendoso (7 models, 3 hard; 10 of 36 labels negative), Reachdesk (5 models, 1 hard; 6 of 25 labels negative) - **product-analytics**: Google Analytics 4 (13 models, 7 hard; 16 of 22 labels negative), Mixpanel (10 models, 1 hard; 10 of 70 labels negative), Amplitude Analytics (10 models; 14 of 74 labels negative), Heap (9 models, 2 hard; 12 of 51 labels negative) - **product-information-management**: Akeneo PIM (7 models, 2 hard; 9 of 54 labels negative), Pimberly (6 models, 2 hard; 6 of 20 labels negative), Inriver PIM (6 models; 7 of 38 labels negative), Pimcore (5 models; 6 of 43 labels negative) - **programmatic-and-display-advertising**: The Trade Desk (10 models, 2 hard; 24 of 59 labels negative), Google Display & Video 360 (7 models, 2 hard; 12 of 32 labels negative), Amazon DSP (6 models, 2 hard; 9 of 32 labels negative), DV360 (6 models; 7 of 15 labels negative) - **proposal-software**: Proposify (9 models, 2 hard; 9 of 59 labels negative), PandaDoc (8 models, 1 hard; 8 of 72 labels negative), Bidsketch (5 models, 4 hard; 5 of 6 labels negative), Better Proposals (5 models, 2 hard; 5 of 35 labels negative) - **referral-and-partner-programs**: ReferralCandy (11 models, 2 hard; 12 of 39 labels negative), Viral Loops (8 models, 2 hard; 8 of 20 labels negative), Referral Rock (5 models; 6 of 36 labels negative), GrowSurf (4 models; 4 of 23 labels negative) - **retail-media-platforms**: Walmart Connect (8 models, 1 hard; 10 of 56 labels negative), Target Roundel (8 models; 9 of 29 labels negative), Amazon (4 models; 4 of 12 labels negative), Instacart Ads (4 models; 4 of 29 labels negative) - **retail-proximity-and-iot-marketing**: Braze (4 models, 2 hard; 4 of 18 labels negative), Beacons.ai (3 models, 3 hard; 3 of 3 labels negative), Estimote (3 models, 2 hard; 3 of 15 labels negative), InMarket (3 models, 2 hard; 3 of 11 labels negative) - **revenue-intelligence-and-forecasting**: Clari Copilot (14 models, 7 hard; 26 of 65 labels negative), Gong (12 models, 7 hard; 22 of 63 labels negative), Chorus by ZoomInfo (6 models, 2 hard; 6 of 15 labels negative), Salesforce Revenue Intelligence (6 models, 2 hard; 6 of 21 labels negative) - **review-and-reputation-management**: Birdeye (7 models, 2 hard; 9 of 49 labels negative), Reputation (6 models, 2 hard; 7 of 28 labels negative), Podium (5 models, 2 hard; 8 of 38 labels negative), Sitejabber (3 models, 2 hard; 3 of 3 labels negative) - **rfp-response-software**: Proposify (9 models, 5 hard; 9 of 32 labels negative), PandaDoc (8 models, 5 hard; 11 of 35 labels negative), Loopio (7 models, 1 hard; 9 of 56 labels negative), Responsive (7 models, 1 hard; 9 of 46 labels negative) - **sales-coaching-and-training**: Gong (9 models, 3 hard; 12 of 40 labels negative), Highspot (8 models, 3 hard; 12 of 38 labels negative), MindTickle (7 models, 3 hard; 9 of 51 labels negative), Seismic Enablement Cloud (6 models, 1 hard; 8 of 23 labels negative) - **sales-commissions-and-incentive-compensation**: Xactly Incent (11 models, 2 hard; 22 of 46 labels negative), Salesforce Spiff (11 models; 12 of 46 labels negative), CaptivateIQ (7 models; 10 of 57 labels negative), Varicent (7 models; 12 of 26 labels negative) - **sales-dialers-and-calling**: Orum (6 models, 3 hard; 7 of 30 labels negative), Aircall (5 models, 4 hard; 6 of 35 labels negative), Salesloft Dialer (5 models, 3 hard; 5 of 15 labels negative), PhoneBurner (3 models, 1 hard; 5 of 27 labels negative) - **sales-enablement-and-content**: Highspot (12 models, 8 hard; 22 of 62 labels negative), Seismic (10 models, 8 hard; 21 of 54 labels negative), Showpad (6 models, 4 hard; 8 of 43 labels negative), HubSpot Sales Hub (4 models; 4 of 35 labels negative) - **sales-engagement**: Outreach (13 models, 7 hard; 22 of 62 labels negative), Salesloft (13 models, 7 hard; 17 of 64 labels negative), Apollo.io (8 models, 1 hard; 9 of 66 labels negative), Salesforce Sales Engagement (5 models, 1 hard; 5 of 12 labels negative) - **sales-gamification**: Spinify (12 models, 2 hard; 18 of 71 labels negative), Ambition (10 models, 2 hard; 13 of 59 labels negative), SalesScreen (9 models; 9 of 56 labels negative), Hoopla (5 models, 3 hard; 6 of 19 labels negative) - **sales-intelligence-and-contact-data**: ZoomInfo (14 models, 5 hard; 25 of 69 labels negative), Apollo.io (10 models, 2 hard; 11 of 68 labels negative), Seamless.AI (7 models, 6 hard; 7 of 15 labels negative), Lusha (7 models, 1 hard; 7 of 52 labels negative) - **search-and-social-advertising-platforms**: Optmyzr (8 models, 1 hard; 8 of 43 labels negative), Marin Software (5 models, 4 hard; 8 of 31 labels negative), AdEspresso (5 models, 1 hard; 5 of 17 labels negative), WordStream Advisor (4 models, 4 hard; 4 of 16 labels negative) - **seo-content-optimization**: Semrush (9 models; 12 of 58 labels negative), Surfer SEO (8 models, 1 hard; 10 of 58 labels negative), Clearscope (7 models; 8 of 48 labels negative), Ahrefs (5 models; 7 of 42 labels negative) - **session-replay-and-heatmaps**: Fullstory (14 models, 5 hard; 22 of 53 labels negative), Hotjar (12 models, 4 hard; 14 of 62 labels negative), LogRocket (11 models, 2 hard; 11 of 42 labels negative), Microsoft Clarity (9 models, 3 hard; 12 of 59 labels negative) - **sms-and-whatsapp-marketing**: Klaviyo SMS (4 models; 4 of 25 labels negative), Postscript (3 models, 2 hard; 3 of 12 labels negative), WhatsApp (2 models, 2 hard; 2 of 2 labels negative), Whatso (2 models, 2 hard; 2 of 2 labels negative) - **social-media-management**: Hootsuite (12 models, 7 hard; 18 of 64 labels negative), Sprout Social (8 models, 1 hard; 10 of 61 labels negative), Buffer (7 models, 1 hard; 10 of 48 labels negative), Later (4 models; 5 of 26 labels negative) - **tag-management**: Google Tag Manager (12 models, 1 hard; 16 of 85 labels negative), Tealium iQ Tag Management (6 models, 3 hard; 14 of 57 labels negative), Adobe Experience Platform Tags (6 models, 2 hard; 9 of 50 labels negative), Ensighten (4 models, 1 hard; 5 of 10 labels negative) - **territory-and-quota-planning**: Anaplan Territory & Quota Planning (11 models, 6 hard; 19 of 46 labels negative), Xactly (8 models, 3 hard; 13 of 32 labels negative), Salesforce Maps (8 models, 1 hard; 10 of 27 labels negative), Varicent Territory and Quota Planning (7 models, 1 hard; 10 of 25 labels negative) - **value-selling-tools**: Mediafly (5 models; 8 of 22 labels negative), Ecosystems (4 models; 4 of 17 labels negative), Conga (3 models; 3 of 4 labels negative), Highspot (2 models, 1 hard; 3 of 7 labels negative) - **video-advertising**: TikTok Ads (10 models, 2 hard; 12 of 34 labels negative), Meta Ads (7 models; 9 of 42 labels negative), Google Video Partners (6 models, 6 hard; 6 of 6 labels negative), YouTube Ads (6 models; 7 of 46 labels negative) - **video-marketing-and-hosting**: YouTube (14 models, 7 hard; 19 of 49 labels negative), Vimeo (13 models, 1 hard; 18 of 72 labels negative), Facebook Video (7 models, 5 hard; 7 of 9 labels negative), Brightcove (7 models, 1 hard; 9 of 28 labels negative) - **web-analytics**: Google Analytics 4 (13 models, 6 hard; 20 of 80 labels negative), Adobe Analytics (9 models, 1 hard; 11 of 27 labels negative), Meta Pixel (4 models, 3 hard; 4 of 4 labels negative), Hotjar (3 models, 1 hard; 4 of 15 labels negative) - **webinar-virtual-events**: Zoom Webinars (13 models, 1 hard; 18 of 77 labels negative), WebinarJam (10 models, 9 hard; 13 of 25 labels negative), GoTo Webinar (10 models, 1 hard; 11 of 43 labels negative), ON24 (9 models, 3 hard; 13 of 37 labels negative) - **website-governance-and-accessibility**: accessiBe (12 models, 14 hard; 22 of 31 labels negative), UserWay (10 models, 11 hard; 20 of 30 labels negative), AudioEye (8 models, 8 hard; 11 of 25 labels negative), Siteimprove (8 models, 1 hard; 15 of 61 labels negative) - **workflow-automation-and-ipaas**: Zapier (12 models, 1 hard; 23 of 66 labels negative), n8n (10 models, 2 hard; 10 of 48 labels negative), MuleSoft Anypoint Platform (8 models, 4 hard; 11 of 23 labels negative), Workato (7 models; 8 of 56 labels negative) ## Leadership and criticism First-choice share and negative label rate are independent, so every product with at least 10 labels in a category is placed on both axes. Cutoffs: leader at 30% or more of first choices, criticized at 25% or more negative labels. An endorsed leader is recommended and not criticized; a criticized default is recommended while the models list its problems; a criticized challenger is named mostly to be warned against. | Category | Product | First-choice share | Negative rate | Labels | Quadrant | |---|---|---|---|---|---| | account-based-marketing-platforms | AdRoll ABM | 53% | 9% | 70 | endorsed leader | | account-based-marketing-platforms | Apollo.io | 11% | 0% | 17 | accepted challenger | | account-based-marketing-platforms | HubSpot Marketing Hub | 8% | 5% | 38 | accepted challenger | | account-based-marketing-platforms | Demandbase | 8% | 49% | 69 | criticized challenger | | account-based-marketing-platforms | 6sense | 4% | 50% | 60 | criticized challenger | | account-based-marketing-platforms | Terminus | 2% | 29% | 41 | criticized challenger | | account-based-marketing-platforms | ZoomInfo Marketing | 0% | 35% | 17 | criticized challenger | | address-verification | Smarty | 47% | 0% | 61 | endorsed leader | | address-verification | PostGrid Address Verification | 8% | 3% | 39 | accepted challenger | | address-verification | Melissa | 8% | 5% | 39 | accepted challenger | | address-verification | Loqate | 4% | 0% | 33 | accepted challenger | | address-verification | Google Address Validation API | 4% | 10% | 10 | accepted challenger | | address-verification | Lob | 0% | 6% | 18 | accepted challenger | | address-verification | Experian Data Quality | 0% | 10% | 10 | accepted challenger | | affiliate-and-partner-management | PartnerStack | 49% | 0% | 50 | endorsed leader | | affiliate-and-partner-management | impact.com | 13% | 19% | 52 | accepted challenger | | affiliate-and-partner-management | Refersion | 4% | 9% | 23 | accepted challenger | | affiliate-and-partner-management | Amazon Associates | 4% | 9% | 22 | accepted challenger | | affiliate-and-partner-management | Tapfiliate | 4% | 18% | 28 | accepted challenger | | affiliate-and-partner-management | Rewardful | 2% | 8% | 12 | accepted challenger | | affiliate-and-partner-management | Awin | 2% | 25% | 32 | criticized challenger | | affiliate-and-partner-management | Rakuten Advertising | 0% | 6% | 18 | accepted challenger | | affiliate-and-partner-management | Post Affiliate Pro | 0% | 7% | 15 | accepted challenger | | affiliate-and-partner-management | CJ Affiliate | 0% | 17% | 23 | accepted challenger | | affiliate-and-partner-management | ShareASale | 0% | 21% | 34 | accepted challenger | | affiliate-and-partner-management | ClickBank | 0% | 45% | 20 | criticized challenger | | ai-marketing-agents | HubSpot Breeze | 24% | 0% | 23 | accepted challenger | | ai-marketing-agents | Jasper | 4% | 12% | 26 | accepted challenger | | ai-marketing-agents | ChatGPT | 4% | 20% | 10 | accepted challenger | | ai-marketing-agents | Clay | 2% | 0% | 10 | accepted challenger | | ai-marketing-agents | Copy.ai | 2% | 10% | 20 | accepted challenger | | ai-marketing-agents | Albert.ai | 0% | 40% | 10 | criticized challenger | | ai-sdr-agents | Apollo.io | 24% | 0% | 33 | accepted challenger | | ai-sdr-agents | Artisan Ava | 24% | 26% | 53 | criticized challenger | | ai-sdr-agents | AiSDR | 18% | 7% | 42 | accepted challenger | | ai-sdr-agents | Regie.ai | 5% | 11% | 19 | accepted challenger | | ai-sdr-agents | Amplemarket Duo | 4% | 9% | 11 | accepted challenger | | ai-sdr-agents | Instantly | 4% | 20% | 10 | accepted challenger | | ai-sdr-agents | Agent Frank | 2% | 0% | 10 | accepted challenger | | ai-sdr-agents | Qualified Piper | 2% | 7% | 14 | accepted challenger | | ai-sdr-agents | Salesforge Agent Frank | 2% | 14% | 14 | accepted challenger | | ai-sdr-agents | 11x | 2% | 50% | 38 | criticized challenger | | ai-sdr-agents | Clay | 0% | 0% | 13 | accepted challenger | | ai-sdr-agents | Reply.io Jason | 0% | 6% | 16 | accepted challenger | | ai-visibility-tracking | Otterly | 20% | 6% | 36 | accepted challenger | | ai-visibility-tracking | Peec AI | 16% | 8% | 40 | accepted challenger | | ai-visibility-tracking | Profound | 15% | 29% | 42 | criticized challenger | | ai-visibility-tracking | HubSpot AEO Grader | 9% | 0% | 27 | accepted challenger | | ai-visibility-tracking | Rankscale | 5% | 8% | 12 | accepted challenger | | ai-visibility-tracking | Semrush AI Visibility Toolkit | 5% | 18% | 38 | accepted challenger | | ai-visibility-tracking | SE Ranking | 4% | 15% | 13 | accepted challenger | | ai-visibility-tracking | Scrunch | 2% | 18% | 11 | accepted challenger | | ai-visibility-tracking | Ahrefs Brand Radar | 2% | 32% | 22 | criticized challenger | | ai-voice-agents | Retell AI | 27% | 16% | 58 | accepted challenger | | ai-voice-agents | CloudTalk | 19% | 8% | 24 | accepted challenger | | ai-voice-agents | Vapi | 13% | 33% | 39 | criticized challenger | | ai-voice-agents | Bland AI | 3% | 18% | 34 | accepted challenger | | ai-voice-agents | Synthflow | 3% | 22% | 32 | accepted challenger | | ai-voice-agents | Sierra | 2% | 55% | 11 | criticized challenger | | ai-voice-agents | PolyAI | 0% | 33% | 18 | criticized challenger | | ai-voice-agents | ElevenLabs | 0% | 58% | 12 | criticized challenger | | app-store-optimization | AppTweak | 39% | 9% | 57 | endorsed leader | | app-store-optimization | Appfigures | 9% | 7% | 28 | accepted challenger | | app-store-optimization | AppFollow | 7% | 2% | 47 | accepted challenger | | app-store-optimization | App Radar | 7% | 6% | 47 | accepted challenger | | app-store-optimization | Sensor Tower | 7% | 40% | 48 | criticized challenger | | app-store-optimization | MobileAction | 5% | 6% | 32 | accepted challenger | | app-store-optimization | ASOMobile | 5% | 9% | 11 | accepted challenger | | app-store-optimization | Sonar | 2% | 18% | 11 | accepted challenger | | app-store-optimization | SplitMetrics Optimize | 0% | 0% | 14 | accepted challenger | | attribution-mmm | Dreamdata | 27% | 8% | 38 | accepted challenger | | attribution-mmm | Google Analytics 4 | 17% | 25% | 28 | criticized challenger | | attribution-mmm | Rockerbox | 11% | 14% | 29 | accepted challenger | | attribution-mmm | Measured | 5% | 5% | 21 | accepted challenger | | attribution-mmm | HockeyStack | 5% | 7% | 29 | accepted challenger | | attribution-mmm | Google Meridian | 5% | 12% | 34 | accepted challenger | | attribution-mmm | Recast | 3% | 13% | 15 | accepted challenger | | attribution-mmm | Ruler Analytics | 2% | 0% | 11 | accepted challenger | | attribution-mmm | Cometly | 2% | 7% | 15 | accepted challenger | | attribution-mmm | HubSpot Marketing Hub | 2% | 16% | 19 | accepted challenger | | attribution-mmm | Triple Whale | 2% | 29% | 21 | criticized challenger | | attribution-mmm | SegmentStream | 0% | 10% | 10 | accepted challenger | | attribution-mmm | Meta Robyn | 0% | 17% | 23 | accepted challenger | | attribution-mmm | Analytic Partners | 0% | 22% | 18 | accepted challenger | | attribution-mmm | Adobe Analytics | 0% | 42% | 12 | criticized challenger | | attribution-mmm | Northbeam | 0% | 42% | 31 | criticized challenger | | attribution-mmm | Adobe Marketo Measure | 0% | 50% | 10 | criticized challenger | | audience-and-consumer-insights | SparkToro | 19% | 0% | 29 | accepted challenger | | audience-and-consumer-insights | GWI | 13% | 13% | 39 | accepted challenger | | audience-and-consumer-insights | ZoomInfo | 9% | 20% | 15 | accepted challenger | | audience-and-consumer-insights | Google Analytics 4 | 7% | 10% | 10 | accepted challenger | | audience-and-consumer-insights | 6sense | 4% | 23% | 13 | accepted challenger | | audience-and-consumer-insights | Qualtrics | 2% | 38% | 13 | criticized challenger | | audience-and-consumer-insights | YouGov Profiles | 0% | 0% | 13 | accepted challenger | | audience-and-consumer-insights | Audiense | 0% | 14% | 22 | accepted challenger | | audience-and-consumer-insights | Meltwater | 0% | 15% | 13 | accepted challenger | | audience-and-consumer-insights | Brandwatch Consumer Intelligence | 0% | 24% | 17 | accepted challenger | | audience-and-consumer-insights | Adobe Real-Time CDP | 0% | 36% | 11 | criticized challenger | | audio-and-podcast-advertising | AudioGo | 34% | 3% | 37 | endorsed leader | | audio-and-podcast-advertising | StackAdapt | 20% | 0% | 19 | accepted challenger | | audio-and-podcast-advertising | Spotify Ads Manager | 16% | 8% | 26 | accepted challenger | | audio-and-podcast-advertising | Acast | 7% | 11% | 35 | accepted challenger | | audio-and-podcast-advertising | Triton Digital | 2% | 0% | 13 | accepted challenger | | audio-and-podcast-advertising | Libsyn Ads | 2% | 9% | 22 | accepted challenger | | audio-and-podcast-advertising | Spotify Audience Network | 2% | 10% | 10 | accepted challenger | | audio-and-podcast-advertising | The Trade Desk | 2% | 40% | 10 | criticized challenger | | audio-and-podcast-advertising | Spotify Ad Studio | 2% | 40% | 10 | criticized challenger | | audio-and-podcast-advertising | Megaphone | 0% | 6% | 16 | accepted challenger | | audio-and-podcast-advertising | AdvertiseCast | 0% | 18% | 11 | accepted challenger | | b2b-intent-data | Apollo.io | 27% | 6% | 36 | accepted challenger | | b2b-intent-data | Bombora | 27% | 27% | 66 | criticized challenger | | b2b-intent-data | Dealfront | 12% | 0% | 37 | accepted challenger | | b2b-intent-data | Factors.ai | 7% | 0% | 13 | accepted challenger | | b2b-intent-data | ZoomInfo | 7% | 36% | 50 | criticized challenger | | b2b-intent-data | RB2B | 5% | 0% | 14 | accepted challenger | | b2b-intent-data | 6sense | 5% | 41% | 64 | criticized challenger | | b2b-intent-data | Lusha | 2% | 8% | 12 | accepted challenger | | b2b-intent-data | G2 Buyer Intent | 2% | 11% | 44 | accepted challenger | | b2b-intent-data | TechTarget Priority Engine | 0% | 6% | 18 | accepted challenger | | b2b-intent-data | Cognism | 0% | 9% | 22 | accepted challenger | | b2b-intent-data | TrustRadius | 0% | 14% | 21 | accepted challenger | | b2b-intent-data | Demandbase | 0% | 35% | 49 | criticized challenger | | billing-and-subscription-management | Chargebee | 60% | 17% | 65 | endorsed leader | | billing-and-subscription-management | Stripe Billing | 15% | 15% | 61 | accepted challenger | | billing-and-subscription-management | Maxio | 12% | 12% | 40 | accepted challenger | | billing-and-subscription-management | Zoho Billing | 4% | 0% | 11 | accepted challenger | | billing-and-subscription-management | Metronome | 0% | 10% | 10 | accepted challenger | | billing-and-subscription-management | Paddle | 0% | 14% | 29 | accepted challenger | | billing-and-subscription-management | Recurly | 0% | 14% | 43 | accepted challenger | | billing-and-subscription-management | Zuora | 0% | 50% | 38 | criticized challenger | | brand-protection | Red Points | 40% | 18% | 61 | endorsed leader | | brand-protection | BrandShield | 17% | 21% | 52 | accepted challenger | | brand-protection | Bolster | 6% | 0% | 19 | accepted challenger | | brand-protection | MarqVision | 6% | 19% | 32 | accepted challenger | | brand-protection | ZeroFox | 4% | 15% | 27 | accepted challenger | | brand-protection | Netcraft | 0% | 12% | 16 | accepted challenger | | brand-protection | MarkMonitor | 0% | 30% | 10 | criticized challenger | | brand-protection | Corsearch | 0% | 37% | 30 | criticized challenger | | call-tracking | CallRail | 43% | 24% | 70 | endorsed leader | | call-tracking | CallTrackingMetrics | 13% | 20% | 49 | accepted challenger | | call-tracking | WhatConverts | 7% | 0% | 40 | accepted challenger | | call-tracking | Ruler Analytics | 7% | 0% | 10 | accepted challenger | | call-tracking | Invoca | 6% | 30% | 43 | criticized challenger | | call-tracking | Nimbata | 4% | 0% | 15 | accepted challenger | | call-tracking | HubSpot Call Tracking | 0% | 0% | 13 | accepted challenger | | call-tracking | Ringba | 0% | 9% | 11 | accepted challenger | | call-tracking | CloudTalk | 0% | 40% | 15 | criticized challenger | | channel-partner-and-local-marketing | Channelscaler | 10% | 13% | 23 | accepted challenger | | channel-partner-and-local-marketing | Mindmatrix | 10% | 22% | 23 | accepted challenger | | channel-partner-and-local-marketing | Unifyr | 9% | 21% | 34 | accepted challenger | | channel-partner-and-local-marketing | HubSpot Marketing Hub | 7% | 20% | 20 | accepted challenger | | channel-partner-and-local-marketing | PartnerStack | 7% | 20% | 15 | accepted challenger | | channel-partner-and-local-marketing | Impartner PRM | 5% | 29% | 42 | criticized challenger | | channel-partner-and-local-marketing | Kiflo PRM | 3% | 0% | 10 | accepted challenger | | channel-partner-and-local-marketing | SproutLoud | 3% | 9% | 11 | accepted challenger | | channel-partner-and-local-marketing | ZINFI Unified Partner Management | 3% | 32% | 28 | criticized challenger | | channel-partner-and-local-marketing | Channeltivity | 2% | 20% | 15 | accepted challenger | | channel-partner-and-local-marketing | Ansira | 0% | 27% | 11 | criticized challenger | | chatbots-and-conversational-ai-for-support | Intercom Fin AI Agent | 41% | 14% | 58 | endorsed leader | | chatbots-and-conversational-ai-for-support | Tidio | 14% | 5% | 37 | accepted challenger | | chatbots-and-conversational-ai-for-support | Freshdesk | 4% | 0% | 18 | accepted challenger | | chatbots-and-conversational-ai-for-support | Zendesk AI | 4% | 12% | 40 | accepted challenger | | chatbots-and-conversational-ai-for-support | Freshchat | 2% | 0% | 13 | accepted challenger | | chatbots-and-conversational-ai-for-support | Ada | 2% | 14% | 28 | accepted challenger | | chatbots-and-conversational-ai-for-support | Botpress | 0% | 0% | 10 | accepted challenger | | chatbots-and-conversational-ai-for-support | HubSpot Service Hub | 0% | 10% | 10 | accepted challenger | | chatbots-and-conversational-ai-for-support | Drift | 0% | 17% | 18 | accepted challenger | | click-fraud-protection | ClickCease | 36% | 12% | 57 | endorsed leader | | click-fraud-protection | Lunio | 20% | 7% | 42 | accepted challenger | | click-fraud-protection | Fraud Blocker | 8% | 9% | 34 | accepted challenger | | click-fraud-protection | Clixtell | 6% | 15% | 13 | accepted challenger | | click-fraud-protection | ClickPatrol | 4% | 5% | 22 | accepted challenger | | click-fraud-protection | Cheq | 4% | 11% | 27 | accepted challenger | | click-fraud-protection | TrafficGuard | 2% | 3% | 30 | accepted challenger | | click-fraud-protection | ClickGuardian | 2% | 20% | 10 | accepted challenger | | click-fraud-protection | ClickGUARD | 2% | 23% | 35 | accepted challenger | | client-onboarding | Rocketlane | 47% | 10% | 60 | endorsed leader | | client-onboarding | GUIDEcx | 13% | 16% | 50 | accepted challenger | | client-onboarding | ClickUp | 11% | 17% | 29 | accepted challenger | | client-onboarding | OnRamp | 4% | 0% | 19 | accepted challenger | | client-onboarding | Arrows | 2% | 0% | 13 | accepted challenger | | client-onboarding | Dock | 2% | 5% | 40 | accepted challenger | | client-onboarding | Content Snare | 0% | 8% | 13 | accepted challenger | | client-onboarding | Process Street | 0% | 14% | 14 | accepted challenger | | client-onboarding | Appcues | 0% | 18% | 11 | accepted challenger | | client-onboarding | Moxo | 0% | 20% | 20 | accepted challenger | | client-onboarding | Userpilot | 0% | 21% | 14 | accepted challenger | | client-onboarding | ChurnZero | 0% | 33% | 21 | criticized challenger | | client-onboarding | Planhat | 0% | 54% | 13 | criticized challenger | | client-onboarding | Monday.com | 0% | 54% | 13 | criticized challenger | | client-onboarding | Asana | 0% | 67% | 12 | criticized challenger | | community-platforms | Bettermode | 29% | 10% | 48 | accepted challenger | | community-platforms | Discourse | 18% | 6% | 49 | accepted challenger | | community-platforms | Higher Logic Vanilla | 16% | 13% | 38 | accepted challenger | | community-platforms | Circle | 11% | 13% | 53 | accepted challenger | | community-platforms | Gainsight Customer Communities | 3% | 8% | 36 | accepted challenger | | community-platforms | Mighty Networks | 3% | 23% | 31 | accepted challenger | | community-platforms | Discord | 3% | 46% | 13 | criticized challenger | | community-platforms | Higher Logic | 2% | 25% | 12 | criticized challenger | | community-platforms | Zendesk Community | 0% | 13% | 15 | accepted challenger | | community-platforms | Salesforce Experience Cloud | 0% | 41% | 27 | criticized challenger | | community-platforms | Khoros Communities | 0% | 52% | 33 | criticized challenger | | competitive-intelligence | Kompyte | 38% | 11% | 56 | endorsed leader | | competitive-intelligence | Klue | 26% | 16% | 55 | accepted challenger | | competitive-intelligence | Crayon | 12% | 24% | 55 | accepted challenger | | competitive-intelligence | SpyFu | 6% | 21% | 19 | accepted challenger | | competitive-intelligence | Visualping | 4% | 6% | 17 | accepted challenger | | competitive-intelligence | Google Alerts | 4% | 7% | 14 | accepted challenger | | competitive-intelligence | Owler | 2% | 6% | 18 | accepted challenger | | competitive-intelligence | AlphaSense | 0% | 10% | 20 | accepted challenger | | competitive-intelligence | Similarweb | 0% | 11% | 36 | accepted challenger | | competitive-intelligence | Semrush | 0% | 20% | 41 | accepted challenger | | competitive-intelligence | Contify | 0% | 23% | 22 | accepted challenger | | competitive-intelligence | Ahrefs | 0% | 26% | 19 | criticized challenger | | consent-and-privacy-management | Osano | 31% | 4% | 48 | endorsed leader | | consent-and-privacy-management | CookieYes | 16% | 4% | 27 | accepted challenger | | consent-and-privacy-management | Cookiebot | 12% | 12% | 50 | accepted challenger | | consent-and-privacy-management | Enzuzo | 8% | 0% | 14 | accepted challenger | | consent-and-privacy-management | Usercentrics CMP | 8% | 7% | 42 | accepted challenger | | consent-and-privacy-management | consentmanager | 8% | 13% | 15 | accepted challenger | | consent-and-privacy-management | Termly | 4% | 18% | 11 | accepted challenger | | consent-and-privacy-management | iubenda | 2% | 0% | 19 | accepted challenger | | consent-and-privacy-management | Ketch | 2% | 5% | 22 | accepted challenger | | consent-and-privacy-management | Quantcast Choice | 2% | 10% | 10 | accepted challenger | | consent-and-privacy-management | Didomi | 0% | 16% | 25 | accepted challenger | | consent-and-privacy-management | TrustArc | 0% | 22% | 23 | accepted challenger | | consent-and-privacy-management | OneTrust | 0% | 53% | 49 | criticized challenger | | contact-center-platforms | Five9 | 18% | 18% | 50 | accepted challenger | | contact-center-platforms | CloudTalk | 12% | 4% | 27 | accepted challenger | | contact-center-platforms | Talkdesk | 12% | 9% | 46 | accepted challenger | | contact-center-platforms | LiveAgent | 9% | 0% | 12 | accepted challenger | | contact-center-platforms | Dialpad Ai Contact Center | 9% | 10% | 29 | accepted challenger | | contact-center-platforms | Genesys Cloud CX | 7% | 18% | 45 | accepted challenger | | contact-center-platforms | Amazon Connect | 4% | 16% | 19 | accepted challenger | | contact-center-platforms | NICE CXone | 4% | 26% | 34 | criticized challenger | | contact-center-platforms | Nextiva | 2% | 5% | 21 | accepted challenger | | contact-center-platforms | Zoom Contact Center | 2% | 14% | 14 | accepted challenger | | contact-center-platforms | Aircall | 2% | 25% | 16 | criticized challenger | | contact-center-platforms | RingCentral Events | 0% | 15% | 13 | accepted challenger | | contact-center-platforms | Twilio Flex | 0% | 30% | 10 | criticized challenger | | contact-center-quality-assurance | EvaluAgent | 28% | 4% | 45 | accepted challenger | | contact-center-quality-assurance | Scorebuddy | 18% | 3% | 31 | accepted challenger | | contact-center-quality-assurance | Zendesk QA | 14% | 4% | 28 | accepted challenger | | contact-center-quality-assurance | Playvox QM | 6% | 0% | 10 | accepted challenger | | contact-center-quality-assurance | CloudTalk | 4% | 0% | 15 | accepted challenger | | contact-center-quality-assurance | MaestroQA | 4% | 19% | 21 | accepted challenger | | contact-center-quality-assurance | Playvox | 2% | 0% | 16 | accepted challenger | | contact-center-quality-assurance | Level AI | 2% | 0% | 12 | accepted challenger | | contact-center-quality-assurance | Balto | 2% | 9% | 11 | accepted challenger | | contact-center-quality-assurance | Observe.AI | 2% | 20% | 20 | accepted challenger | | contact-center-quality-assurance | ScorebuddyCX | 2% | 23% | 13 | accepted challenger | | contact-center-quality-assurance | Talkdesk | 0% | 0% | 13 | accepted challenger | | contact-center-quality-assurance | NICE CXone Quality Management | 0% | 20% | 20 | accepted challenger | | content-marketing-platforms | HubSpot Content Hub | 33% | 7% | 45 | endorsed leader | | content-marketing-platforms | CoSchedule Marketing Suite | 9% | 0% | 29 | accepted challenger | | content-marketing-platforms | StoryChief | 7% | 0% | 16 | accepted challenger | | content-marketing-platforms | Canva | 4% | 0% | 12 | accepted challenger | | content-marketing-platforms | Semrush Content Marketing Platform | 4% | 7% | 30 | accepted challenger | | content-marketing-platforms | Buffer | 2% | 0% | 13 | accepted challenger | | content-marketing-platforms | Contently | 2% | 18% | 33 | accepted challenger | | content-marketing-platforms | Sprinklr Marketing | 0% | 0% | 10 | accepted challenger | | content-marketing-platforms | Ahrefs | 0% | 0% | 10 | accepted challenger | | content-marketing-platforms | Optimizely CMP | 0% | 18% | 11 | accepted challenger | | contract-lifecycle-management-and-e-signature | PandaDoc | 23% | 6% | 35 | accepted challenger | | contract-lifecycle-management-and-e-signature | Concord | 19% | 3% | 35 | accepted challenger | | contract-lifecycle-management-and-e-signature | Juro | 17% | 3% | 33 | accepted challenger | | contract-lifecycle-management-and-e-signature | Ironclad | 15% | 20% | 59 | accepted challenger | | contract-lifecycle-management-and-e-signature | Zoho Contracts | 8% | 8% | 12 | accepted challenger | | contract-lifecycle-management-and-e-signature | DocuSign CLM | 4% | 32% | 38 | criticized challenger | | contract-lifecycle-management-and-e-signature | DocuSign | 2% | 7% | 15 | accepted challenger | | contract-lifecycle-management-and-e-signature | ContractWorks | 2% | 20% | 10 | accepted challenger | | contract-lifecycle-management-and-e-signature | Conga CLM | 2% | 30% | 33 | criticized challenger | | contract-lifecycle-management-and-e-signature | LinkSquares | 0% | 0% | 25 | accepted challenger | | contract-lifecycle-management-and-e-signature | SpotDraft | 0% | 6% | 16 | accepted challenger | | contract-lifecycle-management-and-e-signature | ContractSafe | 0% | 7% | 14 | accepted challenger | | contract-lifecycle-management-and-e-signature | Sirion | 0% | 22% | 18 | accepted challenger | | contract-lifecycle-management-and-e-signature | Agiloft | 0% | 28% | 32 | criticized challenger | | contract-lifecycle-management-and-e-signature | Icertis Contract Intelligence | 0% | 42% | 24 | criticized challenger | | conversation-intelligence | Avoma | 41% | 4% | 52 | endorsed leader | | conversation-intelligence | Fireflies.ai | 16% | 11% | 36 | accepted challenger | | conversation-intelligence | Gong | 14% | 49% | 63 | criticized challenger | | conversation-intelligence | Jiminny | 8% | 4% | 23 | accepted challenger | | conversation-intelligence | Fathom | 6% | 11% | 27 | accepted challenger | | conversation-intelligence | Clari Copilot | 2% | 22% | 18 | accepted challenger | | conversation-intelligence | Salesloft Conversations | 0% | 0% | 14 | accepted challenger | | conversation-intelligence | CloudTalk | 0% | 0% | 12 | accepted challenger | | conversation-intelligence | Otter.ai | 0% | 25% | 12 | criticized challenger | | conversation-intelligence | Chorus by ZoomInfo | 0% | 36% | 47 | criticized challenger | | conversational-marketing | Tidio | 13% | 10% | 31 | accepted challenger | | conversational-marketing | Intercom | 11% | 15% | 54 | accepted challenger | | conversational-marketing | Drift | 9% | 53% | 55 | criticized challenger | | conversational-marketing | Qualified | 8% | 6% | 33 | accepted challenger | | conversational-marketing | HubSpot Conversations | 8% | 8% | 25 | accepted challenger | | conversational-marketing | HubSpot Marketing Hub | 6% | 15% | 13 | accepted challenger | | conversational-marketing | 1mind | 4% | 15% | 13 | accepted challenger | | conversational-marketing | Crisp | 2% | 10% | 10 | accepted challenger | | conversational-marketing | ManyChat | 2% | 21% | 14 | accepted challenger | | cpq | DealHub | 57% | 9% | 57 | endorsed leader | | cpq | PandaDoc | 15% | 7% | 41 | accepted challenger | | cpq | QuoteWerks | 9% | 4% | 23 | accepted challenger | | cpq | Conga CPQ | 4% | 23% | 35 | accepted challenger | | cpq | HubSpot Commerce Hub | 2% | 4% | 25 | accepted challenger | | cpq | Proposify | 2% | 8% | 12 | accepted challenger | | cpq | Salesforce Revenue Cloud | 2% | 44% | 66 | criticized challenger | | cpq | Experlogix | 0% | 8% | 24 | accepted challenger | | cpq | Tacton | 0% | 9% | 11 | accepted challenger | | cpq | PROS Smart CPQ | 0% | 10% | 10 | accepted challenger | | cpq | Oracle CPQ | 0% | 38% | 32 | criticized challenger | | cpq | SAP CPQ | 0% | 38% | 26 | criticized challenger | | creative-automation | Bannerflow | 19% | 7% | 46 | accepted challenger | | creative-automation | Canva | 15% | 26% | 31 | criticized challenger | | creative-automation | The Brief | 9% | 11% | 18 | accepted challenger | | creative-automation | Smartly | 7% | 30% | 40 | criticized challenger | | creative-automation | Creatopy | 6% | 0% | 11 | accepted challenger | | creative-automation | Celtra | 6% | 28% | 40 | criticized challenger | | creative-automation | Viewst | 4% | 0% | 13 | accepted challenger | | creative-automation | Marq Team | 4% | 5% | 20 | accepted challenger | | creative-automation | Bynder | 4% | 10% | 10 | accepted challenger | | creative-automation | AdCreative.ai | 2% | 38% | 16 | criticized challenger | | creative-automation | Storyteq | 0% | 22% | 23 | accepted challenger | | creative-automation | Adobe Express | 0% | 45% | 11 | criticized challenger | | crm | HubSpot CRM | 59% | 15% | 60 | endorsed leader | | crm | HubSpot Sales Hub | 23% | 0% | 13 | accepted challenger | | crm | Zoho CRM | 5% | 16% | 61 | accepted challenger | | crm | Freshsales | 2% | 0% | 23 | accepted challenger | | crm | Less Annoying CRM | 2% | 0% | 11 | accepted challenger | | crm | Microsoft Dynamics 365 Sales | 0% | 6% | 36 | accepted challenger | | crm | Pipedrive | 0% | 11% | 44 | accepted challenger | | crm | monday CRM | 0% | 20% | 10 | accepted challenger | | crm | Salesforce Sales Cloud | 0% | 26% | 58 | criticized challenger | | crm-data-quality-and-deduplication | Insycle | 43% | 9% | 47 | endorsed leader | | crm-data-quality-and-deduplication | Dedupely | 14% | 14% | 22 | accepted challenger | | crm-data-quality-and-deduplication | Cleanlist | 10% | 0% | 28 | accepted challenger | | crm-data-quality-and-deduplication | DemandTools | 10% | 16% | 51 | accepted challenger | | crm-data-quality-and-deduplication | Cloudingo | 4% | 12% | 33 | accepted challenger | | crm-data-quality-and-deduplication | DataGroomr | 2% | 0% | 15 | accepted challenger | | crm-data-quality-and-deduplication | ZoomInfo Operations | 2% | 15% | 26 | accepted challenger | | crm-data-quality-and-deduplication | Openprise | 0% | 8% | 13 | accepted challenger | | crm-data-quality-and-deduplication | HubSpot Operations Hub | 0% | 10% | 21 | accepted challenger | | crm-data-quality-and-deduplication | ZoomInfo | 0% | 13% | 15 | accepted challenger | | crm-data-quality-and-deduplication | Informatica Data Quality | 0% | 42% | 19 | criticized challenger | | customer-data-platforms | Segment | 49% | 14% | 64 | endorsed leader | | customer-data-platforms | Hightouch | 20% | 5% | 42 | accepted challenger | | customer-data-platforms | BlueConic | 8% | 15% | 20 | accepted challenger | | customer-data-platforms | RudderStack | 4% | 0% | 31 | accepted challenger | | customer-data-platforms | Census | 2% | 0% | 11 | accepted challenger | | customer-data-platforms | Salesforce Data Cloud | 2% | 38% | 37 | criticized challenger | | customer-data-platforms | Adobe Real-Time CDP | 2% | 50% | 34 | criticized challenger | | customer-data-platforms | Treasure Data | 0% | 7% | 15 | accepted challenger | | customer-data-platforms | ActionIQ | 0% | 15% | 13 | accepted challenger | | customer-data-platforms | Klaviyo Data Platform | 0% | 17% | 12 | accepted challenger | | customer-data-platforms | mParticle | 0% | 20% | 20 | accepted challenger | | customer-data-platforms | Tealium | 0% | 21% | 38 | accepted challenger | | customer-education-and-lms | LearnUpon | 26% | 8% | 37 | accepted challenger | | customer-education-and-lms | Skilljar | 26% | 31% | 49 | criticized challenger | | customer-education-and-lms | TalentLMS | 23% | 11% | 45 | accepted challenger | | customer-education-and-lms | LearnWorlds | 6% | 10% | 20 | accepted challenger | | customer-education-and-lms | Thinkific | 6% | 27% | 22 | criticized challenger | | customer-education-and-lms | Gainsight Customer Education | 2% | 5% | 22 | accepted challenger | | customer-education-and-lms | WorkRamp | 2% | 5% | 21 | accepted challenger | | customer-education-and-lms | Absorb LMS | 2% | 33% | 24 | criticized challenger | | customer-education-and-lms | Docebo | 2% | 35% | 46 | criticized challenger | | customer-education-and-lms | Teachable | 2% | 35% | 17 | criticized challenger | | customer-education-and-lms | Thought Industries | 0% | 24% | 25 | accepted challenger | | customer-feedback-and-surveys | CustomerGauge | 24% | 5% | 22 | accepted challenger | | customer-feedback-and-surveys | Google Forms | 16% | 18% | 28 | accepted challenger | | customer-feedback-and-surveys | Retently | 9% | 0% | 11 | accepted challenger | | customer-feedback-and-surveys | Alchemer | 5% | 0% | 15 | accepted challenger | | customer-feedback-and-surveys | Survicate | 5% | 0% | 25 | accepted challenger | | customer-feedback-and-surveys | SurveySparrow | 5% | 0% | 19 | accepted challenger | | customer-feedback-and-surveys | SurveyMonkey | 5% | 26% | 54 | criticized challenger | | customer-feedback-and-surveys | AskNicely | 4% | 0% | 12 | accepted challenger | | customer-feedback-and-surveys | Qualtrics CustomerXM | 4% | 52% | 54 | criticized challenger | | customer-feedback-and-surveys | Zonka Feedback | 2% | 3% | 30 | accepted challenger | | customer-feedback-and-surveys | Typeform | 2% | 35% | 43 | criticized challenger | | customer-feedback-and-surveys | Delighted | 2% | 44% | 18 | criticized challenger | | customer-feedback-and-surveys | Jotform | 0% | 0% | 10 | accepted challenger | | customer-feedback-and-surveys | Hotjar | 0% | 8% | 12 | accepted challenger | | customer-feedback-and-surveys | Medallia Experience Cloud | 0% | 38% | 29 | criticized challenger | | customer-intelligence-and-data-science | Amplitude | 18% | 13% | 47 | accepted challenger | | customer-intelligence-and-data-science | Google Analytics 4 | 16% | 38% | 26 | criticized challenger | | customer-intelligence-and-data-science | Mixpanel | 10% | 9% | 53 | accepted challenger | | customer-intelligence-and-data-science | PostHog | 6% | 13% | 15 | accepted challenger | | customer-intelligence-and-data-science | Segment | 6% | 15% | 27 | accepted challenger | | customer-intelligence-and-data-science | Gainsight | 6% | 25% | 12 | criticized challenger | | customer-intelligence-and-data-science | HubSpot CRM | 2% | 18% | 11 | accepted challenger | | customer-intelligence-and-data-science | Hotjar | 0% | 12% | 17 | accepted challenger | | customer-intelligence-and-data-science | Adobe Customer Journey Analytics | 0% | 27% | 11 | criticized challenger | | customer-intelligence-and-data-science | Heap | 0% | 28% | 18 | criticized challenger | | customer-success-platforms | ChurnZero | 42% | 17% | 64 | endorsed leader | | customer-success-platforms | Vitally | 19% | 9% | 57 | accepted challenger | | customer-success-platforms | HubSpot Service Hub | 10% | 26% | 27 | criticized challenger | | customer-success-platforms | Custify | 8% | 0% | 37 | accepted challenger | | customer-success-platforms | Totango | 7% | 22% | 55 | accepted challenger | | customer-success-platforms | Skalin | 5% | 0% | 12 | accepted challenger | | customer-success-platforms | Planhat | 3% | 18% | 40 | accepted challenger | | customer-success-platforms | Gainsight Customer Success | 2% | 54% | 59 | criticized challenger | | customer-success-platforms | Catalyst | 0% | 13% | 15 | accepted challenger | | customer-success-platforms | ClientSuccess | 0% | 21% | 29 | accepted challenger | | customer-support-helpdesk | Zendesk Support Suite | 31% | 28% | 67 | criticized default | | customer-support-helpdesk | Freshdesk | 27% | 15% | 74 | accepted challenger | | customer-support-helpdesk | TeamSupport | 14% | 0% | 15 | accepted challenger | | customer-support-helpdesk | Zoho Desk | 12% | 0% | 36 | accepted challenger | | customer-support-helpdesk | HubSpot Service Hub | 3% | 13% | 38 | accepted challenger | | customer-support-helpdesk | Help Scout | 2% | 8% | 36 | accepted challenger | | customer-support-helpdesk | Front | 0% | 0% | 13 | accepted challenger | | customer-support-helpdesk | Jira Service Management | 0% | 14% | 14 | accepted challenger | | customer-support-helpdesk | Intercom | 0% | 15% | 47 | accepted challenger | | customer-support-helpdesk | LiveAgent | 0% | 30% | 10 | criticized challenger | | customer-support-helpdesk | Salesforce Service Cloud | 0% | 43% | 28 | criticized challenger | | dashboards-and-data-visualization | Microsoft Power BI | 52% | 17% | 71 | endorsed leader | | dashboards-and-data-visualization | Looker Studio | 25% | 10% | 29 | accepted challenger | | dashboards-and-data-visualization | Metabase | 8% | 6% | 31 | accepted challenger | | dashboards-and-data-visualization | Tableau | 8% | 21% | 63 | accepted challenger | | dashboards-and-data-visualization | Sigma | 2% | 0% | 15 | accepted challenger | | dashboards-and-data-visualization | Zoho Analytics | 2% | 4% | 25 | accepted challenger | | dashboards-and-data-visualization | Domo | 2% | 21% | 24 | accepted challenger | | dashboards-and-data-visualization | ThoughtSpot | 0% | 12% | 17 | accepted challenger | | dashboards-and-data-visualization | Qlik Sense | 0% | 17% | 29 | accepted challenger | | dashboards-and-data-visualization | Looker | 0% | 26% | 47 | criticized challenger | | dashboards-and-data-visualization | Sisense | 0% | 29% | 17 | criticized challenger | | data-clean-rooms | Snowflake Data Clean Rooms | 19% | 10% | 52 | accepted challenger | | data-clean-rooms | AWS Clean Rooms | 15% | 7% | 42 | accepted challenger | | data-clean-rooms | Amazon Marketing Cloud | 14% | 17% | 24 | accepted challenger | | data-clean-rooms | Google Ads Data Hub | 10% | 18% | 28 | accepted challenger | | data-clean-rooms | InfoSum | 10% | 23% | 39 | accepted challenger | | data-clean-rooms | Decentriq | 3% | 11% | 28 | accepted challenger | | data-clean-rooms | Meta Advanced Analytics | 2% | 12% | 16 | accepted challenger | | data-clean-rooms | Habu | 2% | 14% | 14 | accepted challenger | | data-clean-rooms | Databricks Clean Rooms | 2% | 15% | 27 | accepted challenger | | data-clean-rooms | LiveRamp Clean Room | 2% | 32% | 37 | criticized challenger | | data-enrichment | Apollo.io | 73% | 14% | 72 | endorsed leader | | data-enrichment | Clay | 6% | 11% | 37 | accepted challenger | | data-enrichment | ZoomInfo | 6% | 48% | 60 | criticized challenger | | data-enrichment | HubSpot Breeze Intelligence | 4% | 19% | 52 | accepted challenger | | data-enrichment | Hunter | 2% | 0% | 15 | accepted challenger | | data-enrichment | Cognism | 2% | 6% | 48 | accepted challenger | | data-enrichment | UpLead | 2% | 7% | 14 | accepted challenger | | data-enrichment | Lusha | 2% | 16% | 45 | accepted challenger | | data-enrichment | Snov.io | 2% | 20% | 10 | accepted challenger | | data-enrichment | Demandbase | 0% | 0% | 11 | accepted challenger | | data-enrichment | People Data Labs | 0% | 9% | 11 | accepted challenger | | data-enrichment | 6sense | 0% | 20% | 10 | accepted challenger | | data-management-platforms | Segment | 37% | 7% | 42 | endorsed leader | | data-management-platforms | BlueConic | 12% | 0% | 12 | accepted challenger | | data-management-platforms | Hightouch | 12% | 0% | 18 | accepted challenger | | data-management-platforms | Tealium Customer Data Hub | 2% | 19% | 21 | accepted challenger | | data-management-platforms | Salesforce Data Cloud | 2% | 37% | 19 | criticized challenger | | data-management-platforms | Lotame Spherical | 2% | 40% | 15 | criticized challenger | | data-management-platforms | Databricks Lakehouse | 0% | 0% | 14 | accepted challenger | | data-management-platforms | Fivetran | 0% | 0% | 10 | accepted challenger | | data-management-platforms | BigQuery | 0% | 0% | 10 | accepted challenger | | data-management-platforms | Collibra | 0% | 9% | 11 | accepted challenger | | data-management-platforms | Snowflake | 0% | 11% | 19 | accepted challenger | | data-management-platforms | Permutive | 0% | 18% | 11 | accepted challenger | | data-management-platforms | Adobe Real-Time CDP | 0% | 53% | 17 | criticized challenger | | data-management-platforms | Adobe Audience Manager | 0% | 57% | 23 | criticized challenger | | data-management-platforms | Oracle BlueKai | 0% | 60% | 15 | criticized challenger | | data-management-platforms | Salesforce Audience Studio | 0% | 75% | 12 | criticized challenger | | data-warehouse-reverse-etl | Hightouch | 40% | 9% | 80 | endorsed leader | | data-warehouse-reverse-etl | BigQuery | 21% | 4% | 73 | accepted challenger | | data-warehouse-reverse-etl | Snowflake | 21% | 10% | 70 | accepted challenger | | data-warehouse-reverse-etl | Census | 11% | 12% | 80 | accepted challenger | | data-warehouse-reverse-etl | RudderStack Reverse ETL | 2% | 6% | 34 | accepted challenger | | data-warehouse-reverse-etl | Airbyte | 1% | 6% | 32 | accepted challenger | | data-warehouse-reverse-etl | dbt | 0% | 3% | 36 | accepted challenger | | data-warehouse-reverse-etl | Fivetran | 0% | 13% | 45 | accepted challenger | | data-warehouse-reverse-etl | Polytomic | 0% | 16% | 19 | accepted challenger | | data-warehouse-reverse-etl | Amazon Redshift | 0% | 16% | 44 | accepted challenger | | data-warehouse-reverse-etl | Improvado | 0% | 18% | 11 | accepted challenger | | data-warehouse-reverse-etl | Databricks SQL Warehouse | 0% | 23% | 26 | accepted challenger | | data-warehouse-reverse-etl | Segment | 0% | 45% | 20 | criticized challenger | | digital-adoption-and-onboarding | Userpilot | 30% | 12% | 49 | endorsed leader | | digital-adoption-and-onboarding | UserGuiding | 22% | 7% | 41 | accepted challenger | | digital-adoption-and-onboarding | Whatfix | 13% | 39% | 56 | criticized challenger | | digital-adoption-and-onboarding | Pendo | 8% | 33% | 60 | criticized challenger | | digital-adoption-and-onboarding | Appcues | 5% | 14% | 42 | accepted challenger | | digital-adoption-and-onboarding | Tango | 3% | 0% | 10 | accepted challenger | | digital-adoption-and-onboarding | Chameleon | 2% | 5% | 19 | accepted challenger | | digital-adoption-and-onboarding | Userlane | 2% | 7% | 15 | accepted challenger | | digital-adoption-and-onboarding | Apty | 2% | 7% | 15 | accepted challenger | | digital-adoption-and-onboarding | Product Fruits | 0% | 0% | 10 | accepted challenger | | digital-adoption-and-onboarding | WalkMe | 0% | 57% | 56 | criticized challenger | | digital-asset-management | Canto | 45% | 4% | 52 | endorsed leader | | digital-asset-management | Filecamp | 17% | 5% | 22 | accepted challenger | | digital-asset-management | Bynder | 15% | 18% | 55 | accepted challenger | | digital-asset-management | ResourceSpace | 6% | 0% | 17 | accepted challenger | | digital-asset-management | Brandfolder | 4% | 9% | 45 | accepted challenger | | digital-asset-management | Pics.io | 2% | 0% | 10 | accepted challenger | | digital-asset-management | Acquia DAM | 2% | 5% | 21 | accepted challenger | | digital-asset-management | Air | 2% | 20% | 15 | accepted challenger | | digital-asset-management | Frontify | 0% | 0% | 16 | accepted challenger | | digital-asset-management | MediaValet | 0% | 5% | 20 | accepted challenger | | digital-asset-management | Cloudinary | 0% | 9% | 22 | accepted challenger | | digital-asset-management | Aprimo | 0% | 12% | 16 | accepted challenger | | digital-asset-management | Adobe Experience Manager Assets | 0% | 47% | 30 | criticized challenger | | digital-sales-rooms | Dock | 29% | 18% | 44 | accepted challenger | | digital-sales-rooms | Aligned | 24% | 4% | 46 | accepted challenger | | digital-sales-rooms | Trumpet | 20% | 16% | 55 | accepted challenger | | digital-sales-rooms | GetAccept | 8% | 10% | 48 | accepted challenger | | digital-sales-rooms | DealHub DealRoom | 2% | 14% | 29 | accepted challenger | | digital-sales-rooms | Flowla | 0% | 0% | 24 | accepted challenger | | digital-sales-rooms | Showpad | 0% | 19% | 16 | accepted challenger | | digital-sales-rooms | MindTickle | 0% | 33% | 15 | criticized challenger | | digital-sales-rooms | Highspot | 0% | 47% | 34 | criticized challenger | | digital-sales-rooms | Seismic | 0% | 50% | 34 | criticized challenger | | direct-mail-and-gifting | Sendoso | 25% | 33% | 67 | criticized challenger | | direct-mail-and-gifting | Reachdesk | 16% | 19% | 59 | accepted challenger | | direct-mail-and-gifting | Postal | 16% | 20% | 46 | accepted challenger | | direct-mail-and-gifting | Goody | 11% | 3% | 32 | accepted challenger | | direct-mail-and-gifting | Postalytics | 9% | 0% | 18 | accepted challenger | | direct-mail-and-gifting | Lob | 4% | 17% | 18 | accepted challenger | | direct-mail-and-gifting | Snappy | 0% | 9% | 11 | accepted challenger | | direct-mail-and-gifting | PostGrid | 0% | 25% | 12 | criticized challenger | | direct-mail-and-gifting | PFL | 0% | 40% | 10 | criticized challenger | | direct-mail-and-gifting | Alyce | 0% | 42% | 26 | criticized challenger | | ecommerce-marketing | HubSpot Marketing Hub | 38% | 5% | 39 | endorsed leader | | ecommerce-marketing | Omnisend | 12% | 3% | 29 | accepted challenger | | ecommerce-marketing | Klaviyo | 6% | 19% | 52 | accepted challenger | | ecommerce-marketing | Brevo | 4% | 0% | 18 | accepted challenger | | ecommerce-marketing | Shopify Email | 4% | 0% | 14 | accepted challenger | | ecommerce-marketing | Shopify | 4% | 4% | 28 | accepted challenger | | ecommerce-marketing | ActiveCampaign | 4% | 6% | 32 | accepted challenger | | ecommerce-marketing | BigCommerce | 4% | 7% | 15 | accepted challenger | | ecommerce-marketing | WooCommerce | 0% | 10% | 10 | accepted challenger | | ecommerce-marketing | Salesforce Marketing Cloud | 0% | 27% | 11 | criticized challenger | | ecommerce-marketing | Adobe Commerce | 0% | 31% | 13 | criticized challenger | | ecommerce-marketing | Mailchimp | 0% | 37% | 30 | criticized challenger | | ecommerce-marketing | Adobe Marketo Engage | 0% | 55% | 11 | criticized challenger | | ecommerce-platforms | BigCommerce B2B Edition | 47% | 3% | 60 | endorsed leader | | ecommerce-platforms | Shopify | 22% | 9% | 75 | accepted challenger | | ecommerce-platforms | WooCommerce | 13% | 12% | 40 | accepted challenger | | ecommerce-platforms | Square Online | 5% | 0% | 15 | accepted challenger | | ecommerce-platforms | Big Cartel | 4% | 18% | 11 | accepted challenger | | ecommerce-platforms | OroCommerce | 2% | 0% | 16 | accepted challenger | | ecommerce-platforms | Salesforce Commerce Cloud | 0% | 19% | 21 | accepted challenger | | ecommerce-platforms | Squarespace Commerce | 0% | 28% | 18 | criticized challenger | | ecommerce-platforms | Wix | 0% | 29% | 17 | criticized challenger | | ecommerce-platforms | Adobe Commerce | 0% | 36% | 50 | criticized challenger | | ecommerce-search-and-merchandising | Algolia | 25% | 19% | 63 | accepted challenger | | ecommerce-search-and-merchandising | Doofinder | 12% | 0% | 25 | accepted challenger | | ecommerce-search-and-merchandising | Klevu | 10% | 16% | 43 | accepted challenger | | ecommerce-search-and-merchandising | Searchspring | 8% | 24% | 34 | accepted challenger | | ecommerce-search-and-merchandising | Coveo | 6% | 31% | 32 | criticized challenger | | ecommerce-search-and-merchandising | Luigi's Box | 2% | 0% | 11 | accepted challenger | | ecommerce-search-and-merchandising | Clerk.io | 2% | 6% | 16 | accepted challenger | | ecommerce-search-and-merchandising | Bloomreach Discovery | 2% | 35% | 43 | criticized challenger | | ecommerce-search-and-merchandising | Nosto | 0% | 13% | 23 | accepted challenger | | ecommerce-search-and-merchandising | Constructor | 0% | 14% | 29 | accepted challenger | | ecommerce-search-and-merchandising | Elasticsearch | 0% | 36% | 14 | criticized challenger | | email-deliverability-and-testing | GlockApps | 34% | 7% | 57 | endorsed leader | | email-deliverability-and-testing | Google Postmaster Tools | 9% | 0% | 30 | accepted challenger | | email-deliverability-and-testing | MailReach | 7% | 7% | 30 | accepted challenger | | email-deliverability-and-testing | MXToolbox | 5% | 10% | 31 | accepted challenger | | email-deliverability-and-testing | Mail-Tester | 5% | 25% | 20 | criticized challenger | | email-deliverability-and-testing | Microsoft SNDS | 3% | 0% | 15 | accepted challenger | | email-deliverability-and-testing | Folderly | 3% | 5% | 20 | accepted challenger | | email-deliverability-and-testing | Validity Everest | 3% | 26% | 27 | criticized challenger | | email-deliverability-and-testing | Mailtrap | 2% | 8% | 26 | accepted challenger | | email-deliverability-and-testing | Email on Acid | 0% | 8% | 13 | accepted challenger | | email-deliverability-and-testing | Litmus | 0% | 23% | 22 | accepted challenger | | email-deliverability-and-testing | ZeroBounce | 0% | 25% | 20 | criticized challenger | | email-marketing | HubSpot Marketing Hub | 35% | 8% | 52 | endorsed leader | | email-marketing | ActiveCampaign | 28% | 11% | 56 | accepted challenger | | email-marketing | Brevo | 12% | 8% | 37 | accepted challenger | | email-marketing | MailerLite | 9% | 21% | 28 | accepted challenger | | email-marketing | Sender | 4% | 0% | 10 | accepted challenger | | email-marketing | Moosend | 2% | 9% | 11 | accepted challenger | | email-marketing | Klaviyo | 2% | 15% | 26 | accepted challenger | | email-marketing | Mailchimp | 2% | 52% | 50 | criticized challenger | | email-marketing | Omnisend | 0% | 0% | 14 | accepted challenger | | email-marketing | Kit | 0% | 7% | 15 | accepted challenger | | email-marketing | Salesforce Marketing Cloud Account Engagement | 0% | 17% | 12 | accepted challenger | | email-marketing | GetResponse | 0% | 21% | 14 | accepted challenger | | email-marketing | Constant Contact | 0% | 47% | 17 | criticized challenger | | email-marketing | Adobe Marketo Engage | 0% | 50% | 18 | criticized challenger | | email-signature-management | Exclaimer | 33% | 19% | 64 | endorsed leader | | email-signature-management | WiseStamp | 24% | 14% | 51 | accepted challenger | | email-signature-management | Signitic | 14% | 0% | 24 | accepted challenger | | email-signature-management | CodeTwo Email Signatures 365 | 8% | 15% | 54 | accepted challenger | | email-signature-management | SyncSignature | 4% | 0% | 17 | accepted challenger | | email-signature-management | Newoldstamp | 2% | 5% | 22 | accepted challenger | | email-signature-management | MySignature | 2% | 7% | 14 | accepted challenger | | email-signature-management | Opensense | 0% | 0% | 12 | accepted challenger | | email-signature-management | Letsignit | 0% | 0% | 11 | accepted challenger | | email-verification | ZeroBounce | 42% | 3% | 63 | endorsed leader | | email-verification | Bouncer | 22% | 0% | 52 | accepted challenger | | email-verification | MillionVerifier | 9% | 30% | 20 | criticized challenger | | email-verification | Hunter Email Verifier | 4% | 7% | 29 | accepted challenger | | email-verification | NeverBounce | 4% | 8% | 49 | accepted challenger | | email-verification | DeBounce | 4% | 15% | 20 | accepted challenger | | email-verification | EmailListVerify | 4% | 18% | 17 | accepted challenger | | email-verification | Clearout | 0% | 0% | 22 | accepted challenger | | email-verification | Kickbox | 0% | 0% | 34 | accepted challenger | | email-verification | Emailable | 0% | 0% | 22 | accepted challenger | | employee-advocacy | Oktopost | 21% | 9% | 34 | accepted challenger | | employee-advocacy | DSMN8 | 21% | 10% | 42 | accepted challenger | | employee-advocacy | EveryoneSocial | 17% | 25% | 53 | accepted challenger | | employee-advocacy | Taplio | 8% | 8% | 13 | accepted challenger | | employee-advocacy | Sociuu | 4% | 0% | 10 | accepted challenger | | employee-advocacy | GaggleAMP | 4% | 7% | 28 | accepted challenger | | employee-advocacy | PostBeyond | 4% | 36% | 14 | criticized challenger | | employee-advocacy | Supergrow | 0% | 0% | 10 | accepted challenger | | employee-advocacy | Clearview Social | 0% | 0% | 10 | accepted challenger | | employee-advocacy | Sociabble | 0% | 16% | 31 | accepted challenger | | employee-advocacy | Hootsuite Amplify | 0% | 31% | 29 | criticized challenger | | employee-advocacy | Haiilo | 0% | 35% | 17 | criticized challenger | | event-lead-capture | Blinq | 23% | 13% | 46 | accepted challenger | | event-lead-capture | Wave Connect | 8% | 5% | 22 | accepted challenger | | event-lead-capture | Mobly Capture | 8% | 10% | 29 | accepted challenger | | event-lead-capture | momencio | 8% | 20% | 25 | accepted challenger | | event-lead-capture | BoothIQ | 6% | 7% | 14 | accepted challenger | | event-lead-capture | iCapture | 6% | 19% | 36 | accepted challenger | | event-lead-capture | B2Brain | 4% | 5% | 21 | accepted challenger | | event-lead-capture | Eventleaf Lead Retrieval App | 4% | 8% | 12 | accepted challenger | | event-lead-capture | Popl | 4% | 27% | 30 | criticized challenger | | event-lead-capture | Captello | 2% | 11% | 28 | accepted challenger | | event-lead-capture | Whova | 2% | 31% | 16 | criticized challenger | | event-lead-capture | Cvent LeadCapture | 2% | 35% | 34 | criticized challenger | | event-lead-capture | Bizzabo | 0% | 8% | 12 | accepted challenger | | event-management-platforms | Bizzabo | 28% | 8% | 53 | accepted challenger | | event-management-platforms | Swoogo | 20% | 0% | 32 | accepted challenger | | event-management-platforms | Eventbrite | 14% | 39% | 54 | criticized challenger | | event-management-platforms | Accelevents | 6% | 0% | 17 | accepted challenger | | event-management-platforms | Ticket Tailor | 6% | 0% | 10 | accepted challenger | | event-management-platforms | Zoho Backstage | 6% | 0% | 11 | accepted challenger | | event-management-platforms | Cvent Event Marketing & Management | 6% | 47% | 57 | criticized challenger | | event-management-platforms | Eventzilla | 4% | 7% | 15 | accepted challenger | | event-management-platforms | Whova | 0% | 13% | 31 | accepted challenger | | event-management-platforms | RingCentral Events | 0% | 17% | 12 | accepted challenger | | event-management-platforms | vFairs | 0% | 19% | 21 | accepted challenger | | experimentation-and-personalization | VWO | 27% | 11% | 56 | accepted challenger | | experimentation-and-personalization | Convert Experiences | 24% | 0% | 33 | accepted challenger | | experimentation-and-personalization | GrowthBook | 15% | 8% | 25 | accepted challenger | | experimentation-and-personalization | Mutiny | 7% | 22% | 18 | accepted challenger | | experimentation-and-personalization | Optimizely CMS | 7% | 47% | 55 | criticized challenger | | experimentation-and-personalization | Kameleoon | 4% | 0% | 31 | accepted challenger | | experimentation-and-personalization | PostHog | 4% | 5% | 19 | accepted challenger | | experimentation-and-personalization | Statsig | 0% | 0% | 14 | accepted challenger | | experimentation-and-personalization | AB Tasty | 0% | 13% | 30 | accepted challenger | | experimentation-and-personalization | Dynamic Yield | 0% | 38% | 24 | criticized challenger | | experimentation-and-personalization | Adobe Target | 0% | 58% | 36 | criticized challenger | | experimentation-and-personalization | Google Optimize | 0% | 92% | 12 | criticized challenger | | field-sales-tools | Badger Maps | 38% | 10% | 52 | endorsed leader | | field-sales-tools | Spotio | 14% | 22% | 45 | accepted challenger | | field-sales-tools | HubSpot Sales Hub | 12% | 3% | 31 | accepted challenger | | field-sales-tools | Map My Customers | 6% | 9% | 33 | accepted challenger | | field-sales-tools | Zoho CRM | 4% | 0% | 10 | accepted challenger | | field-sales-tools | SalesRabbit | 4% | 22% | 23 | accepted challenger | | field-sales-tools | Salesforce | 0% | 17% | 12 | accepted challenger | | field-sales-tools | Salesforce Sales Cloud | 0% | 36% | 14 | criticized challenger | | field-sales-tools | Salesforce Maps | 0% | 37% | 19 | criticized challenger | | identity-resolution | Hightouch Adaptive Identity Resolution | 12% | 3% | 34 | accepted challenger | | identity-resolution | Twilio Segment Unify | 6% | 21% | 34 | accepted challenger | | identity-resolution | Prospeo | 4% | 0% | 10 | accepted challenger | | identity-resolution | FullContact | 4% | 6% | 16 | accepted challenger | | identity-resolution | LiveRamp Identity Resolution | 4% | 40% | 40 | criticized challenger | | identity-resolution | Amperity | 0% | 25% | 20 | criticized challenger | | identity-resolution | Experian Identity Resolution | 0% | 29% | 17 | criticized challenger | | identity-resolution | Tealium | 0% | 30% | 20 | criticized challenger | | identity-resolution | Acxiom Real Identity | 0% | 38% | 13 | criticized challenger | | identity-resolution | mParticle IDSync | 0% | 43% | 14 | criticized challenger | | identity-resolution | Salesforce Data Cloud | 0% | 48% | 23 | criticized challenger | | in-app-messaging-and-customer-communications | Intercom | 21% | 17% | 47 | accepted challenger | | in-app-messaging-and-customer-communications | OneSignal | 17% | 3% | 34 | accepted challenger | | in-app-messaging-and-customer-communications | Userpilot | 16% | 7% | 27 | accepted challenger | | in-app-messaging-and-customer-communications | Appcues | 9% | 9% | 35 | accepted challenger | | in-app-messaging-and-customer-communications | Knock | 3% | 0% | 11 | accepted challenger | | in-app-messaging-and-customer-communications | Pendo | 3% | 11% | 27 | accepted challenger | | in-app-messaging-and-customer-communications | CometChat | 2% | 6% | 16 | accepted challenger | | in-app-messaging-and-customer-communications | Braze | 2% | 12% | 25 | accepted challenger | | in-app-messaging-and-customer-communications | Firebase | 2% | 18% | 11 | accepted challenger | | in-app-messaging-and-customer-communications | Customer.io | 0% | 6% | 17 | accepted challenger | | in-app-messaging-and-customer-communications | Stream Chat | 0% | 7% | 14 | accepted challenger | | in-app-messaging-and-customer-communications | CleverTap | 0% | 7% | 14 | accepted challenger | | in-app-messaging-and-customer-communications | Product Fruits | 0% | 10% | 10 | accepted challenger | | in-app-messaging-and-customer-communications | Sendbird | 0% | 19% | 16 | accepted challenger | | in-app-messaging-and-customer-communications | Telegram | 0% | 91% | 11 | criticized challenger | | influencer-platforms | Favikon | 23% | 0% | 21 | accepted challenger | | influencer-platforms | Afluencer | 18% | 0% | 15 | accepted challenger | | influencer-platforms | GRIN | 11% | 12% | 43 | accepted challenger | | influencer-platforms | Shopify Collabs | 9% | 7% | 15 | accepted challenger | | influencer-platforms | Influencity | 7% | 0% | 12 | accepted challenger | | influencer-platforms | CreatorIQ | 5% | 11% | 27 | accepted challenger | | influencer-platforms | Upfluence | 5% | 21% | 34 | accepted challenger | | influencer-platforms | Traackr | 5% | 23% | 30 | accepted challenger | | influencer-platforms | Modash | 4% | 4% | 27 | accepted challenger | | influencer-platforms | Aspire | 2% | 7% | 30 | accepted challenger | | influencer-platforms | Heepsy | 0% | 7% | 14 | accepted challenger | | influencer-platforms | HypeAuditor | 0% | 18% | 11 | accepted challenger | | interactive-demo-platforms | Storylane | 31% | 5% | 63 | endorsed leader | | interactive-demo-platforms | Navattic | 31% | 8% | 59 | endorsed leader | | interactive-demo-platforms | Supademo | 20% | 2% | 43 | accepted challenger | | interactive-demo-platforms | Arcade | 5% | 4% | 48 | accepted challenger | | interactive-demo-platforms | Walnut | 2% | 16% | 49 | accepted challenger | | interactive-demo-platforms | Guideflow | 0% | 8% | 12 | accepted challenger | | interactive-demo-platforms | Consensus | 0% | 12% | 17 | accepted challenger | | interactive-demo-platforms | Demostack | 0% | 20% | 25 | accepted challenger | | interactive-demo-platforms | Reprise | 0% | 32% | 22 | criticized challenger | | knowledge-base-and-self-service | Notion | 21% | 30% | 50 | criticized challenger | | knowledge-base-and-self-service | Document360 | 17% | 2% | 42 | accepted challenger | | knowledge-base-and-self-service | Freshdesk | 14% | 4% | 23 | accepted challenger | | knowledge-base-and-self-service | Zendesk Guide | 7% | 10% | 40 | accepted challenger | | knowledge-base-and-self-service | Confluence | 5% | 15% | 46 | accepted challenger | | knowledge-base-and-self-service | HubSpot Service Hub | 3% | 0% | 10 | accepted challenger | | knowledge-base-and-self-service | Helpjuice | 3% | 5% | 19 | accepted challenger | | knowledge-base-and-self-service | Slite | 3% | 8% | 26 | accepted challenger | | knowledge-base-and-self-service | Help Scout Docs | 2% | 6% | 18 | accepted challenger | | knowledge-base-and-self-service | Guru | 2% | 7% | 28 | accepted challenger | | knowledge-base-and-self-service | ClickUp | 2% | 8% | 12 | accepted challenger | | knowledge-base-and-self-service | Intercom Articles | 0% | 0% | 13 | accepted challenger | | landing-pages-and-interactive-content | Unbounce | 30% | 23% | 61 | accepted challenger | | landing-pages-and-interactive-content | Carrd | 19% | 14% | 29 | accepted challenger | | landing-pages-and-interactive-content | Instapage | 8% | 22% | 50 | accepted challenger | | landing-pages-and-interactive-content | HubSpot Landing Pages | 6% | 4% | 24 | accepted challenger | | landing-pages-and-interactive-content | MailerLite | 2% | 0% | 11 | accepted challenger | | landing-pages-and-interactive-content | Landingi | 2% | 14% | 28 | accepted challenger | | landing-pages-and-interactive-content | Elementor | 2% | 18% | 11 | accepted challenger | | landing-pages-and-interactive-content | Leadpages | 2% | 25% | 48 | criticized challenger | | landing-pages-and-interactive-content | Wix | 2% | 40% | 15 | criticized challenger | | landing-pages-and-interactive-content | Webflow | 0% | 12% | 24 | accepted challenger | | landing-pages-and-interactive-content | ClickFunnels | 0% | 29% | 14 | criticized challenger | | lead-routing-and-management | LeadAngel | 26% | 3% | 29 | accepted challenger | | lead-routing-and-management | LeanData | 21% | 32% | 53 | criticized challenger | | lead-routing-and-management | Zoho CRM | 14% | 6% | 16 | accepted challenger | | lead-routing-and-management | HubSpot Sales Hub | 9% | 7% | 29 | accepted challenger | | lead-routing-and-management | Chili Piper | 5% | 24% | 42 | accepted challenger | | lead-routing-and-management | RevenueHero | 4% | 0% | 15 | accepted challenger | | lead-routing-and-management | Default | 2% | 0% | 16 | accepted challenger | | lead-routing-and-management | Salesforce Lead Assignment Rules | 2% | 43% | 14 | criticized challenger | | lead-routing-and-management | Kubaru | 0% | 0% | 18 | accepted challenger | | lead-routing-and-management | Distribution Engine | 0% | 0% | 11 | accepted challenger | | lead-routing-and-management | Pipedrive | 0% | 27% | 11 | criticized challenger | | local-listings-management | BrightLocal | 33% | 10% | 58 | endorsed leader | | local-listings-management | Moz Local | 20% | 17% | 48 | accepted challenger | | local-listings-management | Synup | 10% | 5% | 37 | accepted challenger | | local-listings-management | Yext | 10% | 39% | 62 | criticized challenger | | local-listings-management | Semrush Local | 4% | 13% | 31 | accepted challenger | | local-listings-management | Whitespark | 4% | 17% | 18 | accepted challenger | | local-listings-management | Uberall | 2% | 11% | 36 | accepted challenger | | local-listings-management | Birdeye | 2% | 12% | 34 | accepted challenger | | local-listings-management | SOCi | 0% | 19% | 16 | accepted challenger | | local-listings-management | Semrush Listing Management | 0% | 20% | 10 | accepted challenger | | loyalty-advocacy-and-referrals | Smile.io | 26% | 24% | 38 | accepted challenger | | loyalty-advocacy-and-referrals | Influitive AdvocateHub | 20% | 12% | 33 | accepted challenger | | loyalty-advocacy-and-referrals | Referral Rock | 13% | 0% | 26 | accepted challenger | | loyalty-advocacy-and-referrals | SlapFive | 4% | 0% | 12 | accepted challenger | | loyalty-advocacy-and-referrals | Ambassador | 4% | 13% | 15 | accepted challenger | | loyalty-advocacy-and-referrals | Referral Factory | 4% | 15% | 13 | accepted challenger | | loyalty-advocacy-and-referrals | LoyaltyLion | 2% | 23% | 22 | accepted challenger | | loyalty-advocacy-and-referrals | Friendbuy | 2% | 30% | 23 | criticized challenger | | loyalty-advocacy-and-referrals | Open Loyalty | 0% | 0% | 12 | accepted challenger | | loyalty-advocacy-and-referrals | GrowSurf | 0% | 0% | 12 | accepted challenger | | loyalty-advocacy-and-referrals | Extole | 0% | 13% | 15 | accepted challenger | | loyalty-advocacy-and-referrals | Annex Cloud | 0% | 21% | 14 | accepted challenger | | loyalty-advocacy-and-referrals | ReferralCandy | 0% | 27% | 26 | criticized challenger | | loyalty-advocacy-and-referrals | Yotpo Loyalty & Referrals | 0% | 35% | 34 | criticized challenger | | market-intelligence | Apollo.io | 17% | 5% | 20 | accepted challenger | | market-intelligence | ZoomInfo | 12% | 30% | 47 | criticized challenger | | market-intelligence | Klue | 8% | 11% | 37 | accepted challenger | | market-intelligence | Crayon | 7% | 14% | 42 | accepted challenger | | market-intelligence | Crunchbase | 3% | 12% | 17 | accepted challenger | | market-intelligence | Semrush | 3% | 22% | 27 | accepted challenger | | market-intelligence | Similarweb | 3% | 29% | 35 | criticized challenger | | market-intelligence | AlphaSense | 2% | 19% | 36 | accepted challenger | | market-intelligence | CB Insights | 2% | 21% | 19 | accepted challenger | | market-intelligence | Contify | 0% | 6% | 18 | accepted challenger | | market-intelligence | 6sense | 0% | 19% | 16 | accepted challenger | | market-intelligence | PitchBook | 0% | 50% | 10 | criticized challenger | | marketing-automation | HubSpot Marketing Hub | 63% | 15% | 73 | endorsed leader | | marketing-automation | Brevo | 21% | 8% | 24 | accepted challenger | | marketing-automation | ActiveCampaign | 6% | 7% | 58 | accepted challenger | | marketing-automation | Mailchimp | 2% | 43% | 30 | criticized challenger | | marketing-automation | Braze | 0% | 0% | 12 | accepted challenger | | marketing-automation | Omnisend | 0% | 8% | 13 | accepted challenger | | marketing-automation | Klaviyo | 0% | 12% | 33 | accepted challenger | | marketing-automation | Salesforce Marketing Cloud Account Engagement | 0% | 21% | 39 | accepted challenger | | marketing-automation | Salesforce Marketing Cloud | 0% | 27% | 15 | criticized challenger | | marketing-automation | Adobe Marketo Engage | 0% | 39% | 57 | criticized challenger | | marketing-automation | Oracle Eloqua | 0% | 44% | 18 | criticized challenger | | marketing-cms | HubSpot Content Hub | 42% | 8% | 61 | endorsed leader | | marketing-cms | WordPress | 29% | 18% | 74 | accepted challenger | | marketing-cms | Webflow | 21% | 7% | 55 | accepted challenger | | marketing-cms | Storyblok | 2% | 0% | 20 | accepted challenger | | marketing-cms | Squarespace | 2% | 39% | 18 | criticized challenger | | marketing-cms | Contentful | 0% | 14% | 44 | accepted challenger | | marketing-cms | Sanity | 0% | 16% | 32 | accepted challenger | | marketing-cms | Strapi | 0% | 27% | 11 | criticized challenger | | marketing-cms | Shopify | 0% | 29% | 14 | criticized challenger | | marketing-cms | Wix | 0% | 30% | 27 | criticized challenger | | marketing-cms | Drupal | 0% | 45% | 22 | criticized challenger | | marketing-cms | Adobe Experience Manager | 0% | 70% | 10 | criticized challenger | | marketing-resource-management | Wrike for Marketing | 24% | 14% | 49 | accepted challenger | | marketing-resource-management | ClickUp | 13% | 17% | 24 | accepted challenger | | marketing-resource-management | Teamwork.com | 9% | 0% | 22 | accepted challenger | | marketing-resource-management | monday.com Work Management | 9% | 18% | 44 | accepted challenger | | marketing-resource-management | Uptempo | 7% | 27% | 15 | criticized challenger | | marketing-resource-management | Smartsheet | 4% | 20% | 10 | accepted challenger | | marketing-resource-management | Asana | 4% | 26% | 38 | criticized challenger | | marketing-resource-management | Screendragon | 2% | 11% | 18 | accepted challenger | | marketing-resource-management | Aprimo | 2% | 45% | 38 | criticized challenger | | marketing-resource-management | Bynder | 0% | 40% | 10 | criticized challenger | | marketing-resource-management | Adobe Workfront | 0% | 54% | 24 | criticized challenger | | meeting-scheduling | Calendly | 36% | 21% | 72 | endorsed leader | | meeting-scheduling | Chili Piper | 26% | 22% | 40 | accepted challenger | | meeting-scheduling | HubSpot Meetings | 17% | 6% | 48 | accepted challenger | | meeting-scheduling | RevenueHero | 3% | 0% | 16 | accepted challenger | | meeting-scheduling | Cal.com | 3% | 0% | 29 | accepted challenger | | meeting-scheduling | OnceHub | 2% | 0% | 10 | accepted challenger | | meeting-scheduling | Google Calendar Appointment Scheduling | 2% | 29% | 14 | criticized challenger | | meeting-scheduling | SavvyCal | 0% | 0% | 14 | accepted challenger | | meeting-scheduling | Acuity Scheduling | 0% | 5% | 20 | accepted challenger | | meeting-scheduling | Microsoft Bookings | 0% | 6% | 18 | accepted challenger | | meeting-scheduling | Zoho Bookings | 0% | 9% | 11 | accepted challenger | | meeting-scheduling | Doodle | 0% | 44% | 16 | criticized challenger | | mobile-apps | Customer.io | 17% | 0% | 17 | accepted challenger | | mobile-apps | CleverTap | 14% | 7% | 29 | accepted challenger | | mobile-apps | Braze | 9% | 37% | 43 | criticized challenger | | mobile-apps | OneSignal | 7% | 0% | 31 | accepted challenger | | mobile-apps | Google App Campaigns | 7% | 5% | 19 | accepted challenger | | mobile-apps | Apple Search Ads | 5% | 0% | 12 | accepted challenger | | mobile-apps | Iterable | 5% | 7% | 14 | accepted challenger | | mobile-apps | Meta Advantage+ App Campaigns | 5% | 25% | 20 | criticized challenger | | mobile-apps | MoEngage | 3% | 5% | 20 | accepted challenger | | mobile-apps | Adjust | 2% | 3% | 32 | accepted challenger | | mobile-apps | AppsFlyer | 2% | 12% | 43 | accepted challenger | | mobile-apps | Branch | 0% | 0% | 30 | accepted challenger | | mobile-apps | Singular | 0% | 0% | 15 | accepted challenger | | mobile-apps | Kochava | 0% | 9% | 11 | accepted challenger | | mobile-apps | Sensor Tower | 0% | 10% | 10 | accepted challenger | | mobile-apps | TikTok Ads | 0% | 21% | 14 | accepted challenger | | mobile-apps | Airship | 0% | 31% | 13 | criticized challenger | | mobile-apps | AppLovin | 0% | 40% | 10 | criticized challenger | | mobile-marketing-and-push | OneSignal | 45% | 5% | 62 | endorsed leader | | mobile-marketing-and-push | Customer.io | 19% | 0% | 23 | accepted challenger | | mobile-marketing-and-push | Braze | 9% | 26% | 47 | criticized challenger | | mobile-marketing-and-push | Pushwoosh | 6% | 7% | 14 | accepted challenger | | mobile-marketing-and-push | Omnisend | 4% | 8% | 12 | accepted challenger | | mobile-marketing-and-push | SendPulse | 2% | 8% | 13 | accepted challenger | | mobile-marketing-and-push | Klaviyo | 2% | 21% | 28 | accepted challenger | | mobile-marketing-and-push | Airship | 2% | 24% | 29 | accepted challenger | | mobile-marketing-and-push | Twilio Programmable Messaging | 2% | 25% | 28 | criticized challenger | | mobile-marketing-and-push | CleverTap | 0% | 0% | 11 | accepted challenger | | mobile-marketing-and-push | Iterable | 0% | 17% | 24 | accepted challenger | | mobile-marketing-and-push | SimpleTexting | 0% | 20% | 10 | accepted challenger | | mobile-marketing-and-push | Attentive | 0% | 24% | 25 | accepted challenger | | mobile-marketing-and-push | Postscript | 0% | 27% | 11 | criticized challenger | | native-and-content-advertising | StackAdapt | 41% | 0% | 41 | endorsed leader | | native-and-content-advertising | Revcontent | 20% | 25% | 40 | criticized challenger | | native-and-content-advertising | MGID | 12% | 30% | 46 | criticized challenger | | native-and-content-advertising | LinkedIn Sponsored Content | 10% | 0% | 19 | accepted challenger | | native-and-content-advertising | Teads | 4% | 22% | 74 | accepted challenger | | native-and-content-advertising | Taboola | 4% | 33% | 61 | criticized challenger | | native-and-content-advertising | Sharethrough | 2% | 0% | 15 | accepted challenger | | native-and-content-advertising | TripleLift | 0% | 0% | 13 | accepted challenger | | native-and-content-advertising | Nativo | 0% | 10% | 21 | accepted challenger | | order-management-systems | Zoho Inventory | 25% | 0% | 18 | accepted challenger | | order-management-systems | Kibo Order Management | 11% | 0% | 14 | accepted challenger | | order-management-systems | NetSuite Order Management | 11% | 5% | 19 | accepted challenger | | order-management-systems | Oracle NetSuite | 9% | 20% | 10 | accepted challenger | | order-management-systems | Brightpearl | 5% | 0% | 31 | accepted challenger | | order-management-systems | Kibo Commerce | 5% | 0% | 10 | accepted challenger | | order-management-systems | Cin7 Omni | 5% | 0% | 12 | accepted challenger | | order-management-systems | IBM Sterling Order Management | 0% | 9% | 11 | accepted challenger | | order-management-systems | Salesforce Order Management | 0% | 30% | 20 | criticized challenger | | partner-relationship-management | PartnerPortal.io | 22% | 6% | 16 | accepted challenger | | partner-relationship-management | Channeltivity | 16% | 14% | 35 | accepted challenger | | partner-relationship-management | Channelscaler | 16% | 18% | 38 | accepted challenger | | partner-relationship-management | Impartner PRM | 12% | 32% | 57 | criticized challenger | | partner-relationship-management | PartnerStack | 6% | 26% | 43 | criticized challenger | | partner-relationship-management | Kiflo PRM | 4% | 4% | 26 | accepted challenger | | partner-relationship-management | ZINFI Unified Partner Management | 4% | 15% | 34 | accepted challenger | | partner-relationship-management | Unifyr | 2% | 7% | 14 | accepted challenger | | partner-relationship-management | Salesforce PRM | 2% | 37% | 43 | criticized challenger | | partner-relationship-management | Introw | 0% | 0% | 10 | accepted challenger | | partner-relationship-management | impact.com | 0% | 47% | 17 | criticized challenger | | pr-and-media-monitoring | Muck Rack | 30% | 14% | 50 | endorsed leader | | pr-and-media-monitoring | Semrush AI PR Toolkit | 14% | 2% | 45 | accepted challenger | | pr-and-media-monitoring | Brand24 | 11% | 5% | 40 | accepted challenger | | pr-and-media-monitoring | Agility PR Solutions | 11% | 12% | 25 | accepted challenger | | pr-and-media-monitoring | Mention | 11% | 12% | 33 | accepted challenger | | pr-and-media-monitoring | Awario | 9% | 8% | 12 | accepted challenger | | pr-and-media-monitoring | Meltwater | 9% | 30% | 67 | criticized challenger | | pr-and-media-monitoring | Google Alerts | 4% | 17% | 18 | accepted challenger | | pr-and-media-monitoring | Prezly | 0% | 0% | 11 | accepted challenger | | pr-and-media-monitoring | Talkwalker | 0% | 5% | 21 | accepted challenger | | pr-and-media-monitoring | Onclusive | 0% | 10% | 10 | accepted challenger | | pr-and-media-monitoring | Brandwatch | 0% | 17% | 23 | accepted challenger | | pr-and-media-monitoring | CisionOne | 0% | 44% | 57 | criticized challenger | | pricing-optimization | Pricefx | 53% | 4% | 50 | endorsed leader | | pricing-optimization | Prisync | 19% | 9% | 32 | accepted challenger | | pricing-optimization | Price2Spy | 7% | 12% | 17 | accepted challenger | | pricing-optimization | Zilliant | 5% | 7% | 42 | accepted challenger | | pricing-optimization | Competera | 0% | 16% | 25 | accepted challenger | | pricing-optimization | PROS Smart Price Optimization & Management | 0% | 19% | 43 | accepted challenger | | pricing-optimization | Vendavo | 0% | 23% | 43 | accepted challenger | | print | Postalytics | 44% | 9% | 56 | endorsed leader | | print | Lob | 8% | 23% | 57 | accepted challenger | | print | Postie | 6% | 7% | 14 | accepted challenger | | print | Click2Mail | 6% | 12% | 16 | accepted challenger | | print | Sendoso | 6% | 28% | 36 | criticized challenger | | print | Thanks.io | 4% | 0% | 11 | accepted challenger | | print | Postal | 2% | 20% | 15 | accepted challenger | | print | Reachdesk | 2% | 24% | 25 | accepted challenger | | print | PostGrid | 2% | 32% | 38 | criticized challenger | | print | PFL | 0% | 21% | 14 | accepted challenger | | product-analytics | Amplitude Analytics | 34% | 19% | 74 | endorsed leader | | product-analytics | Mixpanel | 24% | 14% | 70 | accepted challenger | | product-analytics | PostHog | 22% | 5% | 56 | accepted challenger | | product-analytics | Pendo | 10% | 13% | 46 | accepted challenger | | product-analytics | Heap | 3% | 24% | 51 | accepted challenger | | product-analytics | Google Analytics 4 | 2% | 73% | 22 | criticized challenger | | product-analytics | Fullstory | 0% | 32% | 19 | criticized challenger | | product-information-management | Plytix | 34% | 4% | 48 | endorsed leader | | product-information-management | Akeneo PIM | 25% | 17% | 54 | accepted challenger | | product-information-management | Sales Layer | 23% | 9% | 32 | accepted challenger | | product-information-management | Pimcore | 2% | 14% | 43 | accepted challenger | | product-information-management | Inriver PIM | 2% | 18% | 38 | accepted challenger | | product-information-management | Catsy | 0% | 0% | 10 | accepted challenger | | product-information-management | Stibo Systems STEP | 0% | 0% | 12 | accepted challenger | | product-information-management | Syndigo | 0% | 6% | 17 | accepted challenger | | product-information-management | Salsify | 0% | 16% | 25 | accepted challenger | | product-information-management | Pimberly | 0% | 30% | 20 | criticized challenger | | programmatic-and-display-advertising | StackAdapt | 48% | 10% | 60 | endorsed leader | | programmatic-and-display-advertising | The Trade Desk | 10% | 41% | 59 | criticized challenger | | programmatic-and-display-advertising | Choozle | 5% | 0% | 11 | accepted challenger | | programmatic-and-display-advertising | Demandbase | 3% | 4% | 28 | accepted challenger | | programmatic-and-display-advertising | Amazon DSP | 3% | 28% | 32 | criticized challenger | | programmatic-and-display-advertising | Meta Ads | 3% | 40% | 10 | criticized challenger | | programmatic-and-display-advertising | Basis | 2% | 0% | 16 | accepted challenger | | programmatic-and-display-advertising | Google Display & Video 360 | 2% | 38% | 32 | criticized challenger | | programmatic-and-display-advertising | MediaMath | 2% | 45% | 11 | criticized challenger | | programmatic-and-display-advertising | 6sense | 0% | 0% | 11 | accepted challenger | | programmatic-and-display-advertising | LinkedIn Campaign Manager | 0% | 7% | 14 | accepted challenger | | programmatic-and-display-advertising | PubMatic | 0% | 9% | 11 | accepted challenger | | programmatic-and-display-advertising | DV360 | 0% | 47% | 15 | criticized challenger | | proposal-software | PandaDoc | 65% | 11% | 72 | endorsed leader | | proposal-software | Better Proposals | 10% | 14% | 35 | accepted challenger | | proposal-software | DealHub | 8% | 0% | 15 | accepted challenger | | proposal-software | Prospero | 6% | 0% | 14 | accepted challenger | | proposal-software | Responsive | 0% | 5% | 19 | accepted challenger | | proposal-software | Qwilr | 0% | 6% | 47 | accepted challenger | | proposal-software | GetAccept | 0% | 7% | 14 | accepted challenger | | proposal-software | Loopio | 0% | 14% | 21 | accepted challenger | | proposal-software | Proposify | 0% | 15% | 59 | accepted challenger | | referral-and-partner-programs | PartnerStack | 22% | 0% | 30 | accepted challenger | | referral-and-partner-programs | Smile.io | 13% | 0% | 10 | accepted challenger | | referral-and-partner-programs | Referral Rock | 13% | 17% | 36 | accepted challenger | | referral-and-partner-programs | Cello | 6% | 0% | 13 | accepted challenger | | referral-and-partner-programs | GrowSurf | 6% | 17% | 23 | accepted challenger | | referral-and-partner-programs | ReferralCandy | 6% | 31% | 39 | criticized challenger | | referral-and-partner-programs | Ambassador | 4% | 6% | 16 | accepted challenger | | referral-and-partner-programs | Friendbuy | 4% | 9% | 23 | accepted challenger | | referral-and-partner-programs | Referral Factory | 4% | 12% | 17 | accepted challenger | | referral-and-partner-programs | Yotpo Loyalty & Referrals | 2% | 9% | 11 | accepted challenger | | referral-and-partner-programs | FirstPromoter | 2% | 9% | 11 | accepted challenger | | referral-and-partner-programs | Talkable | 2% | 17% | 12 | accepted challenger | | referral-and-partner-programs | Extole | 0% | 8% | 13 | accepted challenger | | referral-and-partner-programs | impact.com | 0% | 14% | 14 | accepted challenger | | referral-and-partner-programs | Viral Loops | 0% | 40% | 20 | criticized challenger | | retail-media-platforms | Amazon Ads | 33% | 2% | 43 | endorsed leader | | retail-media-platforms | Walmart Connect | 16% | 18% | 56 | accepted challenger | | retail-media-platforms | Pacvue | 7% | 0% | 17 | accepted challenger | | retail-media-platforms | Skai | 5% | 10% | 10 | accepted challenger | | retail-media-platforms | Criteo | 2% | 13% | 15 | accepted challenger | | retail-media-platforms | Instacart Ads | 2% | 14% | 29 | accepted challenger | | retail-media-platforms | Kroger Precision Marketing | 0% | 19% | 16 | accepted challenger | | retail-media-platforms | Target Roundel | 0% | 31% | 29 | criticized challenger | | retail-media-platforms | Amazon | 0% | 33% | 12 | criticized challenger | | retail-proximity-and-iot-marketing | Foursquare Proximity | 15% | 7% | 29 | accepted challenger | | retail-proximity-and-iot-marketing | Radar | 13% | 0% | 29 | accepted challenger | | retail-proximity-and-iot-marketing | Kontakt.io | 7% | 12% | 16 | accepted challenger | | retail-proximity-and-iot-marketing | Gimbal | 4% | 6% | 16 | accepted challenger | | retail-proximity-and-iot-marketing | Braze | 4% | 22% | 18 | accepted challenger | | retail-proximity-and-iot-marketing | InMarket | 4% | 27% | 11 | criticized challenger | | retail-proximity-and-iot-marketing | GroundTruth | 2% | 9% | 11 | accepted challenger | | retail-proximity-and-iot-marketing | PlotProjects | 2% | 10% | 10 | accepted challenger | | retail-proximity-and-iot-marketing | CleverTap | 0% | 12% | 16 | accepted challenger | | retail-proximity-and-iot-marketing | Airship | 0% | 15% | 13 | accepted challenger | | retail-proximity-and-iot-marketing | Estimote | 0% | 20% | 15 | accepted challenger | | revenue-intelligence-and-forecasting | Clari Copilot | 28% | 40% | 65 | criticized challenger | | revenue-intelligence-and-forecasting | HubSpot Sales Hub | 12% | 10% | 39 | accepted challenger | | revenue-intelligence-and-forecasting | Gong | 12% | 35% | 63 | criticized challenger | | revenue-intelligence-and-forecasting | Avoma | 10% | 0% | 25 | accepted challenger | | revenue-intelligence-and-forecasting | Revenue Grid | 4% | 0% | 15 | accepted challenger | | revenue-intelligence-and-forecasting | Pipedrive | 4% | 0% | 14 | accepted challenger | | revenue-intelligence-and-forecasting | BoostUp | 2% | 0% | 10 | accepted challenger | | revenue-intelligence-and-forecasting | Salesforce Revenue Intelligence | 2% | 29% | 21 | criticized challenger | | revenue-intelligence-and-forecasting | People.ai | 0% | 12% | 16 | accepted challenger | | revenue-intelligence-and-forecasting | Aviso | 0% | 13% | 15 | accepted challenger | | revenue-intelligence-and-forecasting | Revenue.io | 0% | 15% | 13 | accepted challenger | | revenue-intelligence-and-forecasting | Outreach | 0% | 20% | 15 | accepted challenger | | revenue-intelligence-and-forecasting | Salesloft | 0% | 21% | 19 | accepted challenger | | revenue-intelligence-and-forecasting | Chorus by ZoomInfo | 0% | 40% | 15 | criticized challenger | | review-and-reputation-management | Birdeye | 18% | 18% | 49 | accepted challenger | | review-and-reputation-management | ReviewTrackers | 12% | 0% | 25 | accepted challenger | | review-and-reputation-management | BrightLocal | 2% | 0% | 14 | accepted challenger | | review-and-reputation-management | Grade.us | 2% | 8% | 12 | accepted challenger | | review-and-reputation-management | Podium | 2% | 21% | 38 | accepted challenger | | review-and-reputation-management | Reputation | 2% | 25% | 28 | criticized challenger | | review-and-reputation-management | SOCi | 0% | 17% | 12 | accepted challenger | | review-and-reputation-management | Yext | 0% | 18% | 17 | accepted challenger | | review-and-reputation-management | Trustpilot | 0% | 21% | 14 | accepted challenger | | rfp-response-software | Loopio | 25% | 16% | 56 | accepted challenger | | rfp-response-software | PandaDoc | 16% | 31% | 35 | criticized challenger | | rfp-response-software | Responsive | 14% | 20% | 46 | accepted challenger | | rfp-response-software | DeepRFP | 7% | 0% | 10 | accepted challenger | | rfp-response-software | Proposify | 5% | 28% | 32 | criticized challenger | | rfp-response-software | 1up | 2% | 0% | 11 | accepted challenger | | rfp-response-software | AutoRFP.ai | 2% | 5% | 21 | accepted challenger | | rfp-response-software | Qwilr | 2% | 8% | 13 | accepted challenger | | rfp-response-software | Inventive AI | 0% | 0% | 11 | accepted challenger | | rfp-response-software | Upland Qvidian | 0% | 21% | 33 | accepted challenger | | sales-coaching-and-training | MindTickle | 24% | 18% | 51 | accepted challenger | | sales-coaching-and-training | SalesHood | 20% | 4% | 25 | accepted challenger | | sales-coaching-and-training | Showpad Coach | 7% | 16% | 19 | accepted challenger | | sales-coaching-and-training | Gong | 6% | 30% | 40 | criticized challenger | | sales-coaching-and-training | Avoma | 4% | 8% | 12 | accepted challenger | | sales-coaching-and-training | Spekit | 2% | 0% | 10 | accepted challenger | | sales-coaching-and-training | Highspot | 2% | 32% | 38 | criticized challenger | | sales-coaching-and-training | Second Nature | 0% | 0% | 15 | accepted challenger | | sales-coaching-and-training | Hyperbound | 0% | 0% | 13 | accepted challenger | | sales-coaching-and-training | Allego | 0% | 16% | 25 | accepted challenger | | sales-coaching-and-training | Chorus by ZoomInfo | 0% | 20% | 20 | accepted challenger | | sales-coaching-and-training | Seismic Enablement Cloud | 0% | 35% | 23 | criticized challenger | | sales-commissions-and-incentive-compensation | CaptivateIQ | 25% | 18% | 57 | accepted challenger | | sales-commissions-and-incentive-compensation | Everstage | 16% | 5% | 42 | accepted challenger | | sales-commissions-and-incentive-compensation | QuotaPath | 15% | 10% | 48 | accepted challenger | | sales-commissions-and-incentive-compensation | Commissionly | 10% | 17% | 12 | accepted challenger | | sales-commissions-and-incentive-compensation | Qobra | 7% | 0% | 24 | accepted challenger | | sales-commissions-and-incentive-compensation | Visdum | 7% | 0% | 14 | accepted challenger | | sales-commissions-and-incentive-compensation | Xactly Incent | 3% | 48% | 46 | criticized challenger | | sales-commissions-and-incentive-compensation | Performio | 2% | 15% | 27 | accepted challenger | | sales-commissions-and-incentive-compensation | Varicent | 2% | 46% | 26 | criticized challenger | | sales-commissions-and-incentive-compensation | Salesforce Spiff | 0% | 26% | 46 | criticized challenger | | sales-dialers-and-calling | CloudTalk | 22% | 3% | 32 | accepted challenger | | sales-dialers-and-calling | JustCall | 12% | 2% | 43 | accepted challenger | | sales-dialers-and-calling | Kixie PowerCall | 10% | 12% | 33 | accepted challenger | | sales-dialers-and-calling | Orum | 8% | 23% | 30 | accepted challenger | | sales-dialers-and-calling | Aloware | 6% | 0% | 13 | accepted challenger | | sales-dialers-and-calling | Nooks | 4% | 14% | 22 | accepted challenger | | sales-dialers-and-calling | PhoneBurner | 4% | 19% | 27 | accepted challenger | | sales-dialers-and-calling | Dialpad | 2% | 5% | 21 | accepted challenger | | sales-dialers-and-calling | Outreach Voice | 2% | 20% | 10 | accepted challenger | | sales-dialers-and-calling | Salesloft Dialer | 2% | 33% | 15 | criticized challenger | | sales-dialers-and-calling | Five9 | 0% | 10% | 10 | accepted challenger | | sales-dialers-and-calling | Aircall | 0% | 17% | 35 | accepted challenger | | sales-dialers-and-calling | RingCentral Events | 0% | 27% | 11 | criticized challenger | | sales-enablement-and-content | HubSpot Sales Hub | 29% | 11% | 35 | accepted challenger | | sales-enablement-and-content | Highspot | 18% | 35% | 62 | criticized challenger | | sales-enablement-and-content | Dock | 16% | 0% | 24 | accepted challenger | | sales-enablement-and-content | Paperflite | 10% | 0% | 10 | accepted challenger | | sales-enablement-and-content | Showpad | 6% | 19% | 43 | accepted challenger | | sales-enablement-and-content | SalesHood | 2% | 0% | 11 | accepted challenger | | sales-enablement-and-content | MindTickle | 2% | 6% | 32 | accepted challenger | | sales-enablement-and-content | Seismic | 2% | 39% | 54 | criticized challenger | | sales-enablement-and-content | Spekit | 0% | 0% | 18 | accepted challenger | | sales-enablement-and-content | Allego | 0% | 0% | 13 | accepted challenger | | sales-enablement-and-content | Mediafly | 0% | 10% | 10 | accepted challenger | | sales-enablement-and-content | Gong Enable | 0% | 13% | 15 | accepted challenger | | sales-enablement-and-content | Bigtincan | 0% | 19% | 16 | accepted challenger | | sales-engagement | Apollo.io | 35% | 14% | 66 | endorsed leader | | sales-engagement | Salesloft | 25% | 27% | 64 | criticized challenger | | sales-engagement | HubSpot Sales Hub | 20% | 4% | 57 | accepted challenger | | sales-engagement | Outreach | 9% | 35% | 62 | criticized challenger | | sales-engagement | Instantly | 2% | 8% | 12 | accepted challenger | | sales-engagement | Klenty | 0% | 0% | 14 | accepted challenger | | sales-engagement | ZoomInfo Engage | 0% | 0% | 10 | accepted challenger | | sales-engagement | Groove | 0% | 0% | 11 | accepted challenger | | sales-engagement | Reply.io | 0% | 12% | 17 | accepted challenger | | sales-engagement | Lemlist | 0% | 33% | 12 | criticized challenger | | sales-engagement | Salesforce Sales Engagement | 0% | 42% | 12 | criticized challenger | | sales-gamification | Spinify | 31% | 25% | 71 | criticized default | | sales-gamification | Ambition | 19% | 22% | 59 | accepted challenger | | sales-gamification | SalesScreen | 15% | 16% | 56 | accepted challenger | | sales-gamification | Pointagram | 10% | 7% | 14 | accepted challenger | | sales-gamification | OneUp Sales | 2% | 0% | 12 | accepted challenger | | sales-gamification | SmartWinnr | 0% | 10% | 20 | accepted challenger | | sales-gamification | Plecto | 0% | 13% | 23 | accepted challenger | | sales-gamification | LevelEleven | 0% | 16% | 25 | accepted challenger | | sales-gamification | Hoopla | 0% | 32% | 19 | criticized challenger | | sales-intelligence-and-contact-data | Apollo.io | 73% | 16% | 68 | endorsed leader | | sales-intelligence-and-contact-data | ZoomInfo | 12% | 36% | 69 | criticized challenger | | sales-intelligence-and-contact-data | UpLead | 4% | 0% | 25 | accepted challenger | | sales-intelligence-and-contact-data | Lusha | 4% | 13% | 52 | accepted challenger | | sales-intelligence-and-contact-data | Cognism | 2% | 13% | 52 | accepted challenger | | sales-intelligence-and-contact-data | Clay | 0% | 0% | 14 | accepted challenger | | sales-intelligence-and-contact-data | LinkedIn Sales Navigator | 0% | 10% | 20 | accepted challenger | | sales-intelligence-and-contact-data | HubSpot Breeze Intelligence | 0% | 18% | 11 | accepted challenger | | sales-intelligence-and-contact-data | Seamless.AI | 0% | 47% | 15 | criticized challenger | | search-and-social-advertising-platforms | Adzooma | 13% | 0% | 18 | accepted challenger | | search-and-social-advertising-platforms | Google Ads | 13% | 10% | 30 | accepted challenger | | search-and-social-advertising-platforms | Optmyzr | 12% | 19% | 43 | accepted challenger | | search-and-social-advertising-platforms | Skai | 7% | 19% | 31 | accepted challenger | | search-and-social-advertising-platforms | Meta Ads | 5% | 15% | 20 | accepted challenger | | search-and-social-advertising-platforms | Marin Software | 3% | 26% | 31 | criticized challenger | | search-and-social-advertising-platforms | LinkedIn Campaign Manager | 2% | 0% | 12 | accepted challenger | | search-and-social-advertising-platforms | AdRoll | 2% | 9% | 11 | accepted challenger | | search-and-social-advertising-platforms | Madgicx | 2% | 12% | 17 | accepted challenger | | search-and-social-advertising-platforms | Microsoft Advertising | 2% | 13% | 15 | accepted challenger | | search-and-social-advertising-platforms | Smartly | 2% | 15% | 20 | accepted challenger | | search-and-social-advertising-platforms | AdEspresso | 2% | 29% | 17 | criticized challenger | | search-and-social-advertising-platforms | HubSpot Ads | 0% | 0% | 10 | accepted challenger | | search-and-social-advertising-platforms | WordStream Advisor | 0% | 25% | 16 | criticized challenger | | seo-content-optimization | Semrush | 21% | 21% | 58 | accepted challenger | | seo-content-optimization | Surfer SEO | 17% | 17% | 58 | accepted challenger | | seo-content-optimization | Clearscope | 14% | 17% | 48 | accepted challenger | | seo-content-optimization | SE Ranking | 10% | 4% | 24 | accepted challenger | | seo-content-optimization | NeuronWriter | 7% | 0% | 10 | accepted challenger | | seo-content-optimization | Ubersuggest | 7% | 30% | 10 | criticized challenger | | seo-content-optimization | Conductor | 3% | 7% | 15 | accepted challenger | | seo-content-optimization | MarketMuse | 3% | 7% | 29 | accepted challenger | | seo-content-optimization | Frase | 3% | 12% | 32 | accepted challenger | | seo-content-optimization | Ahrefs | 3% | 17% | 42 | accepted challenger | | seo-content-optimization | Google Search Console | 0% | 6% | 17 | accepted challenger | | seo-content-optimization | Moz | 0% | 17% | 12 | accepted challenger | | session-replay-and-heatmaps | Microsoft Clarity | 33% | 20% | 59 | endorsed leader | | session-replay-and-heatmaps | Hotjar | 16% | 23% | 62 | accepted challenger | | session-replay-and-heatmaps | Fullstory | 9% | 42% | 53 | criticized challenger | | session-replay-and-heatmaps | PostHog | 7% | 5% | 37 | accepted challenger | | session-replay-and-heatmaps | Mouseflow | 5% | 20% | 41 | accepted challenger | | session-replay-and-heatmaps | Contentsquare | 3% | 14% | 21 | accepted challenger | | session-replay-and-heatmaps | LogRocket | 3% | 26% | 42 | criticized challenger | | session-replay-and-heatmaps | Smartlook | 2% | 29% | 17 | criticized challenger | | session-replay-and-heatmaps | OpenReplay | 0% | 0% | 11 | accepted challenger | | session-replay-and-heatmaps | Amplitude | 0% | 8% | 12 | accepted challenger | | sms-and-whatsapp-marketing | Customer.io | 17% | 0% | 13 | accepted challenger | | sms-and-whatsapp-marketing | Salesmsg | 13% | 0% | 22 | accepted challenger | | sms-and-whatsapp-marketing | Brevo | 10% | 0% | 18 | accepted challenger | | sms-and-whatsapp-marketing | Textedly | 10% | 7% | 14 | accepted challenger | | sms-and-whatsapp-marketing | Twilio | 6% | 5% | 39 | accepted challenger | | sms-and-whatsapp-marketing | EZ Texting | 6% | 5% | 19 | accepted challenger | | sms-and-whatsapp-marketing | SimpleTexting | 4% | 0% | 27 | accepted challenger | | sms-and-whatsapp-marketing | SlickText | 4% | 4% | 26 | accepted challenger | | sms-and-whatsapp-marketing | WATI | 4% | 5% | 22 | accepted challenger | | sms-and-whatsapp-marketing | TextMagic | 4% | 14% | 14 | accepted challenger | | sms-and-whatsapp-marketing | Sinch | 2% | 0% | 12 | accepted challenger | | sms-and-whatsapp-marketing | Bird | 2% | 6% | 16 | accepted challenger | | sms-and-whatsapp-marketing | Respond.io | 2% | 7% | 14 | accepted challenger | | sms-and-whatsapp-marketing | Omnisend | 0% | 0% | 11 | accepted challenger | | sms-and-whatsapp-marketing | Attentive | 0% | 11% | 19 | accepted challenger | | sms-and-whatsapp-marketing | Klaviyo SMS | 0% | 16% | 25 | accepted challenger | | sms-and-whatsapp-marketing | Postscript | 0% | 25% | 12 | criticized challenger | | social-media-management | Sprout Social | 30% | 16% | 61 | endorsed leader | | social-media-management | Oktopost | 24% | 0% | 21 | accepted challenger | | social-media-management | Buffer | 24% | 21% | 48 | accepted challenger | | social-media-management | Metricool | 8% | 6% | 18 | accepted challenger | | social-media-management | Agorapulse | 6% | 5% | 39 | accepted challenger | | social-media-management | Hootsuite | 6% | 28% | 64 | criticized challenger | | social-media-management | Zoho Social | 2% | 5% | 20 | accepted challenger | | social-media-management | Sendible | 0% | 0% | 10 | accepted challenger | | social-media-management | SocialPilot | 0% | 9% | 23 | accepted challenger | | social-media-management | Sprinklr Social | 0% | 18% | 17 | accepted challenger | | social-media-management | Later | 0% | 19% | 26 | accepted challenger | | tag-management | Google Tag Manager | 81% | 19% | 85 | endorsed leader | | tag-management | Tealium iQ Tag Management | 11% | 25% | 57 | accepted challenger | | tag-management | Segment | 2% | 12% | 16 | accepted challenger | | tag-management | Piwik PRO Tag Manager | 0% | 0% | 29 | accepted challenger | | tag-management | Matomo Tag Manager | 0% | 0% | 25 | accepted challenger | | tag-management | Adobe Experience Platform Tags | 0% | 18% | 50 | accepted challenger | | tag-management | Ensighten | 0% | 50% | 10 | criticized challenger | | territory-and-quota-planning | CaptivateIQ Planning | 36% | 7% | 41 | endorsed leader | | territory-and-quota-planning | Everstage | 6% | 0% | 12 | accepted challenger | | territory-and-quota-planning | Maptive | 6% | 18% | 11 | accepted challenger | | territory-and-quota-planning | QuotaPath | 4% | 0% | 12 | accepted challenger | | territory-and-quota-planning | Fullcast | 4% | 8% | 24 | accepted challenger | | territory-and-quota-planning | Xactly | 4% | 41% | 32 | criticized challenger | | territory-and-quota-planning | Salesforce Sales Planning | 2% | 15% | 13 | accepted challenger | | territory-and-quota-planning | Anaplan Territory & Quota Planning | 2% | 41% | 46 | criticized challenger | | territory-and-quota-planning | eSpatial | 0% | 19% | 16 | accepted challenger | | territory-and-quota-planning | Salesforce Maps | 0% | 37% | 27 | criticized challenger | | territory-and-quota-planning | Varicent Territory and Quota Planning | 0% | 40% | 25 | criticized challenger | | value-selling-tools | Minoa | 21% | 0% | 27 | accepted challenger | | value-selling-tools | The ROI Shop | 13% | 0% | 18 | accepted challenger | | value-selling-tools | ValueCore | 12% | 4% | 26 | accepted challenger | | value-selling-tools | HubSpot Sales Hub | 12% | 6% | 17 | accepted challenger | | value-selling-tools | Symbe | 8% | 11% | 18 | accepted challenger | | value-selling-tools | LeveragePoint | 4% | 8% | 12 | accepted challenger | | value-selling-tools | Cuvama | 0% | 7% | 27 | accepted challenger | | value-selling-tools | Mediafly Value | 0% | 23% | 13 | accepted challenger | | value-selling-tools | Ecosystems | 0% | 24% | 17 | accepted challenger | | value-selling-tools | Mediafly | 0% | 36% | 22 | criticized challenger | | video-advertising | StackAdapt | 32% | 0% | 36 | endorsed leader | | video-advertising | YouTube Ads | 15% | 15% | 46 | accepted challenger | | video-advertising | LinkedIn Video Ads | 11% | 17% | 18 | accepted challenger | | video-advertising | Meta Ads | 11% | 21% | 42 | accepted challenger | | video-advertising | Vibe.co | 8% | 0% | 17 | accepted challenger | | video-advertising | MNTN | 2% | 0% | 15 | accepted challenger | | video-advertising | Google Display & Video 360 | 2% | 10% | 10 | accepted challenger | | video-advertising | TikTok Ads | 2% | 35% | 34 | criticized challenger | | video-advertising | Roku Ads | 0% | 8% | 12 | accepted challenger | | video-advertising | Amazon DSP | 0% | 8% | 12 | accepted challenger | | video-advertising | Hulu | 0% | 9% | 11 | accepted challenger | | video-advertising | Demandbase | 0% | 20% | 10 | accepted challenger | | video-advertising | The Trade Desk | 0% | 27% | 22 | criticized challenger | | video-marketing-and-hosting | Wistia | 51% | 8% | 74 | endorsed leader | | video-marketing-and-hosting | YouTube | 17% | 39% | 49 | criticized challenger | | video-marketing-and-hosting | Vidyard | 15% | 0% | 50 | accepted challenger | | video-marketing-and-hosting | Vimeo | 7% | 25% | 72 | criticized challenger | | video-marketing-and-hosting | SproutVideo | 2% | 6% | 17 | accepted challenger | | video-marketing-and-hosting | Gumlet | 0% | 0% | 16 | accepted challenger | | video-marketing-and-hosting | Brightcove | 0% | 32% | 28 | criticized challenger | | web-analytics | Google Analytics 4 | 57% | 25% | 80 | criticized default | | web-analytics | Amplitude | 8% | 6% | 35 | accepted challenger | | web-analytics | Dealfront | 7% | 0% | 12 | accepted challenger | | web-analytics | Mixpanel | 7% | 5% | 38 | accepted challenger | | web-analytics | HubSpot Marketing Hub | 3% | 10% | 10 | accepted challenger | | web-analytics | Microsoft Clarity | 3% | 11% | 19 | accepted challenger | | web-analytics | Piwik PRO | 2% | 0% | 11 | accepted challenger | | web-analytics | Matomo | 2% | 4% | 54 | accepted challenger | | web-analytics | PostHog | 2% | 6% | 18 | accepted challenger | | web-analytics | Plausible Analytics | 0% | 7% | 41 | accepted challenger | | web-analytics | Fathom | 0% | 11% | 19 | accepted challenger | | web-analytics | Heap | 0% | 12% | 16 | accepted challenger | | web-analytics | Hotjar | 0% | 27% | 15 | criticized challenger | | web-analytics | Adobe Analytics | 0% | 41% | 27 | criticized challenger | | webinar-virtual-events | Livestorm | 25% | 4% | 52 | accepted challenger | | webinar-virtual-events | Demio | 13% | 5% | 41 | accepted challenger | | webinar-virtual-events | Goldcast | 10% | 5% | 20 | accepted challenger | | webinar-virtual-events | Zoom Webinars | 10% | 23% | 77 | accepted challenger | | webinar-virtual-events | Zoho Webinar | 8% | 7% | 14 | accepted challenger | | webinar-virtual-events | GoTo Webinar | 8% | 26% | 43 | criticized challenger | | webinar-virtual-events | Airmeet | 3% | 11% | 18 | accepted challenger | | webinar-virtual-events | WebinarJam | 3% | 52% | 25 | criticized challenger | | webinar-virtual-events | Bizzabo | 2% | 0% | 10 | accepted challenger | | webinar-virtual-events | BigMarker | 2% | 18% | 22 | accepted challenger | | webinar-virtual-events | Microsoft Teams | 2% | 31% | 16 | criticized challenger | | webinar-virtual-events | ON24 | 2% | 35% | 37 | criticized challenger | | webinar-virtual-events | Remo Conference | 0% | 10% | 10 | accepted challenger | | webinar-virtual-events | vFairs | 0% | 12% | 17 | accepted challenger | | webinar-virtual-events | Webex Webinars | 0% | 19% | 27 | accepted challenger | | webinar-virtual-events | RingCentral Events | 0% | 28% | 29 | criticized challenger | | website-governance-and-accessibility | Siteimprove | 25% | 25% | 61 | accepted challenger | | website-governance-and-accessibility | Silktide | 23% | 4% | 50 | accepted challenger | | website-governance-and-accessibility | Acquia Web Governance | 10% | 4% | 23 | accepted challenger | | website-governance-and-accessibility | UserWay | 7% | 67% | 30 | criticized challenger | | website-governance-and-accessibility | Wave | 3% | 0% | 13 | accepted challenger | | website-governance-and-accessibility | Pope Tech | 3% | 8% | 12 | accepted challenger | | website-governance-and-accessibility | Monsido | 3% | 13% | 15 | accepted challenger | | website-governance-and-accessibility | AudioEye | 3% | 44% | 25 | criticized challenger | | website-governance-and-accessibility | DubBot | 2% | 0% | 14 | accepted challenger | | website-governance-and-accessibility | Deque axe Platform | 2% | 8% | 12 | accepted challenger | | website-governance-and-accessibility | accessiBe | 2% | 71% | 31 | criticized challenger | | website-governance-and-accessibility | axe DevTools | 0% | 0% | 13 | accepted challenger | | website-governance-and-accessibility | Level Access | 0% | 19% | 16 | accepted challenger | | workflow-automation-and-ipaas | Workato | 28% | 14% | 56 | accepted challenger | | workflow-automation-and-ipaas | Make | 21% | 11% | 55 | accepted challenger | | workflow-automation-and-ipaas | Celigo | 12% | 0% | 18 | accepted challenger | | workflow-automation-and-ipaas | Boomi | 9% | 10% | 30 | accepted challenger | | workflow-automation-and-ipaas | n8n | 9% | 21% | 48 | accepted challenger | | workflow-automation-and-ipaas | Tray.ai | 5% | 21% | 19 | accepted challenger | | workflow-automation-and-ipaas | Zapier | 5% | 35% | 66 | criticized challenger | | workflow-automation-and-ipaas | Pabbly Connect | 2% | 0% | 10 | accepted challenger | | workflow-automation-and-ipaas | Activepieces | 2% | 9% | 11 | accepted challenger | | workflow-automation-and-ipaas | Microsoft Power Automate | 0% | 15% | 40 | accepted challenger | | workflow-automation-and-ipaas | MuleSoft Anypoint Platform | 0% | 48% | 23 | criticized challenger | ## Treatment of lab-affiliated products by model Self-preference is only measurable with a control group: how the lab's own model treats its products compared with how every other model treats the same products. Anthropic have no products in the covered categories with enough labels to measure, so nothing is claimed about them. **OpenAI products** (3 products, 22 labels). Cells are positive/negative/all labels. | Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 | GPT-6 Luna | Muse Glimmer 30B | |---|---|---|---|---|---|---|---|---|---|---|---|---|---|---| | ChatGPT | 1/0/1 | | 4/2/6 | 0/1/1 | | 1/0/1 | | | 1/1/2 | 2/1/3 | 0/2/2 | 0/1/1 | | 1/2/3 | | ChatGPT/Claude | | | | | 1/0/1 | | | | | | | | | | | OpenAI Realtime / Voice agents | | 1/0/1 | | | | | | | | | | | | | Mean label weight on OpenAI products: GPT-5.4 mini, GPT-6 Luna +2.00 over 1 labels; the other 12 models -0.19 over 21 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding. **Google products** (69 products, 1038 labels). Cells are positive/negative/all labels. | Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 | GPT-6 Luna | Muse Glimmer 30B | |---|---|---|---|---|---|---|---|---|---|---|---|---|---|---| | Google Analytics 4 | 12/3/15 | 6/3/9 | 6/10/16 | 8/4/12 | 15/7/22 | 12/4/16 | 12/3/15 | 7/2/9 | 11/2/13 | 13/4/17 | 15/5/20 | 7/1/8 | 9/2/11 | 13/5/18 | | BigQuery | 3/0/3 | 8/0/8 | 7/0/7 | 5/0/5 | 8/0/8 | 6/0/6 | 7/2/9 | 2/0/2 | 6/0/6 | 8/0/8 | 7/0/7 | 7/0/7 | 6/1/7 | 8/1/9 | | Google Tag Manager | 5/1/6 | 3/2/5 | 5/1/6 | 5/0/5 | 6/3/9 | 5/1/6 | 6/1/7 | 5/1/6 | 5/2/7 | 6/1/7 | 4/1/5 | 5/1/6 | 6/1/7 | 3/1/4 | | Looker | 3/1/4 | 4/1/5 | 3/1/4 | 1/1/2 | 4/1/5 | 5/1/6 | 4/1/5 | 1/1/2 | 6/1/7 | 3/0/3 | 4/1/5 | 2/1/3 | 4/1/5 | 3/1/4 | | Google Ads | 7/0/7 | 5/0/5 | 3/1/4 | 0/1/1 | 1/1/2 | 4/0/4 | 2/1/3 | 3/0/3 | 9/0/9 | 2/0/2 | 2/1/3 | 7/0/7 | 5/1/6 | 2/0/2 | | Google Alerts | 3/0/3 | 1/0/1 | 4/1/5 | 1/0/1 | 6/1/7 | 3/0/3 | 5/0/5 | | 3/1/4 | 3/0/3 | 2/1/3 | 2/0/2 | | 6/0/6 | | Google Display & Video 360 | 1/1/2 | 2/0/2 | 3/2/5 | 1/0/1 | 5/4/9 | 3/0/3 | 2/1/3 | | 3/0/3 | 2/2/4 | 2/2/4 | 2/0/2 | 2/0/2 | 1/2/3 | | Google Forms | 2/1/3 | 2/0/2 | 4/3/7 | 1/0/1 | 3/0/3 | 1/0/1 | 5/0/5 | 1/0/1 | 2/1/3 | 2/0/2 | 3/1/4 | 3/0/3 | 1/0/1 | 2/0/2 | | Looker Studio | 3/0/3 | | 1/2/3 | 2/0/2 | 4/0/4 | 1/0/1 | 6/0/6 | 1/0/1 | 4/0/4 | 2/0/2 | 1/0/1 | 4/0/4 | 1/1/2 | 3/0/3 | | Google Meridian | 1/1/2 | 1/0/1 | 3/2/5 | | 3/0/3 | 4/0/4 | 3/0/3 | 1/0/1 | 1/0/1 | 3/0/3 | 3/0/3 | 1/0/1 | 4/1/5 | 2/0/2 | | Google Postmaster Tools | 1/0/1 | | 3/0/3 | 1/0/1 | 4/0/4 | 3/0/3 | 5/0/5 | 1/0/1 | 2/0/2 | 3/0/3 | 2/0/2 | 2/0/2 | 2/0/2 | 1/0/1 | | Google Search Console | 1/0/1 | | 2/0/2 | 0/1/1 | 4/0/4 | 2/0/2 | 3/0/3 | 1/0/1 | 1/0/1 | 2/0/2 | 2/0/2 | 1/0/1 | 5/0/5 | 4/0/4 | | Google Ads Data Hub | 2/0/2 | 1/0/1 | 4/1/5 | 1/0/1 | 1/0/1 | | 4/1/5 | | 1/0/1 | 2/0/2 | 3/1/4 | 2/0/2 | 1/1/2 | 1/1/2 | | Google Business Profile | | | 3/0/3 | | 1/0/1 | 2/0/2 | 2/0/2 | | 2/0/2 | 3/0/3 | 3/0/3 | 4/0/4 | 1/0/1 | 2/0/2 | | Google App Campaigns | 1/0/1 | | 0/1/1 | 1/0/1 | 3/0/3 | 2/0/2 | 2/0/2 | 2/0/2 | 1/0/1 | 1/0/1 | 2/0/2 | 1/0/1 | 1/0/1 | 1/0/1 | | Google Trends | 4/0/4 | | 1/0/1 | | 2/0/2 | 1/0/1 | | 1/0/1 | 3/0/3 | | 2/0/2 | | 1/0/1 | 1/0/1 | | Google Drive | | | 0/5/5 | 1/0/1 | 0/1/1 | 1/0/1 | 0/1/1 | 1/0/1 | 0/1/1 | 1/0/1 | 0/2/2 | | 1/0/1 | 0/1/1 | | Google Calendar Appointment Scheduling | 1/0/1 | 1/0/1 | 1/0/1 | 1/2/3 | 1/0/1 | | 1/0/1 | | 0/1/1 | 1/1/2 | 1/0/1 | | 2/0/2 | | | Google Optimize | | 0/1/1 | 0/2/2 | | | 1/1/2 | | | 0/1/1 | 0/1/1 | 0/1/1 | 0/2/2 | 0/1/1 | 0/1/1 | | Google Address Validation API | | 1/0/1 | 1/0/1 | 1/0/1 | | 1/0/1 | 0/1/1 | | | 2/0/2 | | 2/0/2 | 1/0/1 | | | Google Play Console | 1/0/1 | | 1/0/1 | | | | 1/0/1 | | | 1/0/1 | 3/0/3 | | 1/0/1 | 1/0/1 | | Google Ad Manager | 0/1/1 | 1/0/1 | 1/0/1 | | | | 1/0/1 | | 1/0/1 | | 1/1/2 | 1/0/1 | | 1/0/1 | | Google Meet | 2/0/2 | | 1/0/1 | 0/1/1 | 1/0/1 | 2/0/2 | 1/0/1 | | | | | | | | | Google Search Ads 360 | | 1/0/1 | 1/0/1 | 1/0/1 | | | 1/0/1 | 1/0/1 | | 0/1/1 | | | 1/0/1 | 1/0/1 | | Google Keyword Planner | 1/0/1 | | | 0/1/1 | 1/0/1 | 2/0/2 | | | 1/0/1 | | 1/0/1 | | | | | Google Marketing Platform | | | | | 1/0/1 | 2/0/2 | | | 1/1/2 | | 1/0/1 | 1/0/1 | | | | Google Video Partners | | | 0/2/2 | | 0/1/1 | | 0/1/1 | | | 0/1/1 | 0/1/1 | | | 0/1/1 | | Google Address Validation | | | | | | 1/0/1 | 2/0/2 | | | 2/0/2 | | | 1/0/1 | 1/0/1 | | Google Dialogflow CX | 0/1/1 | | | 1/0/1 | | 1/0/1 | | | | 1/0/1 | | | 0/1/1 | 1/0/1 | | Google Workspace | 1/0/1 | | | | 1/1/2 | | | | | | | 2/0/2 | | | | Google Audience Center | | | | | | | | | 1/0/1 | | | 1/0/1 | | 3/0/3 | | Google Maps Address Validation API | 0/1/1 | | 1/1/2 | | | 1/0/1 | 0/1/1 | | | | | | | | | Google Video | | | | 0/1/1 | | | | | | | | | | 3/0/3 | | Google Maps | 0/1/1 | | | | 1/1/2 | | | | | | 1/0/1 | | | | | Google Lighthouse | | | 1/0/1 | | 2/0/2 | | | | | | 1/0/1 | | | | | YouTube Live | | | 1/1/2 | | | | 1/0/1 | | | | | | | | | Google Analytics 360 | | | | | | | | 1/0/1 | | 1/0/1 | | | | 0/1/1 | | Google Display Network | | | | | | | | | 0/1/1 | 1/0/1 | | | | 0/1/1 | | Google Ads Transparency Center | | | 1/0/1 | | | | 1/0/1 | | 1/0/1 | | | | | | | Google LightweightMMM | | | 1/0/1 | | 0/1/1 | | | | | | | | | | | Google Sites | | | | | | | 0/1/1 | | | | | | | 1/0/1 | | Google Shopping | 1/0/1 | | | | | | | | | | | 1/0/1 | | | | Google AdMob | 1/0/1 | | | 1/0/1 | | | | | | | | | | | | Google Firebase Cloud Messaging | | | 1/0/1 | | 0/1/1 | | | | | | | | | | | Google Demand Gen | | | | | 1/0/1 | | 1/0/1 | | | | | | | | | Google My Maps | | | | | | | 1/0/1 | | 1/0/1 | | | | | | | Google Sheets/Excel | | | | | 1/0/1 | | 1/0/1 | | | | | | | | | Google's Address Validation API | | | | | | | | | | | | | 1/1/2 | | | Google Maps Address Validation | | | | 0/1/1 | | | | | | | 1/0/1 | | | | | Google Address Verification | | | | 0/1/1 | | 0/1/1 | | | | | | | | | | Google Maps API | | | | | | | | 1/0/1 | | | 0/1/1 | | | | | Google Market Finder | | | | | 1/0/1 | | | | | | | 1/0/1 | | | | Attribution 360 | | | | | | | | | | | 1/0/1 | | | | | Google Calendar | | | | | | | 1/0/1 | | | | | | | | | Google Nearby Notifications | | | | | | | 0/1/1 | | | | | | | | | Google Performance Max | | | | | | | | | 1/0/1 | | | | | | | Google Local Services Ads | | | 1/0/1 | | | | | | | | | | | | | Google/YouTube | | | | | | | | | | | | 0/1/1 | | | | Google TrueView | | | | | | | | | | | 0/1/1 | | | | | Google Messages | | | | | | | | | | | 0/1/1 | | | | | Google Funding Choices | | | | | 0/1/1 | | | | | | | | | | | Google Maps API Address Validation | | | | | | 1/0/1 | | | | | | | | | | Google Places API | | | | | | | | | 0/1/1 | | | | | | | Google BigQuery Data Clean Rooms | | | | | | | | | | | | 1/0/1 | | | | Google Cloud BigQuery Data Clean Rooms | | | | | | | | | | | 1/0/1 | | | | | Google ADH | | | | | | | | | 1/0/1 | | | | | | | Google Gemini | | | | | | | | | | | | | | 0/1/1 | | Google PageSpeed Insights | | | | | | | | | | | 1/0/1 | | | | | Google Sheets + Google Maps | | | | | | | 1/0/1 | | | | | | | | Mean label weight on Google products: Gemini 3.5 Flash +0.50 over 101 labels; the other 13 models +1.28 over 937 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding. ## Discontinued products recommended Positive labels on products the catalog marks discontinued. A model offering a shut-down product is a retrieval failure worth naming. - Attribution 360 (Discontinued.) labeled mention by GLM 4.7 FlashX on the comparative prompt in attribution-mmm - Google LightweightMMM (Deprecated by Google in favor of Meridian.) labeled alternative by Gemini 3.5 Flash on the negative prompt in attribution-mmm - Grouparoo (Open source reverse ETL, shut down 2023.) labeled mention by Claude Haiku 4.5 on the budget prompt in data-warehouse-reverse-etl - Grouparoo (Open source reverse ETL, shut down 2023.) labeled alternative by Llama 4 Maverick on the direct prompt in data-warehouse-reverse-etl - Grouparoo (Open source reverse ETL, shut down 2023.) labeled alternative by Mistral Small on the direct prompt in data-warehouse-reverse-etl - Grouparoo (Open source reverse ETL, shut down 2023.) labeled mention by Mistral Small on the scale prompt in data-warehouse-reverse-etl - Grouparoo (Open source reverse ETL, shut down 2023.) labeled first_choice by GLM 4.7 FlashX on the budget prompt in data-warehouse-reverse-etl - Visual IQ (Acquired by Nielsen 2017; standalone MTA discontinued.) labeled alternative by GLM 4.7 FlashX on the comparative prompt in attribution-mmm ## Normalization Unresolved, 2234 labels counted under the raw name, for human review: Twilio in sms-and-whatsapp-marketing (39), Salesforce in field-sales-tools (10), Acquia in content-marketing-platforms (5), Gartner in market-intelligence (5), Oracle in customer-intelligence-and-data-science (4), Salesforce in ai-marketing-agents (4), Salesforce in sales-dialers-and-calling (4), Twilio in ai-voice-agents (4), Adobe in audience-and-consumer-insights (3), Google Maps Platform in address-verification (3), Joomla! in marketing-cms (3), Salesforce in customer-intelligence-and-data-science (3), Salesforce in ecommerce-marketing (3), Salesforce in value-selling-tools (3), Acquia (formerly Monsido) in website-governance-and-accessibility (2), Adobe in ai-marketing-agents (2), Adobe in creative-automation (2), Cisco in contact-center-platforms (2), Dealfront Leadfeeder in session-replay-and-heatmaps (2), Kendo.ai in sales-gamification (2), Meta in attribution-mmm (2), OpenAI in ai-voice-agents (2), Oracle in channel-partner-and-local-marketing (2), SAP in crm-data-quality-and-deduplication (2), SAP in customer-intelligence-and-data-science (2), SAP Commerce in ecommerce-platforms (2), Salesforce in data-clean-rooms (2), Salesforce in knowledge-base-and-self-service (2), Salesforce in order-management-systems (2), Salesforce (Tableau) in dashboards-and-data-visualization (2), Salesforce-native routing in lead-routing-and-management (2), Twilio in contact-center-platforms (2), "Boost Post" Features (Facebook/Instagram/X) in video-advertising (1), "In-House" Custom CPQ Systems in cpq (1), 1 Minute Sites in landing-pages-and-interactive-content (1), 1010data in data-management-platforms (1), 250ai in account-based-marketing-platforms (1), 360PSG Fission CMS in marketing-cms (1), 411Locals in local-listings-management (1), 6degrees in lead-routing-and-management (1), 6sense Team tier in account-based-marketing-platforms (1), 7Search PPC in native-and-content-advertising (1), 7SearchPPC in native-and-content-advertising (1), A11y Projects / WAVE in website-governance-and-accessibility (1), ABOOSTER in app-store-optimization (1), ACR Call Recorder in conversation-intelligence (1), AChecker in website-governance-and-accessibility (1), AD Trust Media in affiliate-and-partner-management (1), ADH+ in data-clean-rooms (1), AI Systems (aka AI Partner System or AI Wealth Machine) in ai-marketing-agents (1), AIclicks.io in ai-visibility-tracking (1), APITemplate.io in creative-automation (1), ASOLeap in app-store-optimization (1), ATAMYA in product-information-management (1), AVOXI in contact-center-platforms (1), AVS for card payments in address-verification (1), AWS Amazon Connect in contact-center-platforms (1), AWS Glue in data-management-platforms (1), AWS Pinpoint / Amazon Connect in identity-resolution (1), AWS-native in data-management-platforms (1), AboutMyEmail in email-deliverability-and-testing (1), Abstract API in email-verification (1), Academy LMS in customer-education-and-lms (1), Accelo in client-onboarding (1), AccessibilityOz in website-governance-and-accessibility (1), Accessible Web in website-governance-and-accessibility (1), Accessible.org in website-governance-and-accessibility (1), AccountLink™ by LeadsRx in identity-resolution (1), Acquia in customer-data-platforms (1), Acquia in website-governance-and-accessibility (1), Acquia (Drupal-based) in website-governance-and-accessibility (1), Act-On Marketing Automation in marketing-automation (1), Active Sync in local-listings-management (1), ActiveCampaign AI Agents / Active Intelligence in ai-marketing-agents (1), Actively in ai-sdr-agents (1), Actuate (formerly Varicent) in territory-and-quota-planning (1), Acumatica Distribution in order-management-systems (1), Ad Library AI Agents in ai-marketing-agents (1), AdBlueMedia (ABM) in affiliate-and-partner-management (1), AdGile in search-and-social-advertising-platforms (1), AdLibrium in ai-marketing-agents (1), AdMetricso in search-and-social-advertising-platforms (1), AdPersonam in programmatic-and-display-advertising (1), AdPump in affiliate-and-partner-management (1), AdRoll ABM - formerly RollWorks in account-based-marketing-platforms (1), AdRoll for Podcasts in audio-and-podcast-advertising (1), Ada Support in chatbots-and-conversational-ai-for-support (1), Adagogo in mobile-apps (1), Adapty in app-store-optimization (1), AddThis in tag-management (1), AddressDoctor in address-verification (1), Adetrics in attribution-mmm (1), Adintent.net in content-marketing-platforms (1), Admation in marketing-resource-management (1), Admixer DMP in data-management-platforms (1), Adobe in channel-partner-and-local-marketing (1), Adobe in content-marketing-platforms (1), Adobe in data-clean-rooms (1), Adobe (GenStudio) in content-marketing-platforms (1), Adobe Analytics Tags (formerly Dynamic Tag Management) in tag-management (1), Adobe Assets in digital-asset-management (1), Adobe B2B CDP in identity-resolution (1), Adobe Commerce (Magento) native search in ecommerce-search-and-merchandising (1), Adobe Commerce's built-in features in product-information-management (1), Adobe Content Supply Chain in content-marketing-platforms (1), Adobe DTM (legacy) in tag-management (1), Adobe Dynamic Tag Manager (DTM) in tag-management (1), Adobe Firefly Services in creative-automation (1), Adobe Lightroom in digital-asset-management (1), Adobe's Experience Platform Agents in ai-marketing-agents (1), Adobe's Firefly in ai-marketing-agents (1), Adobe's tag management options in tag-management (1), Adobe/Marketo in mobile-marketing-and-push (1), Ads Manager in search-and-social-advertising-platforms (1), Ads Manager (Meta) + Ad Library in search-and-social-advertising-platforms (1), AdsGram.ai in content-marketing-platforms (1), AdsWizz AudioMax (by Audacy) in audio-and-podcast-advertising (1), Adsellr in ecommerce-marketing (1), Adsproper.com in video-advertising (1), Adthena in market-intelligence (1), AdvantageClub.ai in loyalty-advocacy-and-referrals (1), AdviceLocal in local-listings-management (1), Adwell.me in audio-and-podcast-advertising (1), Affiliate Networks in affiliate-and-partner-management (1), Affiliate Top (affiliate.top) in affiliate-and-partner-management (1), Affiliatecube CPA in affiliate-and-partner-management (1), Affilimate in affiliate-and-partner-management (1), Affinda in partner-relationship-management (1), Affinity Sales Training in sales-coaching-and-training (1), Afosto in order-management-systems (1), AfterShip in address-verification (1), Agarapulse in social-media-management (1), Agent CRM in crm (1), Agentforce Revenue Management, formerly Salesforce Revenue Cloud in cpq (1), Agentforce Sales in ai-sdr-agents (1), Agentforce Sales in sales-coaching-and-training (1), Agentforce Sales in sales-enablement-and-content (1), Agile in field-sales-tools (1), Agiloft Contract Management Suite in contract-lifecycle-management-and-e-signature (1), Agorapulse's Easy Advocacy in employee-advocacy (1), Ahrefs' free checker in website-governance-and-accessibility (1), Airhelp in click-fraud-protection (1), Albert in ai-marketing-agents (1), Alexa Rank in market-intelligence (1), Algo Affiliates in affiliate-and-partner-management (1), Alibaba / Taobao/Tmall in retail-media-platforms (1), All In One Marketing (AIOM) in retail-proximity-and-iot-marketing (1), AllAboutAI in ai-visibility-tracking (1), AllianceSales in channel-partner-and-local-marketing (1), Ally in website-governance-and-accessibility (1), Allyable in direct-mail-and-gifting (1), Almonds AI in channel-partner-and-local-marketing (1), Altegio in billing-and-subscription-management (1), Alyce By Sendoso in direct-mail-and-gifting (1), AmIVisibleOnAI in ai-visibility-tracking (1), Amazon AWS Athena in data-warehouse-reverse-etl (1), Amazon Ads Streaming TV in video-advertising (1), Amazon Attribution in retail-media-platforms (1), Amazon Audience Network in programmatic-and-display-advertising (1), Amazon Basics in ecommerce-platforms (1), Amazon FBA / Marketplaces in ecommerce-platforms (1), Amazon PSA in data-clean-rooms (1), Amazon Prime Video Channels / Interactive TV in video-marketing-and-hosting (1), Amazon Tag Manager in tag-management (1), Amazon Web Services (AWS/Amazon Connect) in contact-center-platforms (1), Amazon Web Services (Amazon Connect) in contact-center-platforms (1), Amazon Web Services Clean Rooms in data-clean-rooms (1), Amazon analytics in web-analytics (1), Ameyo in sms-and-whatsapp-marketing (1), Amplifier in employee-advocacy (1), Amplitude AI tracking integrations in ai-visibility-tracking (1), Amundsen in data-management-platforms (1), Anantya.ai in conversational-marketing (1), Angie's List / Angi in search-and-social-advertising-platforms (1), Ankorstore in retail-media-platforms (1), Anonyomize in click-fraud-protection (1), Answerbase in community-platforms (1), Anthropic (via agents) in ai-sdr-agents (1), AnyRoad in event-management-platforms (1), Aoneseo in ai-marketing-agents (1), Apache Kafka in data-management-platforms (1), Apache Spark in identity-resolution (1), Apex Cleaning in crm-data-quality-and-deduplication (1), Apollon in product-information-management (1), App Follow in app-store-optimization (1), App Store Connect analytics in mobile-apps (1), AppDeck in channel-partner-and-local-marketing (1), AppFlyer (Impact) in mobile-apps (1), AppLearn in digital-adoption-and-onboarding (1), AppMagic in market-intelligence (1), AppTweak Grow in app-store-optimization (1), AppVector Lite in app-store-optimization (1), Appdetex in brand-protection (1), Appfigures Monitor in app-store-optimization (1), Apple Search Ads Console in app-store-optimization (1), Apple iMessage in in-app-messaging-and-customer-communications (1), Apple's App Store Connect in app-store-optimization (1), Apple's Product Page Optimization in app-store-optimization (1), AppsFlyer Clean Room in data-clean-rooms (1), Apption in crm-data-quality-and-deduplication (1), Appy Pie in retail-proximity-and-iot-marketing (1), Aptos ONE Order Management in order-management-systems (1), Arc XP Experience Platform in digital-asset-management (1), ArcGIS in territory-and-quota-planning (1), Archer/RSA Archer in website-governance-and-accessibility (1), Ariba Contract Management (SAP) in contract-lifecycle-management-and-e-signature (1), Articsledge in pricing-optimization (1), Artios in creative-automation (1), Artup in creative-automation (1), Asana Base Plans in marketing-resource-management (1), Asana Personal in event-management-platforms (1), Ascend Ecom/Ascend CapVentures in ecommerce-marketing (1), Ascend.io in app-store-optimization (1), Ascent Cloud in territory-and-quota-planning (1), Assembled Assist in chatbots-and-conversational-ai-for-support (1), Astra Voice 2.0 in ai-voice-agents (1), Athos Commerce – Searchspring + Klevu + Intelligent Reach in ecommerce-search-and-merchandising (1), Atlassian in marketing-resource-management (1), Attraqt in ecommerce-search-and-merchandising (1), Audacy Creator Lab formerly Podcorn in audio-and-podcast-advertising (1), Audible Ads in audio-and-podcast-advertising (1), AudienceScience in audio-and-podcast-advertising (1), AudienceStream in customer-data-platforms (1), August in digital-sales-rooms (1), Authena in brand-protection (1), AutoRABIT in lead-routing-and-management (1), AutoReach in sales-dialers-and-calling (1), AutoRev in ai-sdr-agents (1), AutoRev AI in ai-sdr-agents (1), AutoSEO AI in ai-marketing-agents (1), Autoaddress in address-verification (1), Avarup in review-and-reputation-management (1), Avast in identity-resolution (1), Avature in referral-and-partner-programs (1), Avaya Agent for Desktop in contact-center-platforms (1), Avaya Aura 10.1.x in contact-center-platforms (1), Avaya Communication Manager (CM) 10.1 in contact-center-platforms (1), Avoka in client-onboarding (1), Avvo in local-listings-management (1), Avvo in review-and-reputation-management (1), BCG in market-intelligence (1), BJ's Wholesale in retail-media-platforms (1), BWZ in referral-and-partner-programs (1), Badgepac in event-lead-capture (1), Badger in field-sales-tools (1), Badger Align in territory-and-quota-planning (1), Badgeville in loyalty-advocacy-and-referrals (1), Badgeyay in sales-gamification (1), Badgr in event-lead-capture (1), Baidu Tongji in web-analytics (1), Bain in market-intelligence (1), Balabolka in interactive-demo-platforms (1), BambooHR’s Knowledge Base in knowledge-base-and-self-service (1), Bardeen in sales-enablement-and-content (1), BasicDocs in proposal-software (1), Basis DSP in native-and-content-advertising (1), Basis or Madgicx in search-and-social-advertising-platforms (1), Baton in client-onboarding (1), BattleReady in competitive-intelligence (1), Beacon.io in retail-proximity-and-iot-marketing (1), Bear in knowledge-base-and-self-service (1), Bear AI in ai-visibility-tracking (1), Bermai in review-and-reputation-management (1), Best Buy Advertising in retail-media-platforms (1), BetterCommerce CPQ in cpq (1), BidMagic in rfp-response-software (1), BidScript in rfp-response-software (1), Bidhive in rfp-response-software (1), Bidstack in native-and-content-advertising (1), Big Ideas DB in customer-education-and-lms (1), BigCommerce Core in ecommerce-platforms (1), BigCommerce Open SaaS in ecommerce-platforms (1), Bigtincan Learning in sales-coaching-and-training (1), Bind Legal in contract-lifecycle-management-and-e-signature (1), Bing in local-listings-management (1), Binom in click-fraud-protection (1), Birdeye Social in social-media-management (1), BitFree in affiliate-and-partner-management (1), Blackbaud CRM in crm (1), Blackboard in customer-education-and-lms (1), Bland.AI in ai-voice-agents (1), Bland.ai in ai-sdr-agents (1), Bland.ai in ai-voice-agents (1), Block Survey in customer-feedback-and-surveys (1), Bloomerang CRM in crm (1), Bloop Referrals & Affiliates in loyalty-advocacy-and-referrals (1), Blue Whale Apps in app-store-optimization (1), BlueTweak in contact-center-quality-assurance (1), BlueTweak in knowledge-base-and-self-service (1), Bluebird (formerly LeadAssign) in lead-routing-and-management (1), Bonsai Agency Software in marketing-resource-management (1), Bonusly in referral-and-partner-programs (1), Boost AI Search & Filtering in ecommerce-search-and-merchandising (1), BoothIQ Free Plan in event-lead-capture (1), BoothJunkie in event-lead-capture (1), Botsify in chatbots-and-conversational-ai-for-support (1), Bounceless.io in email-verification (1), Branch Basics in mobile-apps (1), Brand Networks in employee-advocacy (1), Brand24 or Mention in pr-and-media-monitoring (1), BrandDeploy in creative-automation (1), BrandMuscle's Essentials plan in channel-partner-and-local-marketing (1), Brandsweep.ai (by Podqi) in brand-protection (1), Braxton in marketing-resource-management (1), Breeze Prospecting Agent in b2b-intent-data (1), BrightLocal Track in local-listings-management (1), Bringdata.co in data-management-platforms (1), Brizy in landing-pages-and-interactive-content (1), BrowserStack Accessibility Testing in website-governance-and-accessibility (1), Bubble in workflow-automation-and-ipaas (1), Buffer Free Plan in content-marketing-platforms (1), Built-in Shopify/Storefront search in ecommerce-search-and-merchandising (1), BulkSMS in sms-and-whatsapp-marketing (1), BulkSign in email-signature-management (1), Bundle & Go in loyalty-advocacy-and-referrals (1), ButterCMS in marketing-cms (1), Buyerfeeds in b2b-intent-data (1), Bynder Widen (Acquia) in digital-asset-management (1), Byword in seo-content-optimization (1), CHEQ ClickCease in click-fraud-protection (1), CJ Affiliate – Commission Junction in affiliate-and-partner-management (1), CRMfusion in crm-data-quality-and-deduplication (1), CVS Media Network in retail-media-platforms (1), CW (Customer Wellness) in sms-and-whatsapp-marketing (1), CWILL Loyalty & Referrals in loyalty-advocacy-and-referrals (1), Cactus Mailing in print (1), Cal.com Free Tier in meeting-scheduling (1), Calculoid in value-selling-tools (1), Calendly Free Plan in meeting-scheduling (1), Calendly for Teams in meeting-scheduling (1), Caliper in territory-and-quota-planning (1), Call Recorder iCall in conversation-intelligence (1), CallFlow in sales-coaching-and-training (1), CallPhantom in call-tracking (1), CallPrep in ai-sdr-agents (1), CallRail ACT in call-tracking (1), CallSphere in ai-voice-agents (1), Campaign Manager 360 Attribution Modeling Tool in attribution-mmm (1), CamzCash in affiliate-and-partner-management (1), Canary Mail in email-signature-management (1), Canto, formerly Image Relay in marketing-resource-management (1), Canva AI in ai-marketing-agents (1), Canva Free Plan in content-marketing-platforms (1), Canva Lead Capture in event-lead-capture (1), CapIQ in market-intelligence (1), Capital IQ in market-intelligence (1), CapstonAI in ai-visibility-tracking (1), Captivea (formerly Performio) in sales-commissions-and-incentive-compensation (1), Capturify.io in identity-resolution (1), Cardly in direct-mail-and-gifting (1), Careertrainer.ai in customer-education-and-lms (1), Caroo in direct-mail-and-gifting (1), Carrefour in retail-media-platforms (1), CashCrate in customer-feedback-and-surveys (1), Cassandra.app in attribution-mmm (1), Castro in audio-and-podcast-advertising (1), Catch in ecommerce-platforms (1), CatchApp Meeting Scheduler in meeting-scheduling (1), Caterease in event-management-platforms (1), Catsy DAM & PIM in product-information-management (1), Causal in attribution-mmm (1), Cedar in data-warehouse-reverse-etl (1), Cegeka Field Sales App in field-sales-tools (1), Celigo integrator.io in workflow-automation-and-ipaas (1), Celigo's integrator.io in workflow-automation-and-ipaas (1), Celoxis in marketing-resource-management (1), Cendyn/Rainmaker in competitive-intelligence (1), Center AI in channel-partner-and-local-marketing (1), Certificate Transparency Logs in brand-protection (1), Chameleon.io in digital-adoption-and-onboarding (1), Channel-IO in partner-relationship-management (1), ChannelAssist in channel-partner-and-local-marketing (1), ChannelSale in channel-partner-and-local-marketing (1), Channeltivist in channel-partner-and-local-marketing (1), Channelurite in partner-relationship-management (1), Chargebee for Startups in billing-and-subscription-management (1), Charles in sms-and-whatsapp-marketing (1), Chartable in audio-and-podcast-advertising (1), Chat-SDK in in-app-messaging-and-customer-communications (1), Chat21 in in-app-messaging-and-customer-communications (1), ChatbotBuilder.ai in chatbots-and-conversational-ai-for-support (1), Chatter in community-platforms (1), Chatty in conversational-marketing (1), Cheap third-party video ad networks in video-advertising (1), Cheap/Generic AI Meeting Bots in conversation-intelligence (1), CheckPhish in brand-protection (1), Cherrington Media / Experience Cherrington Media in sales-coaching-and-training (1), Chewy in retail-media-platforms (1), Chili Piper Chat in conversational-marketing (1), Chosenly in ai-visibility-tracking (1), Cikisi in market-intelligence (1), Cin7 Order Management in order-management-systems (1), Cisco Sales Engagement in sales-engagement (1), CitrusAds in retail-media-platforms (1), Civio AI in rfp-response-software (1), Clarip in consent-and-privacy-management (1), Clarivate in brand-protection (1), ClassPoint in customer-education-and-lms (1), Cleanse in crm-data-quality-and-deduplication (1), Cleanse.io in crm-data-quality-and-deduplication (1), ClearView 360 Business Case Generator in value-selling-tools (1), Clearbit, now Breeze Intelligence by HubSpot in audience-and-consumer-insights (1), Click Analytic in influencer-platforms (1), ClickBack in print (1), Clickbooth in affiliate-and-partner-management (1), Clickio in consent-and-privacy-management (1), ClientCues in competitive-intelligence (1), ClientPoint.me in digital-sales-rooms (1), ClientPortal.io in client-onboarding (1), ClientSpark in client-onboarding (1), Clinked in client-onboarding (1), Close.com Power Dialer in sales-dialers-and-calling (1), Cloud-hosted Matomo in web-analytics (1), CloudTalk AI Voice Agent in ai-voice-agents (1), Cloudflare Bot Management in click-fraud-protection (1), Cloudinary Video in video-marketing-and-hosting (1), Cloudsaver in tag-management (1), Cobro in print (1), CogniSaaS in client-onboarding (1), Cognigy.AI Platform in contact-center-platforms (1), Cold Call Coach in sales-coaching-and-training (1), ColdIQ in retail-proximity-and-iot-marketing (1), Collect in client-onboarding (1), Collibra Data Intelligence Cloud in data-management-platforms (1), Colour Contrast Analyser (CCA) in website-governance-and-accessibility (1), Combeenation in cpq (1), CommCare in data-management-platforms (1), Commerce Media in retail-media-platforms (1), CommonLit in community-platforms (1), Comosoft (LAGO) in product-information-management (1), Confect in creative-automation (1), ConnectBy in community-platforms (1), ConsentKit in consent-and-privacy-management (1), Consenti in consent-and-privacy-management (1), Contact Cleanup in crm-data-quality-and-deduplication (1), Contactually in crm-data-quality-and-deduplication (1), Content360 in content-marketing-platforms (1), Contentive in content-marketing-platforms (1), Contentsquare Convert in experimentation-and-personalization (1), Contra in content-marketing-platforms (1), Contxtus in digital-sales-rooms (1), Conversion in ai-marketing-agents (1), Convin Full-Stack Conversations QA in contact-center-quality-assurance (1), Cookie First in consent-and-privacy-management (1), CookieMan in consent-and-privacy-management (1), Copy.ai GTM AI in ai-marketing-agents (1), Corcentric / Determine in contract-lifecycle-management-and-e-signature (1), Coresite in channel-partner-and-local-marketing (1), Corpowid in website-governance-and-accessibility (1), Coveo Solutions in tag-management (1), Creately in creative-automation (1), CreativAI in creative-automation (1), CreativeX in creative-automation (1), Crescendo in in-app-messaging-and-customer-communications (1), CrowdComms in event-management-platforms (1), CrowdRiff in digital-asset-management (1), CrowdStrike Falcon in brand-protection (1), Crownpeak DXM in website-governance-and-accessibility (1), Crunchbase Free Tier in market-intelligence (1), Crush Analytics (formerly Crayon) in competitive-intelligence (1), Crux / Crisp in chatbots-and-conversational-ai-for-support (1), CustomerLabs 1PD Ops Platform in identity-resolution (1), Customertimes in b2b-intent-data (1), Cvent Event App in event-lead-capture (1), Cvent Event Management in event-management-platforms (1), Cyberdb in review-and-reputation-management (1), Cyfe in customer-intelligence-and-data-science (1), D&B Rev.Up ABX in account-based-marketing-platforms (1), DV Rockerbox in attribution-mmm (1), DWELL™ in retail-proximity-and-iot-marketing (1), Data.com in data-enrichment (1), DataChannel in data-warehouse-reverse-etl (1), DataEase in dashboards-and-data-visualization (1), DataFlow in address-verification (1), DataIntelo in market-intelligence (1), DataMatch in address-verification (1), DataStax in data-clean-rooms (1), Databricks Data + AI Platform in data-management-platforms (1), Databricks clean room offerings in data-clean-rooms (1), Datadog Experiments in experimentation-and-personalization (1), Datalux in crm-data-quality-and-deduplication (1), Datavant in data-clean-rooms (1), Datify in affiliate-and-partner-management (1), Datto Commerce (formerly Gluh) in cpq (1), Day.ai in crm (1), DealCloud in digital-sales-rooms (1), DealCrush in ai-sdr-agents (1), DealStudio in value-selling-tools (1), Dealsign in cpq (1), Deciq in data-clean-rooms (1), Dedup-Manager in crm-data-quality-and-deduplication (1), Delta Sales in field-sales-tools (1), Delta SkyMiles in loyalty-advocacy-and-referrals (1), Deltatre in retail-media-platforms (1), DemandScience ABX (formerly Terminus) in account-based-marketing-platforms (1), DemandScience Ionic in account-based-marketing-platforms (1), Demandbase Account-Based Marketing (ABM) in channel-partner-and-local-marketing (1), DemoUp Cliplister in digital-asset-management (1), Demoshot in interactive-demo-platforms (1), Deque – axe DevTools / axe Monitor / axe Auditor in website-governance-and-accessibility (1), Design Pickle in creative-automation (1), Designity in creative-automation (1), DialerHQ in sales-dialers-and-calling (1), Dialpad Insights / AI Call Intelligence in contact-center-quality-assurance (1), Dialpad QA in contact-center-quality-assurance (1), Dieter in data-management-platforms (1), Digital River Inc. in ecommerce-platforms (1), Digital Samba in webinar-virtual-events (1), Digital Shadows (now Reliaquest) in brand-protection (1), Digital Turbine (formerly Fyber) in mobile-apps (1), Direct Digital Holdings in programmatic-and-display-advertising (1), DirectEdge in print (1), Directful in conversational-marketing (1), Directive in search-and-social-advertising-platforms (1), Disqus in native-and-content-advertising (1), Disruptive Advertising in search-and-social-advertising-platforms (1), Dista in field-sales-tools (1), DistriPartner (or Impact.com's channel tools) in channel-partner-and-local-marketing (1), DocMerge in rfp-response-software (1), DocSales in proposal-software (1), DocSend, now part of Dropbox in digital-sales-rooms (1), DocuPost in direct-mail-and-gifting (1), DocuShare in proposal-software (1), DocuSign Contract Insights in contract-lifecycle-management-and-e-signature (1), Docudoc in interactive-demo-platforms (1), Dolibarr in order-management-systems (1), Donuts in brand-protection (1), Dotloop in digital-sales-rooms (1), DoubleCheck in competitive-intelligence (1), Doxim in client-onboarding (1), Doxo in billing-and-subscription-management (1), Doxy.me in meeting-scheduling (1), Drift AI in chatbots-and-conversational-ai-for-support (1), Drivetrain in revenue-intelligence-and-forecasting (1), Dromo in data-clean-rooms (1), Drooms in digital-sales-rooms (1), Duality Technologies in data-clean-rooms (1), Dub.co Partners in affiliate-and-partner-management (1), Duel in loyalty-advocacy-and-referrals (1), Dun & Bradstreet NetProspex in data-enrichment (1), Dunzo in ecommerce-platforms (1), Durable in landing-pages-and-interactive-content (1), Duxbury Lane in digital-sales-rooms (1), Dynamic Yield – now Mastercard Dynamic Yield in experimentation-and-personalization (1), Dynamics 365 Sales mobile in field-sales-tools (1), EElastiqly in pricing-optimization (1), EMIS in market-intelligence (1), EZLOCAL in local-listings-management (1), EZmob in native-and-content-advertising (1), Earnify in native-and-content-advertising (1), Easy Advocacy (Agora Pulse) in employee-advocacy (1), EasyPost Address Verification in address-verification (1), Echo AI in conversation-intelligence (1), EcoPrice in pricing-optimization (1), Ecom Genie / Lunar Capital Ventures / Profitable Automation / Valiant Consultants Inc. in ecommerce-marketing (1), EcomBack in website-governance-and-accessibility (1), Edu-Cash / Edu-Money in affiliate-and-partner-management (1), Einstein Analytics in dashboards-and-data-visualization (1), Einstein Data Enrichment in crm-data-quality-and-deduplication (1), Ejabberd (XMPP) in in-app-messaging-and-customer-communications (1), Elastic Email in email-marketing (1), Elastix in contact-center-platforms (1), Elioplus PRM in partner-relationship-management (1), Elocal Listing in local-listings-management (1), Email Tool Tester in email-deliverability-and-testing (1), Email-list.com in email-marketing (1), EmailAnalytics in call-tracking (1), EmailListCleaner.org in email-verification (1), EmailSign in email-signature-management (1), Emotive.io in sms-and-whatsapp-marketing (1), Enablix in sales-enablement-and-content (1), EnforcedFlow in lead-routing-and-management (1), Engage in sms-and-whatsapp-marketing (1), EngageLab EngageSDK in in-app-messaging-and-customer-communications (1), Engati in chatbots-and-conversational-ai-for-support (1), EnsembleIQ in contact-center-quality-assurance (1), Entropik (Decode) in audience-and-consumer-insights (1), EpcEra in affiliate-and-partner-management (1), Episerver (Optimizely) in website-governance-and-accessibility (1), EqualVia in website-governance-and-accessibility (1), Ergonode PIM in product-information-management (1), Esker in field-sales-tools (1), EssayPartner / EssayPro in affiliate-and-partner-management (1), Eulerian in web-analytics (1), EventLeadCapture in event-lead-capture (1), Eventdex in event-lead-capture (1), Events.com in event-management-platforms (1), Events.com (including BPT integration) in webinar-virtual-events (1), Everlaw in contract-lifecycle-management-and-e-signature (1), Evidon in brand-protection (1), Evidon in programmatic-and-display-advertising (1), Evoleads in affiliate-and-partner-management (1), ExactMatch in identity-resolution (1), ExactTarget / other lightweight DAMs in digital-asset-management (1), Exactis in data-enrichment (1), Exari in contract-lifecycle-management-and-e-signature (1), Excel Macros (VBA) in workflow-automation-and-ipaas (1), Excel or Google Sheets in territory-and-quota-planning (1), Excel-based workflows in product-information-management (1), Excel/Google Sheets templates in sales-commissions-and-incentive-compensation (1), Excel/Spreadsheet-based territory planning in territory-and-quota-planning (1), Exclaimer Signature Manager in email-signature-management (1), Exotel in contact-center-platforms (1), Experian Business Identity Resolution in identity-resolution (1), Experian Identity Services in identity-resolution (1), Experian's ConsumerSync in audience-and-consumer-insights (1), Extensiv Order Management in order-management-systems (1), Ezoic in search-and-social-advertising-platforms (1), EzyCourse in community-platforms (1), FACT-Finder in ecommerce-search-and-merchandising (1), FICO Identity Resolution Engine in identity-resolution (1), Facebook Dynamic Ads in creative-automation (1), Facebook Pixel in web-analytics (1), Facebook Video Ads in video-advertising (1), Faceless.video in creative-automation (1), FactorAI in audience-and-consumer-insights (1), Factorial in referral-and-partner-programs (1), Fastio in video-marketing-and-hosting (1), Fathom AI in conversation-intelligence (1), FedEx Office in print (1), Fellow.app in meeting-scheduling (1), Fenero in sales-dialers-and-calling (1), Fetch Rewards in loyalty-advocacy-and-referrals (1), Field Sales Connect in field-sales-tools (1), Find a Time in meeting-scheduling (1), Firstquadrant in ai-sdr-agents (1), Five9 Agent Connect in contact-center-quality-assurance (1), FiveX in retail-media-platforms (1), Fiverr Affiliates in affiliate-and-partner-management (1), Flashtalking in creative-automation (1), Fleetmatics (Vanrider) in field-sales-tools (1), Flight by Canto in digital-asset-management (1), FlowForma in client-onboarding (1), Flowres in audience-and-consumer-insights (1), Fluent OMS in order-management-systems (1), Flxpoint in order-management-systems (1), Followup CRM in crm (1), Forestry/Cosmic JS in marketing-cms (1), FormGrid in customer-feedback-and-surveys (1), Forte Conversions in tag-management (1), Fortune Business Insights in market-intelligence (1), Forumcat in community-platforms (1), Fractal Analytics in attribution-mmm (1), Frame.io in digital-asset-management (1), Frappe Helpdesk / FreeScout / osTicket in community-platforms (1), FreeConferenceCall in webinar-virtual-events (1), FreeGeoIP.live in address-verification (1), FreshProposals in proposal-software (1), Freshdesk Freshchat in conversational-marketing (1), Freshdesk Knowledge Base in knowledge-base-and-self-service (1), Freshreview in review-and-reputation-management (1), Freshsales Dialer in sales-dialers-and-calling (1), Freshsales Sprout in crm (1), Freshsales Suite in lead-routing-and-management (1), Freshworks in value-selling-tools (1), Frudge in digital-adoption-and-onboarding (1), Function Point in marketing-resource-management (1), Funkel AI in ai-sdr-agents (1), Fusion Analytics in attribution-mmm (1), FusionPBX in contact-center-quality-assurance (1), Fyber in video-advertising (1), Fynk in proposal-software (1), G2 Free Access in market-intelligence (1), G2 Signal in b2b-intent-data (1), G2 audience intelligence tools in audience-and-consumer-insights (1), GA4 Default in tag-management (1), GA4 Referral Filters in ai-visibility-tracking (1), GAP's failed RMN in retail-media-platforms (1), GB WhatsApp in sms-and-whatsapp-marketing (1), GBWhatsApp in sms-and-whatsapp-marketing (1), GMBapi.com in channel-partner-and-local-marketing (1), GOautodial in contact-center-quality-assurance (1), GPTZero in seo-content-optimization (1), GTM Server-Side in tag-management (1), GTM Studio - Powered by ZoomInfo in sales-coaching-and-training (1), GTM Workspace / Apollo.io in market-intelligence (1), Gainsight Spaces in community-platforms (1), Galigeo in territory-and-quota-planning (1), GameAnalytics in market-intelligence (1), GatherContent (Bynder) in marketing-resource-management (1), Gatheround in event-management-platforms (1), Gemni / CompTIA in competitive-intelligence (1), Genesys Cloud Quality Assurance in contact-center-quality-assurance (1), Genesys PureConnect in contact-center-platforms (1), Genesys Smart Tags in tag-management (1), Geoapify in address-verification (1), Geolid in retail-proximity-and-iot-marketing (1), GetItSMS.com in sms-and-whatsapp-marketing (1), GetMobly in event-lead-capture (1), GetResponse built-in deliverability in email-deliverability-and-testing (1), GetSatisfaction in community-platforms (1), GetVoIP in ai-voice-agents (1), Getgabs in sms-and-whatsapp-marketing (1), Ghost CMS in content-marketing-platforms (1), Gift Cash in direct-mail-and-gifting (1), Gift-Supplier in direct-mail-and-gifting (1), GiftCard.com in direct-mail-and-gifting (1), GiftObo in direct-mail-and-gifting (1), Giftcash in direct-mail-and-gifting (1), Giftnote in direct-mail-and-gifting (1), Gimlet in audio-and-podcast-advertising (1), GitHub Actions in data-warehouse-reverse-etl (1), GitLab in knowledge-base-and-self-service (1), GlacierApps in email-deliverability-and-testing (1), Gleam.io in referral-and-partner-programs (1), Global Podcast Network in audio-and-podcast-advertising (1), Glock Apps in email-deliverability-and-testing (1), GlockApps Warm‑up in email-deliverability-and-testing (1), Gloo Local in local-listings-management (1), Gmail in customer-support-helpdesk (1), Gmail in email-signature-management (1), GoCardless in billing-and-subscription-management (1), GoDaddy Campaigns in email-marketing (1), GoSite in retail-proximity-and-iot-marketing (1), Goldbelly in direct-mail-and-gifting (1), Golden Goose in affiliate-and-partner-management (1), Gong Dialer in sales-dialers-and-calling (1), Google in attribution-mmm (1), Google in contact-center-platforms (1), Google in data-clean-rooms (1), Google Ad Exchange (AdX) in programmatic-and-display-advertising (1), Google Ad Exchange / Ad Manager in programmatic-and-display-advertising (1), Google Ads Call Forwarding in call-tracking (1), Google Ads Data Manager / Customer Match in data-management-platforms (1), Google Ads Manager, Search Ads 360 in search-and-social-advertising-platforms (1), Google Ads Transparency in competitive-intelligence (1), Google Ads measurement in data-clean-rooms (1), Google Ads or DV360 in programmatic-and-display-advertising (1), Google Ads' built-in invalid click detection in click-fraud-protection (1), Google Ads/GA4 in attribution-mmm (1), Google Analytics AI in ai-marketing-agents (1), Google AppScript in workflow-automation-and-ipaas (1), Google Autocomplete in address-verification (1), Google BigQuery's clean room in data-clean-rooms (1), Google Calendar Appointments in meeting-scheduling (1), Google Calendar Scheduling in meeting-scheduling (1), Google Call Tracking in call-tracking (1), Google Cloud in ai-voice-agents (1), Google Cloud in data-management-platforms (1), Google Cloud (BigQuery Data Clean Rooms / Ads Data Hub) in data-clean-rooms (1), Google Cloud (BigQuery Data Clean Rooms) in data-clean-rooms (1), Google Cloud / BigQuery in data-clean-rooms (1), Google Cloud DMP/DV360 in data-management-platforms (1), Google Cloud data management tools in data-management-platforms (1), Google Cloud transfers in data-warehouse-reverse-etl (1), Google Customer Match / Ads Data Hub in identity-resolution (1), Google Docs & Google Analytics in content-marketing-platforms (1), Google Docs + HelloSign/SignWell in contract-lifecycle-management-and-e-signature (1), Google Docs/Microsoft Word in proposal-software (1), Google Docs/Sheets in rfp-response-software (1), Google Hangouts in in-app-messaging-and-customer-communications (1), Google Legal Help Center in brand-protection (1), Google Maps Platform in retail-proximity-and-iot-marketing (1), Google Maps Platform (Places API) in address-verification (1), Google Marketing Platform with Search Ads 360 in search-and-social-advertising-platforms (1), Google Meet Gemini Notes in conversation-intelligence (1), Google Payments (payments.google.com) in billing-and-subscription-management (1), Google Places Autocomplete API in address-verification (1), Google Play's Store Listing Experiments in app-store-optimization (1), Google Responsive Ads in creative-automation (1), Google Search Partners (GSP) in programmatic-and-display-advertising (1), Google Sheets/Looker Studio in attribution-mmm (1), Google Sheets/Notion/Airtable in partner-relationship-management (1), Google Tag Manager – GTM in tag-management (1), Google's Ads Transparency Center in competitive-intelligence (1), Google's Free Call Forwarding in call-tracking (1), Google's Free Ecosystem in content-marketing-platforms (1), Google's MMM Data Platform in attribution-mmm (1), Google's ad-tech stack in programmatic-and-display-advertising (1), Google’s built-in invalid-click filters in click-fraud-protection (1), Google’s contact-center offerings in ai-voice-agents (1), Google’s free / low-cost attribution options in attribution-mmm (1), GovWin IQ in rfp-response-software (1), Governed Google Sheets in value-selling-tools (1), GradeUs in review-and-reputation-management (1), Grata in market-intelligence (1), Green Giftz in direct-mail-and-gifting (1), Groove Commerce in channel-partner-and-local-marketing (1), GroupM in programmatic-and-display-advertising (1), GrowUp (by PartnerStack or similar ecosystems) in channel-partner-and-local-marketing (1), Growfiliate in affiliate-and-partner-management (1), Guidance in sales-coaching-and-training (1), Guild in community-platforms (1), Gyft in direct-mail-and-gifting (1), HCL Unica (formerly IBM Unica) in marketing-resource-management (1), HTML/CSS to Image in creative-automation (1), Habanero Learning in data-clean-rooms (1), Hanover in market-intelligence (1), HappyOrNot in customer-feedback-and-surveys (1), Havas in programmatic-and-display-advertising (1), HawkSEM in search-and-social-advertising-platforms (1), Hawky in creative-automation (1), Heap, by Contentsquare in product-analytics (1), Heapan in customer-intelligence-and-data-science (1), Heeet in attribution-mmm (1), Helecos in pricing-optimization (1), Hello Bar in experimentation-and-personalization (1), HelloAirDial in sales-dialers-and-calling (1), Hemingway in content-marketing-platforms (1), HiBob in sales-commissions-and-incentive-compensation (1), High Ticket Empress in sales-coaching-and-training (1), HighAdvocacy in loyalty-advocacy-and-referrals (1), HighAdvocacy / LoyaltySurf in loyalty-advocacy-and-referrals (1), Highlight.io in session-replay-and-heatmaps (1), HilltopAds in video-advertising (1), HipChat in community-platforms (1), HireVue Referral in referral-and-partner-programs (1), Hive Video / Vimeo OTT in video-marketing-and-hosting (1), Home Depot's retail media network in retail-media-platforms (1), Homes Direct 365 in ecommerce-platforms (1), Hongbees in crm-data-quality-and-deduplication (1), Hooplr in sales-gamification (1), Hootsuite Consumer Insights in audience-and-consumer-insights (1), Hootsuite Insights in audience-and-consumer-insights (1), Houzz in local-listings-management (1), Houzz in review-and-reputation-management (1), Howl.link in influencer-platforms (1), HubSpot ABM features in account-based-marketing-platforms (1), HubSpot AI Assistant in ai-marketing-agents (1), HubSpot AI Customer Agent in chatbots-and-conversational-ai-for-support (1), HubSpot AI Marketing Agents in ai-marketing-agents (1), HubSpot AI Visibility in ai-visibility-tracking (1), HubSpot Advanced Reporting in revenue-intelligence-and-forecasting (1), HubSpot Advertising in search-and-social-advertising-platforms (1), HubSpot Breeze AI in ai-voice-agents (1), HubSpot Breeze Intelligence, formerly Clearbit in data-enrichment (1), HubSpot CMS Commerce in ecommerce-platforms (1), HubSpot CSM in customer-success-platforms (1), HubSpot Call Tracking Software in call-tracking (1), HubSpot Call Tracking Software in sales-dialers-and-calling (1), HubSpot Calling in sales-dialers-and-calling (1), HubSpot Community in community-platforms (1), HubSpot Customer Advocacy in loyalty-advocacy-and-referrals (1), HubSpot Design & Marketing Hub in creative-automation (1), HubSpot Feedback in customer-feedback-and-surveys (1), HubSpot Free Chat in conversational-marketing (1), HubSpot Free Plan in content-marketing-platforms (1), HubSpot Intelligence/Marketing Hub in market-intelligence (1), HubSpot Landing Page Builder in landing-pages-and-interactive-content (1), HubSpot Lead Rotation in lead-routing-and-management (1), HubSpot Lead Routing in lead-routing-and-management (1), HubSpot Marketing Analytics in attribution-mmm (1), HubSpot Marketing Hub with Breeze/AI features in ai-marketing-agents (1), HubSpot Mobile App in event-lead-capture (1), HubSpot Partner Hub in partner-relationship-management (1), HubSpot Partner Program Tools in channel-partner-and-local-marketing (1), HubSpot Pipeline in sales-engagement (1), HubSpot SMS in sms-and-whatsapp-marketing (1), HubSpot Sales in field-sales-tools (1), HubSpot Sales in sales-engagement (1), HubSpot Sales in sales-intelligence-and-contact-data (1), HubSpot Service/Sales Hub Chat in conversational-marketing (1), HubSpot native matching in lead-routing-and-management (1), HubSpot paid in conversational-marketing (1), HubSpot routing module in lead-routing-and-management (1), HubSpot"s native data-quality tools in crm-data-quality-and-deduplication (1), HubSpot's AI marketing tools (especially Content Agent + Campaign Agent) in ai-marketing-agents (1), HubSpot's Ad Management Tools in search-and-social-advertising-platforms (1), HubSpot's CMS Hub in marketing-cms (1), HubSpot's Chat and Bots in conversational-marketing (1), HubSpot's Email Signature Generator in email-signature-management (1), HubSpot's Smart CRM in customer-intelligence-and-data-science (1), HubSpot's built-in ABM tools in account-based-marketing-platforms (1), HubSpot's built-in AI deduplication in crm-data-quality-and-deduplication (1), HubSpot's built-in CI in conversation-intelligence (1), HubSpot's built-in routing in lead-routing-and-management (1), HubSpot's free Marketing Hub in ai-marketing-agents (1), HubSpot's free generator in email-signature-management (1), HubSpot's grader in competitive-intelligence (1), HubSpot's native duplicate management tool in crm-data-quality-and-deduplication (1), HubSpot's native interactive content in landing-pages-and-interactive-content (1), HubSpot's native tools in crm-data-quality-and-deduplication (1), HubSpot's own SMS in sms-and-whatsapp-marketing (1), HubSpot-native features in account-based-marketing-platforms (1), HubSpot’s Campaign Agent in ai-marketing-agents (1), HubSpot’s WhatsApp Connect in sms-and-whatsapp-marketing (1), HubSpot’s built-in CPQ/Revenue Hub in cpq (1), HubSpot’s free Sales Hub in sales-enablement-and-content (1), HubSpot’s free call tracking in call-tracking (1), Hulu Ads in video-advertising (1), Hunter Sequences in email-deliverability-and-testing (1), Husky Marketing Planner in marketing-resource-management (1), Hypefy in influencer-platforms (1), IAB Transparency and Consent Framework (TCF) in consent-and-privacy-management (1), IBA Global in sales-coaching-and-training (1), IBM Connections in community-platforms (1), IBM Data Management / IBM MDM stack in data-management-platforms (1), IBM DataStage in data-management-platforms (1), IBM Planning Analytics in territory-and-quota-planning (1), IBM Unica in marketing-resource-management (1), IBM Watson Customer Experience Analytics in customer-intelligence-and-data-science (1), IBM Watsonx.governance in data-clean-rooms (1), IP Defender in brand-protection (1), IPQS in click-fraud-protection (1), Icon Kitchen in app-store-optimization (1), IdeaProof in market-intelligence (1), If This Then That in ai-marketing-agents (1), IfByPhone in call-tracking (1), IgnitePOST in direct-mail-and-gifting (1), Illicit Trade in brand-protection (1), Illustrator in creative-automation (1), ImageKit Creative Automation in creative-automation (1), Impact Starter Edition in affiliate-and-partner-management (1), ImpersonAlly in brand-protection (1), Improvado's Retail Media Networks in retail-media-platforms (1), InMobi Choice (formerly Quantcast Choice) in consent-and-privacy-management (1), Inbound Community (formerly Comm100 Community) in community-platforms (1), Incentro in referral-and-partner-programs (1), Incognia in address-verification (1), IndieVivo in event-management-platforms (1), Indigitall in sms-and-whatsapp-marketing (1), Infinity Call Tracking in call-tracking (1), Infios Order Management in order-management-systems (1), Informatica Intelligent Data Management / Cloud suite in data-management-platforms (1), Informatica Intelligent Data Management Cloud IDMC in data-management-platforms (1), Informed.co in pricing-optimization (1), InsideSales.com (ISquared) in sales-engagement (1), Instabuilder in landing-pages-and-interactive-content (1), Instagram Insights in audience-and-consumer-insights (1), Instanly Copilot in ai-sdr-agents (1), Instantly Warmup in email-deliverability-and-testing (1), Intelius in address-verification (1), IntelligenceBank Marketing Planner in marketing-resource-management (1), Intelligent Reach in ecommerce-search-and-merchandising (1), Intempt Blu Super Agent in ai-marketing-agents (1), Intempt's Blu Super Agent in ai-marketing-agents (1), Intercom Guide in knowledge-base-and-self-service (1), Introw.io in partner-relationship-management (1), Intuit Mailchimp All-in-One Marketing Platform in marketing-automation (1), Invent in chatbots-and-conversational-ai-for-support (1), Inworld AI in ai-voice-agents (1), IrisAgent in contact-center-quality-assurance (1), Issabel in contact-center-quality-assurance (1), Iterable Nova in mobile-apps (1), IxDF in interactive-demo-platforms (1), Jasper’s Multi-channel Campaign Agent in ai-marketing-agents (1), Jeremy Miner / 7th Level (NEPQ) in sales-coaching-and-training (1), Jet Admin in knowledge-base-and-self-service (1), Jira SM in customer-support-helpdesk (1), Jobvite in referral-and-partner-programs (1), Jordan Belfort / Straight Line Persuasion in sales-coaching-and-training (1), Jotform Proposals in proposal-software (1), Joulica Amazon Connect Analytics in customer-intelligence-and-data-science (1), Journey Optimizer in customer-intelligence-and-data-science (1), Judge.me Awesome in review-and-reputation-management (1), JuicyAds in native-and-content-advertising (1), Jumpstart in referral-and-partner-programs (1), Junction (formerly Junction.io) in lead-routing-and-management (1), JustCall's AI Voice Agent in ai-voice-agents (1), KBRW in order-management-systems (1), KPMG in identity-resolution (1), Kadence International in content-marketing-platforms (1), Kaleyra in sms-and-whatsapp-marketing (1), Kandji in client-onboarding (1), KangaROI in value-selling-tools (1), Kantar's Realeyes in audience-and-consumer-insights (1), Kapwing in creative-automation (1), Kareo in meeting-scheduling (1), Kargo in programmatic-and-display-advertising (1), KeepSolid Sales Commission in sales-commissions-and-incentive-compensation (1), Keka in referral-and-partner-programs (1), Kestra in workflow-automation-and-ipaas (1), Keyword Tool in mobile-apps (1), Keyword Tool / ASO Desk in app-store-optimization (1), Kickback.ai in email-verification (1), Kickoff Labs in referral-and-partner-programs (1), Kidoz in mobile-apps (1), Kimble in client-onboarding (1), Kittl in creative-automation (1), Klapperz in event-management-platforms (1), Klaritics in product-analytics (1), Klaviyo Marketing Agent / Composer in ai-marketing-agents (1), Klavyio in sms-and-whatsapp-marketing (1), Kleene.ai in pricing-optimization (1), Klickly in click-fraud-protection (1), KlientBoost-style hybrid services in search-and-social-advertising-platforms (1), Knock.ai in conversational-marketing (1), Knockio in field-sales-tools (1), Knockios in field-sales-tools (1), Koala AI in content-marketing-platforms (1), KoalaChat in chatbots-and-conversational-ai-for-support (1), Kompassify in client-onboarding (1), Kontrol Media in attribution-mmm (1), Kore in ai-voice-agents (1), Krita in creative-automation (1), LLMclicks in ai-visibility-tracking (1), LOVO AI (Genny) in ai-voice-agents (1), LPagery in ai-visibility-tracking (1), Launchdeck Digital Sales Room in digital-sales-rooms (1), Laxis AI SDR in ai-sdr-agents (1), Layerre in creative-automation (1), Lead Concepts in direct-mail-and-gifting (1), Lead Conversion Complete in call-tracking (1), Lead Scrape in sales-intelligence-and-contact-data (1), Lead411 Spark in data-enrichment (1), LeadConnector in lead-routing-and-management (1), Leads 365 in lead-routing-and-management (1), Leaping AI in ai-voice-agents (1), Leaptree Optimize in contact-center-quality-assurance (1), LearnDash via WordPress in customer-education-and-lms (1), Learndown in customer-education-and-lms (1), Legistify in contract-lifecycle-management-and-e-signature (1), Lengreo in app-store-optimization (1), Lerno (AI-Powered) in customer-intelligence-and-data-science (1), Lessie AI in market-intelligence (1), Lessie.ai in sales-intelligence-and-contact-data (1), Lessons.ai in sales-enablement-and-content (1), LettuceMeet in meeting-scheduling (1), Level90 in revenue-intelligence-and-forecasting (1), LevelJump in sales-coaching-and-training (1), LevelLevel in website-governance-and-accessibility (1), LeveragPoint in value-selling-tools (1), Lifelayout in attribution-mmm (1), Lightspeed Retail in order-management-systems (1), Limelight Media LLC in sales-coaching-and-training (1), LinkedIn in competitive-intelligence (1), LinkedIn in in-app-messaging-and-customer-communications (1), LinkedIn Ads with Geotargeting in retail-proximity-and-iot-marketing (1), LinkedIn My Company in employee-advocacy (1), LinkedIn Native Scheduling in social-media-management (1), LinkedIn Posts in video-marketing-and-hosting (1), LinkedIn SSI / LinkedIn Elevate in employee-advocacy (1), LinkedIn Sponsored Video / LinkedIn Campaign Manager in video-advertising (1), LinkedIn's native Campaign Manager in search-and-social-advertising-platforms (1), Listings Co in local-listings-management (1), Listwise in local-listings-management (1), LiveRamp Data Collaboration Platform (formerly Habu) in data-clean-rooms (1), LiveRamp Data Collaboration Platform powered by Habu in data-clean-rooms (1), LiveRamp Holdings in identity-resolution (1), LiveRamp Identity in identity-resolution (1), LiveRamp RampID in programmatic-and-display-advertising (1), LiveRamp Relate in data-clean-rooms (1), Lob.com in address-verification (1), LocalViking in local-listings-management (1), Loganix in local-listings-management (1), Logicballs in value-selling-tools (1), Logik.ai in cpq (1), Lokad in pricing-optimization (1), Lokker in session-replay-and-heatmaps (1), Lokker in tag-management (1), Loopbell in data-warehouse-reverse-etl (1), Loqate Address Verification in address-verification (1), Loqate Verify in address-verification (1), Loqate by gbg in address-verification (1), Lumetra Accessibility Checker in website-governance-and-accessibility (1), Luminati in content-marketing-platforms (1), Luna in mobile-apps (1), Luru in ai-sdr-agents (1), MAP Policy Partners in brand-protection (1), MC2 Platform in data-clean-rooms (1), MEDDIC in value-selling-tools (1), MEDDIC Academy in sales-coaching-and-training (1), MEGA AI in search-and-social-advertising-platforms (1), MIT (Market Intelligence Team) - mit-ic.com in market-intelligence (1), MOBtexting in mobile-marketing-and-push (1), MRKT in market-intelligence (1), MX Group in print (1), Macy’s in retail-media-platforms (1), Madgemonkey in print (1), Madison Logic ABM in account-based-marketing-platforms (1), Madwire (Marketing 360) in search-and-social-advertising-platforms (1), Madwire / Marketing 360 in content-marketing-platforms (1), Mage.ai in data-warehouse-reverse-etl (1), Magic Signatures in email-signature-management (1), MailBrace in email-deliverability-and-testing (1), MailCleanup in email-verification (1), MailCon in sms-and-whatsapp-marketing (1), MailMagma in email-marketing (1), MailSig in email-signature-management (1), MailVeri in email-verification (1), Mailboxlayer in email-verification (1), Mailchimp Postcards in direct-mail-and-gifting (1), Mailchimp's free tier in ai-marketing-agents (1), Mailchimp's free tier in marketing-automation (1), Mailcon in mobile-marketing-and-push (1), Mailercloud Email Verifier in email-deliverability-and-testing (1), Mailforge.ai in email-deliverability-and-testing (1), Mailpost in direct-mail-and-gifting (1), Mailsprint in print (1), MainWP in website-governance-and-accessibility (1), Managed WordPress via WP Engine or WordPress VIP in marketing-cms (1), Manhattan Associates Active Order in order-management-systems (1), Manhattan OMS in order-management-systems (1), Mant Accessibility in website-governance-and-accessibility (1), ManyChat Essential in chatbots-and-conversational-ai-for-support (1), ManyReach in lead-routing-and-management (1), Mapotive in territory-and-quota-planning (1), Mapwize in retail-proximity-and-iot-marketing (1), Marcaria in brand-protection (1), Marcus Evans in webinar-virtual-events (1), Marinsphere in retail-media-platforms (1), MarketBridge in channel-partner-and-local-marketing (1), MarketStar in channel-partner-and-local-marketing (1), Marketminer in market-intelligence (1), MarketsandMarkets in market-intelligence (1), Marvion in marketing-resource-management (1), MatchLogic in crm-data-quality-and-deduplication (1), Matomo Community (self-hosted) in web-analytics (1), McKinsey in market-intelligence (1), Measurable in attribution-mmm (1), MediaVaunt in digital-asset-management (1), Mediavine in digital-asset-management (1), MeetJamie.ai in conversation-intelligence (1), Melissa Address Validation API in address-verification (1), Meltwater Consumer Insights in audience-and-consumer-insights (1), Meltwater GenAI Lens in ai-visibility-tracking (1), Mentimeter in customer-feedback-and-surveys (1), Mentions.so in ai-visibility-tracking (1), Mercado Libre in retail-media-platforms (1), Mergermarket in market-intelligence (1), Merkle's M1 Platform in identity-resolution (1), Merlin in chatbots-and-conversational-ai-for-support (1), Meso AI in ai-marketing-agents (1), Meta in web-analytics (1), Meta (Facebook) Ad Network in programmatic-and-display-advertising (1), Meta Ads - Facebook & Instagram in video-advertising (1), Meta Advantage+ Audience Solutions in data-clean-rooms (1), Meta Audience Manager (within Business Manager) in data-management-platforms (1), Meta Business Suite Audience Insights in audience-and-consumer-insights (1), Meta Business Suite Insights in audience-and-consumer-insights (1), Meta Messenger / Facebook Messenger in in-app-messaging-and-customer-communications (1), Meta Rights Manager in brand-protection (1), Meta's Audience Network in video-advertising (1), Meta's Muse for Small Business in ai-marketing-agents (1), Meta’s PET-based collaborations in data-clean-rooms (1), MetricStream in website-governance-and-accessibility (1), MiVoice Connect (formerly ShoreTel) in contact-center-platforms (1), MiVoice Office 250 in contact-center-platforms (1), Microsoft in ai-marketing-agents (1), Microsoft in crm-data-quality-and-deduplication (1), Microsoft in data-clean-rooms (1), Microsoft in data-management-platforms (1), Microsoft in email-signature-management (1), Microsoft in video-advertising (1), Microsoft Advertising Audience Ads in native-and-content-advertising (1), Microsoft Advertising Intelligence in search-and-social-advertising-platforms (1), Microsoft Azure in data-clean-rooms (1), Microsoft Azure in data-warehouse-reverse-etl (1), Microsoft Azure Data Clean Room in data-clean-rooms (1), Microsoft Azure Logic Apps in workflow-automation-and-ipaas (1), Microsoft Azure Purview + Azure Data Factory + SQL Server SSIS / Fabric in data-management-platforms (1), Microsoft Customer Data Platform in customer-data-platforms (1), Microsoft Discovery Bookshelf / Knowledge Bases in knowledge-base-and-self-service (1), Microsoft Dynamics 365 CPQ in cpq (1), Microsoft Dynamics 365 CRM in crm (1), Microsoft Dynamics 365 Communities in community-platforms (1), Microsoft Dynamics 365 PRM in partner-relationship-management (1), Microsoft Dynamics 365 assignment rules in lead-routing-and-management (1), Microsoft Invest DSP (formerly Xandr) in programmatic-and-display-advertising (1), Microsoft’s Fabric ecosystem in dashboards-and-data-visualization (1), MightyScout in influencer-platforms (1), Miller Heiman in sales-coaching-and-training (1), MillionPodcasts in audio-and-podcast-advertising (1), MinionAI in ai-marketing-agents (1), Mirage Analytics in session-replay-and-heatmaps (1), Mission365 in territory-and-quota-planning (1), Mitel MiCloud Connect in contact-center-platforms (1), Mitel MiVoice Connect (on-prem) in contact-center-platforms (1), Mnemonic AI in audience-and-consumer-insights (1), Mobiaso in app-store-optimization (1), MobileAction ASO Intelligence Pro in app-store-optimization (1), Mobionetwork / Mobipium in affiliate-and-partner-management (1), Modern Campus in website-governance-and-accessibility (1), Momentus Elite in event-management-platforms (1), Monday Work Management for marketing in marketing-resource-management (1), Monday.com MRM in marketing-resource-management (1), Mongo in crm-data-quality-and-deduplication (1), Mordor Intelligence in market-intelligence (1), Multiorders OMS in order-management-systems (1), Multiply in pricing-optimization (1), Multiply CPQ in cpq (1), MunchPackage in direct-mail-and-gifting (1), My Deal in ecommerce-platforms (1), MySigMail in email-signature-management (1), MyTrueIdentity in identity-resolution (1), NZSale in ecommerce-platforms (1), Namely in sales-commissions-and-incentive-compensation (1), National Reply Center in direct-mail-and-gifting (1), Native CRM Features (Salesforce/HubSpot built-in tools) in crm-data-quality-and-deduplication (1), Native CRM routing in lead-routing-and-management (1), Native LinkedIn advocacy tools in employee-advocacy (1), Native Outlook/Gmail signature tools in email-signature-management (1), Native Salesforce features such as Assignment Rules, Omni-Channel, and Flow in lead-routing-and-management (1), NativeAds in affiliate-and-partner-management (1), Neon CRM in crm (1), NetX in digital-asset-management (1), Netflix ad-tier in video-advertising (1), Nethris in order-management-systems (1), Network-Leads.com in lead-routing-and-management (1), Neustar Unified Identity in identity-resolution (1), Newswire in pr-and-media-monitoring (1), Nexmo (Vonage) in sms-and-whatsapp-marketing (1), NextDayFlyers in direct-mail-and-gifting (1), NextGrowthLabs in mobile-apps (1), NextRoll in retail-media-platforms (1), Nextadnet in affiliate-and-partner-management (1), Nextcloud Hub in digital-asset-management (1), Nielsen Catalina in attribution-mmm (1), Nielsen Gracenote in attribution-mmm (1), NinjaOutreach in influencer-platforms (1), NinjaPromo in ai-marketing-agents (1), Notion AI in ai-marketing-agents (1), Novigem in sales-gamification (1), NovoChat in sms-and-whatsapp-marketing (1), Novu in mobile-marketing-and-push (1), Nucleus in channel-partner-and-local-marketing (1), Nuxeo By Hyland in digital-asset-management (1), OBS Studio in event-management-platforms (1), OMniLeads in contact-center-quality-assurance (1), OWOX Analytics in attribution-mmm (1), Odoo CRM in crm (1), Odoo Enterprise Order Management in order-management-systems (1), Odoo Inventory in order-management-systems (1), Odoo PIM in product-information-management (1), Okara AI Agents in ai-marketing-agents (1), On Campus Marketing LLC in direct-mail-and-gifting (1), OnDMARC in email-deliverability-and-testing (1), Onboard in client-onboarding (1), OnboardIQ in client-onboarding (1), Onboardwerks in client-onboarding (1), OneTrust CMP in consent-and-privacy-management (1), OneView in programmatic-and-display-advertising (1), OneWelcome Identity Platform in identity-resolution (1), OnlineListingSolutions in local-listings-management (1), Op4G/Slice in customer-feedback-and-surveys (1), Open Creative Cloud in creative-automation (1), Open-source BI tools in dashboards-and-data-visualization (1), OpenAI Agent Builder in workflow-automation-and-ipaas (1), OpenAI's Atlas in ai-marketing-agents (1), OpenAnalyst in ai-marketing-agents (1), OpenOMS in order-management-systems (1), OpenText Contact Center Analytics in customer-intelligence-and-data-science (1), OpenText Web CMS in website-governance-and-accessibility (1), Openreferral.us in loyalty-advocacy-and-referrals (1), Opsfinite in brand-protection (1), Optable Collaborate in data-clean-rooms (1), Optimizely Web Optimization in tag-management (1), Optimizely's analytics in customer-intelligence-and-data-science (1), Optmyzr Social in search-and-social-advertising-platforms (1), Optro in website-governance-and-accessibility (1), Oracle in order-management-systems (1), Oracle in product-information-management (1), Oracle in tag-management (1), Oracle Business Intelligence in dashboards-and-data-visualization (1), Oracle CDK in data-management-platforms (1), Oracle Clean Room in data-clean-rooms (1), Oracle Cloud SPM in territory-and-quota-planning (1), Oracle Corporation in tag-management (1), Oracle Data Broker in identity-resolution (1), Oracle Database in data-management-platforms (1), Oracle Database/Cloud Solutions in data-management-platforms (1), Oracle Fusion Cloud Sales in field-sales-tools (1), Oracle MDM in product-information-management (1), Oracle Modern Data Platform in data-management-platforms (1), Oracle SOA Suite in workflow-automation-and-ipaas (1), Oracle Siebel Marketing in marketing-resource-management (1), Oracle marketing AI / Fusion / Eloqua in ai-marketing-agents (1), Oracle’s defunct BlueKai in data-management-platforms (1), Orbee in consent-and-privacy-management (1), Orbis Global in marketing-resource-management (1), Orchly AI in ai-visibility-tracking (1), Order.co in order-management-systems (1), OrderDynamics in order-management-systems (1), OrderStorm in order-management-systems (1), Ordermark in order-management-systems (1), Originality.ai in seo-content-optimization (1), Osano Fides in consent-and-privacy-management (1), Ours Privacy in session-replay-and-heatmaps (1), Outbrain now Outbrain Direct Response by Teads in native-and-content-advertising (1), Outcraft AI in ai-sdr-agents (1), Outrank in seo-content-optimization (1), Outreach Dialer in sales-dialers-and-calling (1), Outreach.ai in customer-intelligence-and-data-science (1), Overcast in audio-and-podcast-advertising (1), Owner.com in order-management-systems (1), Ozone in programmatic-and-display-advertising (1), Ozone Project in programmatic-and-display-advertising (1), Ozsale in ecommerce-platforms (1), PARTNER2B in partner-relationship-management (1), PAV – Postal Address Verification in address-verification (1), PFL - Printing For Less in print (1), PFL Direct Mail in print (1), PMG in retail-media-platforms (1), PRNewswire / Business Wire in pr-and-media-monitoring (1), Paddle.com in billing-and-subscription-management (1), PageSpeed Insights in seo-content-optimization (1), Pallet in sales-commissions-and-incentive-compensation (1), Paperless in digital-sales-rooms (1), Paradiso in customer-education-and-lms (1), Parse.ly in content-marketing-platforms (1), Partnac in referral-and-partner-programs (1), Partner Cloud in partner-relationship-management (1), Partner Insight in partner-relationship-management (1), PartnerFleet in channel-partner-and-local-marketing (1), PartnerPage (or PartnerStack's marketing features) in channel-partner-and-local-marketing (1), Partners-Profits in affiliate-and-partner-management (1), Patient Prism in call-tracking (1), PayClick in native-and-content-advertising (1), PayPal's subscription services in billing-and-subscription-management (1), Pencil AI in creative-automation (1), Pendo.io in digital-adoption-and-onboarding (1), Peppy Data Services in address-verification (1), Perceptis AI in rfp-response-software (1), Perfect Price in pricing-optimization (1), Performcb in mobile-apps (1), Periscope Data in dashboards-and-data-visualization (1), Periscope Price Optimization in pricing-optimization (1), Persana AI Nia in ai-sdr-agents (1), PersistIQ in sales-engagement (1), Petco in retail-media-platforms (1), PhoneWagon in call-tracking (1), PhotoShelter for Brands in digital-asset-management (1), Photoshop in creative-automation (1), Pickit in digital-asset-management (1), Pilgrim SDK in retail-proximity-and-iot-marketing (1), Pilot in interactive-demo-platforms (1), Pimcore DAM in digital-asset-management (1), Pingdom / StatusCake in website-governance-and-accessibility (1), Pinnacle in employee-advocacy (1), Pipedrive Lead Routing in lead-routing-and-management (1), Pipedrive Merge in crm-data-quality-and-deduplication (1), Pipedrive Sales Engagement in sales-engagement (1), Pipedrive's free tier in value-selling-tools (1), Pipedrive's merge in crm-data-quality-and-deduplication (1), Pipeline (ZoomInfo) Territory & Quota Planning in territory-and-quota-planning (1), Piwik in customer-intelligence-and-data-science (1), Piwik in web-analytics (1), Pixpa in marketing-cms (1), Placeable in local-listings-management (1), Placekey in address-verification (1), Plaid in address-verification (1), Plan2Win in territory-and-quota-planning (1), Platform Native Tools (Meta Ads Manager, Google Ads) in attribution-mmm (1), Playbook UI in interactive-demo-platforms (1), Plivo CX in customer-intelligence-and-data-science (1), Plum in direct-mail-and-gifting (1), Pocket Casts in audio-and-podcast-advertising (1), Pocketbit in partner-relationship-management (1), Podbean AI Platform in audio-and-podcast-advertising (1), Podseeker in audio-and-podcast-advertising (1), Podtrac in audio-and-podcast-advertising (1), Points.com in loyalty-advocacy-and-referrals (1), PopeTech in website-governance-and-accessibility (1), PostGrid Address Validation API in address-verification (1), PostGrid Print & Mail in print (1), PostGrid Print Mail API in print (1), PostUp in employee-advocacy (1), PostageApp in direct-mail-and-gifting (1), Postal.ai in direct-mail-and-gifting (1), Postalocity in print (1), Postgres on Neon / Supabase / Cloud SQL in data-warehouse-reverse-etl (1), Postio in address-verification (1), Postive in employee-advocacy (1), PowerInquiry in click-fraud-protection (1), Predis in search-and-social-advertising-platforms (1), Prehired in sales-coaching-and-training (1), Presence in ai-voice-agents (1), Preuve AI in market-intelligence (1), Price f(x) in cpq (1), PriceFx CPQ in cpq (1), PriceSmurf in pricing-optimization (1), Pricefx CPQ Software in pricing-optimization (1), Priceva in pricing-optimization (1), Print.one in print (1), PrintNanny in print (1), ProPricer in cpq (1), ProProfs Survey in customer-feedback-and-surveys (1), ProRankTrackr in ai-visibility-tracking (1), ProfitSence in video-advertising (1), Profound Agents in ai-marketing-agents (1), Promofit B.V. in direct-mail-and-gifting (1), Proof MMM in attribution-mmm (1), Propensity ABM in account-based-marketing-platforms (1), ProposalKit / Proposal Central in rfp-response-software (1), ProposalPro in rfp-response-software (1), Proshort in revenue-intelligence-and-forecasting (1), Prospect CRM in crm (1), ProspectBase in audio-and-podcast-advertising (1), ProsperStack in cpq (1), ProvenExpert in review-and-reputation-management (1), Proximity Kit / DIY Solutions in retail-proximity-and-iot-marketing (1), Proxycity in data-enrichment (1), Publicis Media in programmatic-and-display-advertising (1), Publishing.com in sales-coaching-and-training (1), Pulse (usepulse.ai) in review-and-reputation-management (1), Pump Cloud in pricing-optimization (1), Puppeteer-based tools in sms-and-whatsapp-marketing (1), PureLingo in retail-proximity-and-iot-marketing (1), Push.io in retail-proximity-and-iot-marketing (1), PushAssist in mobile-marketing-and-push (1), Pusher Channels in in-app-messaging-and-customer-communications (1), PwC in identity-resolution (1), Pypestream in territory-and-quota-planning (1), QNAP Helpdesk in customer-support-helpdesk (1), QnA Maker in knowledge-base-and-self-service (1), Qore (formerly Qore SPM) in territory-and-quota-planning (1), Qorus in value-selling-tools (1), Qoruz in influencer-platforms (1), Qstream in sales-gamification (1), Quack in sales-dialers-and-calling (1), QualiBe in website-governance-and-accessibility (1), Qualtrics CoreXM in audience-and-consumer-insights (1), Quetra in attribution-mmm (1), QuickAds in creative-automation (1), QuickBooks in order-management-systems (1), QuickCapture in event-lead-capture (1), QuickEnrich in data-enrichment (1), Quill in audio-and-podcast-advertising (1), Qume (formerly ProposalFlow) in proposal-software (1), Quo (formerly OpenPhone) Sona in ai-voice-agents (1), Quora for Business in native-and-content-advertising (1), Quorum Grassroots in loyalty-advocacy-and-referrals (1), REVE Chat in chatbots-and-conversational-ai-for-support (1), RFP.co in rfp-response-software (1), RFP360.AI in rfp-response-software (1), RFPMonkey in rfp-response-software (1), RGI (HG Insights) in market-intelligence (1), ROI Selling - ValueNavigator in value-selling-tools (1), ROI-Calc.com in value-selling-tools (1), RRelevateAI in print (1), RUN Powered by ADP in client-onboarding (1), RabbitHQ in print (1), Radial in order-management-systems (1), Radiotopia in audio-and-podcast-advertising (1), Rafflebox in event-lead-capture (1), Raft Labs in chatbots-and-conversational-ai-for-support (1), Rakuten Viber Messenger in in-app-messaging-and-customer-communications (1), Rallyware in sales-gamification (1), RampID in identity-resolution (1), Rank Math SEO in ecommerce-marketing (1), Ranklytics in seo-content-optimization (1), Rannkly in review-and-reputation-management (1), Raptive (formerly AdThrive) in native-and-content-advertising (1), Raven Software in address-verification (1), ReadyTech in customer-education-and-lms (1), Rebuy in experimentation-and-personalization (1), Recharge Subscriptions in billing-and-subscription-management (1), Recombee in ecommerce-search-and-merchandising (1), Recorded Future – Domain Protection in brand-protection (1), Recruiter.com in referral-and-partner-programs (1), Red Sift in email-deliverability-and-testing (1), Ree Services in order-management-systems (1), Referral Candy in referral-and-partner-programs (1), ReferralExchange in referral-and-partner-programs (1), ReferralFactory in loyalty-advocacy-and-referrals (1), ReferralMagic in referral-and-partner-programs (1), Referrals Trade in loyalty-advocacy-and-referrals (1), Referrals.com in referral-and-partner-programs (1), Referri in referral-and-partner-programs (1), Relay in ai-marketing-agents (1), Relevanz in ecommerce-search-and-merchandising (1), Remesh in audience-and-consumer-insights (1), RepMove Flex in field-sales-tools (1), RepX in conversational-marketing (1), RepZio in field-sales-tools (1), RepairLink in product-information-management (1), Repertoire AI in territory-and-quota-planning (1), Replay in sales-coaching-and-training (1), Replicon in sales-commissions-and-incentive-compensation (1), Reply's Jason AI in ai-sdr-agents (1), RepricerExpress Express in pricing-optimization (1), RequestFX in rfp-response-software (1), ResellerRatings in review-and-reputation-management (1), Resolver in brand-protection (1), Respondus in interactive-demo-platforms (1), Rev in conversation-intelligence (1), RevealAB in email-verification (1), ReviewAccelerationFX in review-and-reputation-management (1), ReviewVio/Dandy in review-and-reputation-management (1), Revium in value-selling-tools (1), Revver (formerly eFileCabinet) in proposal-software (1), Rezolve Point SDK in retail-proximity-and-iot-marketing (1), Rezora IO in ai-voice-agents (1), Rhythm in print (1), RingCentral ACE in sales-coaching-and-training (1), RingCentral DNA / Guided Selling in sales-engagement (1), RingCentral Engage in contact-center-platforms (1), RingCentral’s AI Conversation Expert (ACE) and Customer Engagement Bundle in customer-success-platforms (1), Ringer in call-tracking (1), RiskRecon (Mastercard) in brand-protection (1), RivalSignal in competitive-intelligence (1), Rivet in customer-intelligence-and-data-science (1), Rivo Loyalty & Referrals in referral-and-partner-programs (1), RocketSDR in ai-sdr-agents (1), RoundRobin in lead-routing-and-management (1), Route Mobile in sms-and-whatsapp-marketing (1), RouteSavvy in field-sales-tools (1), RouteXL in field-sales-tools (1), Royaltie (Royaltie Gem) in retail-proximity-and-iot-marketing (1), RudderStack Core Data Pipeline in identity-resolution (1), Run The World in webinar-virtual-events (1), Runway in creative-automation (1), RunwayML in creative-automation (1), Ruuf in retail-proximity-and-iot-marketing (1), Ryviu in review-and-reputation-management (1), SAP in channel-partner-and-local-marketing (1), SAP in data-management-platforms (1), SAP in ecommerce-marketing (1), SAP in field-sales-tools (1), SAP in marketing-resource-management (1), SAP Business Intelligence in dashboards-and-data-visualization (1), SAP Commerce (Hybris) in order-management-systems (1), SAP Commerce Cloud Product Content Management in product-information-management (1), SAP Hybris Pricing in pricing-optimization (1), SAP Integrated Business Planning (IBP) for Sales in territory-and-quota-planning (1), SAP Lumira Discovery in dashboards-and-data-visualization (1), SAP add-on for intelligent project or proposal pricing in pricing-optimization (1), SC Conjured Referrals in referral-and-partner-programs (1), SC Training by 360Learning in sales-coaching-and-training (1), SEMrush Free Plan in market-intelligence (1), SEMrush Free Version in competitive-intelligence (1), SEMrush Local Toolkit in local-listings-management (1), SEO Tools Agency in seo-content-optimization (1), SEOToolAdda (Group Buy Tools) in seo-content-optimization (1), SEObolt in seo-content-optimization (1), SEObot in seo-content-optimization (1), SEnuke TNG in marketing-automation (1), SMART CRM in crm (1), SMF in community-platforms (1), SMMSEM in social-media-management (1), SMS in in-app-messaging-and-customer-communications (1), SMS / Standard SMS-Based Messaging in in-app-messaging-and-customer-communications (1), SMS/Global in mobile-marketing-and-push (1), SMS/MMS (Standard Texting) in in-app-messaging-and-customer-communications (1), SMS8 in mobile-marketing-and-push (1), SMTP.com Reputation Defense in email-deliverability-and-testing (1), SPIN in value-selling-tools (1), SPIN Selling in sales-coaching-and-training (1), SP_CE Partner Portal in partner-relationship-management (1), SQM CX Quality / my.SQM Auto QA in contact-center-quality-assurance (1), SURBL in email-deliverability-and-testing (1), SXM Media in audio-and-podcast-advertising (1), SaaSHero in account-based-marketing-platforms (1), SaaSify in field-sales-tools (1), SaaSquatch by impact.com in loyalty-advocacy-and-referrals (1), SaaStock in value-selling-tools (1), Saasyto.com in sms-and-whatsapp-marketing (1), SafeADS in click-fraud-protection (1), Sage in order-management-systems (1), Sage SPM in territory-and-quota-planning (1), Sales Dialers Pro in sales-dialers-and-calling (1), Sales Engagement Software in sales-engagement (1), Sales Gamification.io in sales-gamification (1), Sales Gravy University in sales-coaching-and-training (1), Sales Igniters in sales-coaching-and-training (1), Sales Navigator in field-sales-tools (1), SalesDialers.com / ProspectBoss in sales-dialers-and-calling (1), SalesHive in sales-engagement (1), SalesMonk in ai-sdr-agents (1), SalesOS in sales-gamification (1), SalesQube in territory-and-quota-planning (1), SalesRover in sales-coaching-and-training (1), SalesTable in sales-coaching-and-training (1), Salesforce in audience-and-consumer-insights (1), Salesforce in channel-partner-and-local-marketing (1), Salesforce in client-onboarding (1), Salesforce in digital-sales-rooms (1), Salesforce in ecommerce-search-and-merchandising (1), Salesforce in experimentation-and-personalization (1), Salesforce in in-app-messaging-and-customer-communications (1), Salesforce in market-intelligence (1), Salesforce in mobile-marketing-and-push (1), Salesforce in product-information-management (1), Salesforce in sales-intelligence-and-contact-data (1), Salesforce in tag-management (1), Salesforce (Data Cloud/Einstein Analytics) in customer-intelligence-and-data-science (1), Salesforce (Einstein) in email-deliverability-and-testing (1), Salesforce (Sales Cloud / Field Service) in field-sales-tools (1), Salesforce (Sales Cloud/Agentforce) in field-sales-tools (1), Salesforce (with Einstein Analytics) in customer-intelligence-and-data-science (1), Salesforce + Pardot in content-marketing-platforms (1), Salesforce AppExchange partner ecosystem tools in referral-and-partner-programs (1), Salesforce B2C Commerce (SFCC) native search in ecommerce-search-and-merchandising (1), Salesforce CMM modules in channel-partner-and-local-marketing (1), Salesforce Call Coach / Einstein Voice Capture in conversation-intelligence (1), Salesforce Commission tools (legacy/unsupported apps) in sales-commissions-and-incentive-compensation (1), Salesforce Content in sales-enablement-and-content (1), Salesforce Customer 360 Identity in identity-resolution (1), Salesforce Customer Analytics (Tableau CRM Analytics) in customer-intelligence-and-data-science (1), Salesforce Data Cloud Clean Rooms in data-clean-rooms (1), Salesforce Data Cloud DCR in data-clean-rooms (1), Salesforce Essentials in value-selling-tools (1), Salesforce Experience Cloud Customer Community in community-platforms (1), Salesforce Field Service Lightning in field-sales-tools (1), Salesforce High Velocity Sales in sales-dialers-and-calling (1), Salesforce Inbox in sales-engagement (1), Salesforce Incentive Compensation Management in sales-commissions-and-incentive-compensation (1), Salesforce Intelligence in audience-and-consumer-insights (1), Salesforce Journey Builder in customer-intelligence-and-data-science (1), Salesforce Lead Routing in lead-routing-and-management (1), Salesforce LeadScore (by Seismic) in lead-routing-and-management (1), Salesforce Learning Cloud in customer-education-and-lms (1), Salesforce MCAE/Pardot in marketing-automation (1), Salesforce Marketing Cloud Account Engagement, formerly Pardot in marketing-automation (1), Salesforce Marketing Cloud Advertising (Advertising Studio) in data-management-platforms (1), Salesforce Marketing Cloud or Account Engagement in marketing-automation (1), Salesforce Mobile App (for field reps) in field-sales-tools (1), Salesforce Mobile Studio in sms-and-whatsapp-marketing (1), Salesforce Native Lead Assignment in lead-routing-and-management (1), Salesforce Outplay in ai-sdr-agents (1), Salesforce PRM Cloud in partner-relationship-management (1), Salesforce Partner Community Cloud in channel-partner-and-local-marketing (1), Salesforce RI in revenue-intelligence-and-forecasting (1), Salesforce ReferenceEdge in loyalty-advocacy-and-referrals (1), Salesforce Revenue Accelerator in sales-gamification (1), Salesforce Revenue Cloud CPQ in cpq (1), Salesforce SPM in territory-and-quota-planning (1), Salesforce Voice in contact-center-platforms (1), Salesforce native data quality features in crm-data-quality-and-deduplication (1), Salesforce native territory management in territory-and-quota-planning (1), Salesforce reports in sales-gamification (1), Salesforce/Agentforce Service in contact-center-quality-assurance (1), Salesgear in sales-engagement (1), Salesio in territory-and-quota-planning (1), Salesloft AI Chat (with 1mind / Drift technology) in conversational-marketing (1), Salesloft Conversation in conversation-intelligence (1), Salesloft Conversational Intelligence in sales-coaching-and-training (1), Salesloft with Clari Forecast in revenue-intelligence-and-forecasting (1), Salesloft – now Salesloft-Clari in sales-engagement (1), Samsung Ads / TV Plus in video-advertising (1), Sana Learn in sales-coaching-and-training (1), Sandler Submarine in value-selling-tools (1), Sapling in sales-commissions-and-incentive-compensation (1), Savvy.com in meeting-scheduling (1), Scan2Lead in event-lead-capture (1), ScanBizCards in event-lead-capture (1), Scenariis in territory-and-quota-planning (1), Screen Studio in interactive-demo-platforms (1), ScreenCloud in retail-proximity-and-iot-marketing (1), Scribus in content-marketing-platforms (1), Scrubby in email-verification (1), Seal Software in contract-lifecycle-management-and-e-signature (1), Seamless AI in sales-intelligence-and-contact-data (1), SeamlessChat in lead-routing-and-management (1), SearchAtlas in seo-content-optimization (1), SecureScale in data-clean-rooms (1), Seismic, including Highspot in sales-enablement-and-content (1), Seller Snap in pricing-optimization (1), Selligent in mobile-marketing-and-push (1), Semrush Content Marketing Toolkit in content-marketing-platforms (1), Semrush Free Tier in competitive-intelligence (1), Semrush Local Listing Management in local-listings-management (1), Semrush's Market Explorer in audience-and-consumer-insights (1), Semrush's free checker in ai-visibility-tracking (1), Send Jim in print (1), Sendvo in print (1), Sense in contact-center-quality-assurance (1), Servetel in contact-center-platforms (1), Shared Audiences in retail-proximity-and-iot-marketing (1), Sharefile in sales-enablement-and-content (1), ShipAccel in order-management-systems (1), Shogun A/B tools in experimentation-and-personalization (1), ShopRite in retail-media-platforms (1), Shopify Analytics in customer-intelligence-and-data-science (1), Shopify Order Management in order-management-systems (1), Shopify Plus with B2B Features in ecommerce-marketing (1), Shopify Stocky in order-management-systems (1), Shopify native Search & Discovery in ecommerce-search-and-merchandising (1), Shopify's Default Search Engine in ecommerce-search-and-merchandising (1), Shopify's basic admin backend in order-management-systems (1), Shopify's ecosystem in retail-media-platforms (1), Shopify's native builder in landing-pages-and-interactive-content (1), Shopify's native catalog management in product-information-management (1), Shopify-native apps in affiliate-and-partner-management (1), Shoutcart.com in influencer-platforms (1), Show Pass in event-lead-capture (1), Shown.io in search-and-social-advertising-platforms (1), Showpass in event-lead-capture (1), Sider.ai in chatbots-and-conversational-ai-for-support (1), Siemens’ TagCommander in tag-management (1), Sigbooster in email-signature-management (1), SignOff in email-signature-management (1), Signal Customer Intelligence Platform (Legacy) in tag-management (1), Signal Digital in tag-management (1), Signal Tag Manager (formerly BrightTag) in tag-management (1), Signaturely in email-signature-management (1), Signatures365 in email-signature-management (1), SimilarWeb Free Extension in competitive-intelligence (1), SimplePrint in print (1), SimpleVerifier in email-verification (1), Simplicate in client-onboarding (1), Simplified’s marketing agent, Riley in ai-marketing-agents (1), Sin in mobile-marketing-and-push (1), Sinch Engagement in mobile-marketing-and-push (1), Sintra in ai-marketing-agents (1), Sintra AI in ai-marketing-agents (1), SiteBuilder in landing-pages-and-interactive-content (1), SiteCockpit in website-governance-and-accessibility (1), SiteZeus in retail-proximity-and-iot-marketing (1), Sitecore Digital Experience Platform (DXP) in content-marketing-platforms (1), Siteimprove Quality Assurance in website-governance-and-accessibility (1), Sizmek in creative-automation (1), Skillshare in customer-education-and-lms (1), SkuVault in order-management-systems (1), SkyBlazer in crm-data-quality-and-deduplication (1), Slate HQ in ai-visibility-tracking (1), SlickTexting in mobile-marketing-and-push (1), Small SEO Tools in seo-content-optimization (1), Smarsh in conversation-intelligence (1), Smart Coach in sales-coaching-and-training (1), SmartCue in interactive-demo-platforms (1), SmartDX in identity-resolution (1), SmartDocs in rfp-response-software (1), SmartNews in web-analytics (1), SmarterQueue in social-media-management (1), Smarty Address Verification in address-verification (1), SmmRaja in social-media-management (1), Snail.com in direct-mail-and-gifting (1), SnapAddress in address-verification (1), SnitchFeed in competitive-intelligence (1), Snowflake DCR in data-clean-rooms (1), Snowflake Identity in identity-resolution (1), Snowflake Secure Data Sharing in data-clean-rooms (1), Snowflake’s Legacy Provider and Consumer Clean Rooms in data-clean-rooms (1), Sobot Voicebot in ai-voice-agents (1), Social+ in community-platforms (1), SocialChamp / EveryoneSocial in employee-advocacy (1), SocialOomph in social-media-management (1), Socious in employee-advocacy (1), Soda Core in crm-data-quality-and-deduplication (1), Software Advice in market-intelligence (1), SolarEngine in mobile-apps (1), Solutionreach in conversational-marketing (1), SourceScrub in market-intelligence (1), Soworker in employee-advocacy (1), SpamAd in click-fraud-protection (1), Spamcheck by Postmark in email-deliverability-and-testing (1), Spamhaus in email-deliverability-and-testing (1), Spara in conversational-marketing (1), SpotX (now part of Paramount) in video-advertising (1), Spotify Ad Manager in audio-and-podcast-advertising (1), Spotify for Creators in audio-and-podcast-advertising (1), Spotware in programmatic-and-display-advertising (1), Spreadsheet-heavy "tools" (e.g., ad-hoc Excel/Sheets formulas) in sales-commissions-and-incentive-compensation (1), Sprites.ai in ai-marketing-agents (1), Sprout Social Amplify in employee-advocacy (1), Sprout's Employee Advocacy in employee-advocacy (1), SproutVideo Seed in video-marketing-and-hosting (1), Sproutcore in channel-partner-and-local-marketing (1), Sprykur in ecommerce-marketing (1), SquadStack AI in ai-voice-agents (1), Stack AI / Voiceflow in chatbots-and-conversational-ai-for-support (1), Staircase AI in customer-success-platforms (1), Standard SMS/MMS/RCS in in-app-messaging-and-customer-communications (1), Starred BI in data-warehouse-reverse-etl (1), Stayly and Stayly Academy in sales-coaching-and-training (1), Stealth/Hidden Call Recorders (e.g., untrusted third-party APKs or "Spy" apps) in conversation-intelligence (1), Stency in knowledge-base-and-self-service (1), Stepshots in interactive-demo-platforms (1), Stitch Labs in order-management-systems (1), Storesight in retail-proximity-and-iot-marketing (1), Strategex in market-intelligence (1), Stride in sales-gamification (1), StrikeIron in address-verification (1), Strikingly in landing-pages-and-interactive-content (1), Stripe Payment Links in event-management-platforms (1), StubHub in event-management-platforms (1), Sucuri in click-fraud-protection (1), Sudo in website-governance-and-accessibility (1), Sugarwish in direct-mail-and-gifting (1), SuperAGI Marketing (formerly Contlo) in ecommerce-marketing (1), Superagi in sales-dialers-and-calling (1), Supermetrics Campaign Agents in ai-marketing-agents (1), Supermetrics Data Platform in data-warehouse-reverse-etl (1), Surefire CRM in crm (1), SurveyMonkey LaunchPad/Audience in audience-and-consumer-insights (1), SurveyWorld in customer-feedback-and-surveys (1), Surveytime.io in customer-feedback-and-surveys (1), Survio in customer-feedback-and-surveys (1), Sway Cloud in employee-advocacy (1), Sweetspot in rfp-response-software (1), Swiftly in retail-media-platforms (1), SynapCity in local-listings-management (1), Syniti in product-information-management (1), Synthesized in website-governance-and-accessibility (1), Syseverse in data-clean-rooms (1), TMX Visibility in ai-visibility-tracking (1), TPGi ARC Platform in website-governance-and-accessibility (1), Tag Companion in tag-management (1), Takedown in brand-protection (1), Talend Data Fabric in data-management-platforms (1), Talend Data Fabric / Talend Open Studio in data-management-platforms (1), Talentech in referral-and-partner-programs (1), Talentium in attribution-mmm (1), Talkdesk AI in ai-voice-agents (1), Talkyard in community-platforms (1), TapClicks in customer-intelligence-and-data-science (1), TapClicks in marketing-resource-management (1), TapTalk.io in in-app-messaging-and-customer-communications (1), TapeACall in conversation-intelligence (1), Targeleon in affiliate-and-partner-management (1), Targeto in data-clean-rooms (1), Teachable-style generic course platforms in customer-education-and-lms (1), Tealbook in identity-resolution (1), Tealium EventStream in tag-management (1), Team Engine in referral-and-partner-programs (1), Teamhood in marketing-resource-management (1), Teams live events in webinar-virtual-events (1), Telesign in audience-and-consumer-insights (1), Telligent (now part of Verint) in community-platforms (1), Tenderos in rfp-response-software (1), Tensocom in address-verification (1), TerrAlign in territory-and-quota-planning (1), Tesco in retail-media-platforms (1), TextExpander in sales-enablement-and-content (1), Textexpander in email-signature-management (1), Thalamus in rfp-response-software (1), Thales in data-clean-rooms (1), The AD Leaf Marketing Firm in search-and-social-advertising-platforms (1), The ARC Toolkit from TPGi in website-governance-and-accessibility (1), The CMO Club in video-advertising (1), The Home Depot (Orange Apron Media) in retail-media-platforms (1), The Home Depot Media Network in retail-media-platforms (1), The Level.ai in conversation-intelligence (1), The Trade Desk's Galileo in data-clean-rooms (1), TheBrief.ai in creative-automation (1), Theneo in knowledge-base-and-self-service (1), Third Bridge in market-intelligence (1), ThirdChannel in retail-proximity-and-iot-marketing (1), Thomson CompuMark in brand-protection (1), Thomson Reuters CoCounsel in contract-lifecycle-management-and-e-signature (1), Throne in direct-mail-and-gifting (1), TicketTailor in event-management-platforms (1), TikTok Advertising in video-advertising (1), TikTok Clean Room in data-clean-rooms (1), TikTok Creator Center in audience-and-consumer-insights (1), TikTok's Audience Network in video-advertising (1), TimeTap in meeting-scheduling (1), TimelinesAI in sms-and-whatsapp-marketing (1), Tinggly in direct-mail-and-gifting (1), Tipalti in sales-commissions-and-incentive-compensation (1), TixFox in event-management-platforms (1), Tnt1 in loyalty-advocacy-and-referrals (1), Toky in sales-dialers-and-calling (1), Tomba.io in data-enrichment (1), Tone in ai-voice-agents (1), Tony Robbins (Robbins Research International) in sales-coaching-and-training (1), Torch in digital-adoption-and-onboarding (1), Toro in territory-and-quota-planning (1), Total Expert in customer-intelligence-and-data-science (1), Tout in native-and-content-advertising (1), Townhall in event-management-platforms (1), Tracer.ai in brand-protection (1), TrackDrive in call-tracking (1), TrackStreet in brand-protection (1), Trackier in affiliate-and-partner-management (1), TrackoField in field-sales-tools (1), Tracksuit in brand-protection (1), Traction in client-onboarding (1), Trade Flow Leads in lead-routing-and-management (1), TradeTracker in affiliate-and-partner-management (1), Tradeling Group in retail-media-platforms (1), Trademark Elite in brand-protection (1), Trademark Engine in brand-protection (1), Tradogram in rfp-response-software (1), Traffic and Funnels / The Sales Mentor in sales-coaching-and-training (1), TrafficGuard Shield in click-fraud-protection (1), Trailhead in sales-coaching-and-training (1), Trainerize in customer-education-and-lms (1), TransUnion Neustar in identity-resolution (1), Transparency Market Research in market-intelligence (1), TrendyIgPanel in social-media-management (1), Trengo in sms-and-whatsapp-marketing (1), Tribul/Rocket.Chat in community-platforms (1), TripleWhale in attribution-mmm (1), TruAudience in identity-resolution (1), TruInsight in community-platforms (1), TrueProfit in attribution-mmm (1), TrustSpot in review-and-reputation-management (1), TrustX in programmatic-and-display-advertising (1), TruthFinder in address-verification (1), Truthset in audience-and-consumer-insights (1), TuneIn in audio-and-podcast-advertising (1), TuneIn Ads in audio-and-podcast-advertising (1), Turnitin AI Detector in seo-content-optimization (1), Twig in chatbots-and-conversational-ai-for-support (1), Twilio in tag-management (1), Twilio Conversation Intelligence in conversation-intelligence (1), Twilio Inc. in in-app-messaging-and-customer-communications (1), Twilio SDK in in-app-messaging-and-customer-communications (1), Twilio Verify in address-verification (1), Twilio-based setups in call-tracking (1), Twilio_Sms_Messaging in sms-and-whatsapp-marketing (1), Twitter Analytics (X) in audience-and-consumer-insights (1), TxtImpact in sms-and-whatsapp-marketing (1), Tyson Group in sales-coaching-and-training (1), U.S. Census Bureau or BLS data in audience-and-consumer-insights (1), UChat in chatbots-and-conversational-ai-for-support (1), UChat in conversational-marketing (1), UJET in contact-center-platforms (1), URIBL in email-deliverability-and-testing (1), USPS Address APIs (Official) in address-verification (1), USPS Address Verification API in address-verification (1), USPS Addresses 3.0 AP in address-verification (1), USPS Free Tool in address-verification (1), USPS-based tools / USPS validation in address-verification (1), Ucraft in landing-pages-and-interactive-content (1), Ulta in retail-media-platforms (1), Ulta Beauty (UB Media) in retail-media-platforms (1), Umami Cloud in web-analytics (1), Umbraco Uno in marketing-cms (1), Ungerboeck (rebranded as Momentus Technologies) in event-management-platforms (1), Unified ID 2.0 in identity-resolution (1), Unity Catalog in data-management-platforms (1), Unleashed Inventory in order-management-systems (1), Unspam Email Verifier in email-verification (1), Upland Mobile Commons in sms-and-whatsapp-marketing (1), Urbanite in mobile-marketing-and-push (1), Usabilla (by SurveyMonkey) in customer-feedback-and-surveys (1), UseBouncer in email-verification (1), V12 Promotions in retail-proximity-and-iot-marketing (1), VPlayed in video-marketing-and-hosting (1), VWO Testing in experimentation-and-personalization (1), VWO – Visual Website Optimizer in experimentation-and-personalization (1), Valley in ai-sdr-agents (1), Value Visualizer in value-selling-tools (1), ValueSelling Associates’ eValuePrompter in value-selling-tools (1), ValueSelling’s eValuePrompter in value-selling-tools (1), Variable.io in sales-commissions-and-incentive-compensation (1), Vectaury in consent-and-privacy-management (1), Vector Marketing in sales-coaching-and-training (1), Vedain in lead-routing-and-management (1), Vencio in territory-and-quota-planning (1), Vendr in cpq (1), Vendr in pricing-optimization (1), Venn.cloud in data-clean-rooms (1), Venngage AI Proposal Generator in proposal-software (1), Venntel in customer-intelligence-and-data-science (1), Vepler in address-verification (1), Verifio in email-verification (1), Verifly in email-verification (1), Vertical Response in email-marketing (1), ViB in native-and-content-advertising (1), Viber in in-app-messaging-and-customer-communications (1), VidMob in video-advertising (1), VideoCloud (Brightcove) in video-marketing-and-hosting (1), Vimeo Ads in video-advertising (1), Vimeo Create in creative-automation (1), Viral Nation in influencer-platforms (1), Virtocommerce Pricing Engine in pricing-optimization (1), Virtual PRO (formerly Hubilo) in webinar-virtual-events (1), Virtual Summits in webinar-virtual-events (1), Vision Solution Marketing in sales-coaching-and-training (1), Vivantio in knowledge-base-and-self-service (1), Vocalink in contact-center-quality-assurance (1), Vocode in ai-voice-agents (1), Vocus in channel-partner-and-local-marketing (1), Voiado in retail-media-platforms (1), Voluum in click-fraud-protection (1), Vonage (Nexmo) Messages API in mobile-marketing-and-push (1), Vonage APIs in contact-center-platforms (1), Vonage Business Communications in contact-center-platforms (1), Vouch in employee-advocacy (1), Voyado's Retail Media Software in retail-media-platforms (1), Voyc.ai in conversation-intelligence (1), Vozah in sales-coaching-and-training (1), Vue.ai in ecommerce-search-and-merchandising (1), Vymo in field-sales-tools (1), WA-Online in sms-and-whatsapp-marketing (1), WA-Web in sms-and-whatsapp-marketing (1), WAppblaster in sms-and-whatsapp-marketing (1), WCAGsafe in website-governance-and-accessibility (1), WPLoyalty in loyalty-advocacy-and-referrals (1), Walled-garden CTV platforms in video-advertising (1), Warrior Forum (WSO Marketplace) in affiliate-and-partner-management (1), Waterfall.io in sales-engagement (1), Watson in ai-voice-agents (1), Wavve in audio-and-podcast-advertising (1), Waze Ads in retail-proximity-and-iot-marketing (1), Wazo in contact-center-quality-assurance (1), We Love Customers in loyalty-advocacy-and-referrals (1), Web Accessibility (formerly Ally) in website-governance-and-accessibility (1), WebAIM – WAVE in website-governance-and-accessibility (1), WebPromo in web-analytics (1), Webcasts.com in webinar-virtual-events (1), Webex Suite in webinar-virtual-events (1), Webflow CMS in marketing-cms (1), Webinar.gg in webinar-virtual-events (1), Wellows ChatGPT Visibility Tracker in ai-visibility-tracking (1), Whale WA Sender in sms-and-whatsapp-marketing (1), Whapi in sms-and-whatsapp-marketing (1), Whatfix Product Analytics in product-analytics (1), WhatsApp Bulk Sender in sms-and-whatsapp-marketing (1), WhatsApp Business groups in customer-support-helpdesk (1), Whitespace in local-listings-management (1), Who's Mailing What! in direct-mail-and-gifting (1), Whoisvisiting in session-replay-and-heatmaps (1), Wibbitz in creative-automation (1), WideNarrow in competitive-intelligence (1), Widewail in local-listings-management (1), WildJar in call-tracking (1), William (by StoryChief) in ai-marketing-agents (1), WinOMS in order-management-systems (1), WinShuttle in crm-data-quality-and-deduplication (1), Windmill in workflow-automation-and-ipaas (1), Winshuttle in product-information-management (1), Winston AI in seo-content-optimization (1), Wix Core in ecommerce-platforms (1), Wix free tier in landing-pages-and-interactive-content (1), Wodup in email-signature-management (1), WooCommerce Native Tools in order-management-systems (1), WooRank in seo-content-optimization (1), WorQ in lead-routing-and-management (1), WordPress Event Manager in event-management-platforms (1), WordPress with BuddyPress/Members in community-platforms (1), WordPress with Yoast SEO in content-marketing-platforms (1), WordPress-based landing page builders/plugins in landing-pages-and-interactive-content (1), WordPress.com Personal in marketing-cms (1), WordStream, now part of LocaliQ in search-and-social-advertising-platforms (1), WorkRamp Customer in customer-education-and-lms (1), Workable in referral-and-partner-programs (1), Workday Sourcing in rfp-response-software (1), Workplace by Meta in social-media-management (1), Wrapbook in print (1), X (Twitter) Ads Manager in search-and-social-advertising-platforms (1), X-Mode Social in retail-proximity-and-iot-marketing (1), XSTATS in attribution-mmm (1), Xodo Sign in proposal-software (1), Xtensory in value-selling-tools (1), Xumo in video-advertising (1), Yahoo Tag Manager in tag-management (1), Yammer/Slack Communities in community-platforms (1), Yardi in pricing-optimization (1), Yellow Brand Protection in brand-protection (1), Yes& Beacon in audio-and-podcast-advertising (1), Yieldmo in native-and-content-advertising (1), Yodeck in retail-proximity-and-iot-marketing (1), Yodel Mobile in mobile-apps (1), Yogiyo in loyalty-advocacy-and-referrals (1), Yotpo SMS in sms-and-whatsapp-marketing (1), Yotpo SMSBump in sms-and-whatsapp-marketing (1), YouTube Audio Ads (via Google Ads) in audio-and-podcast-advertising (1), YouTube Studio in audience-and-consumer-insights (1), YouWare in client-onboarding (1), Yumify in retail-proximity-and-iot-marketing (1), ZINFI Partner Relationship Management (PRM) / Through-Channel Marketing Automation in channel-partner-and-local-marketing (1), ZINFI Unified Partner Management UPM in partner-relationship-management (1), ZIWO (Cloud Call Center) in contact-center-platforms (1), Zalando in retail-media-platforms (1), Zams in lead-routing-and-management (1), Zao in referral-and-partner-programs (1), Zapier AI in ai-marketing-agents (1), Zapier-based workarounds in lead-routing-and-management (1), Zappter Alternatives in retail-proximity-and-iot-marketing (1), Zapro in value-selling-tools (1), Zebra in value-selling-tools (1), Zeely AI in creative-automation (1), Zeely Inc. in search-and-social-advertising-platforms (1), Zendera in channel-partner-and-local-marketing (1), Zendesk AI Copilot in chatbots-and-conversational-ai-for-support (1), Zendesk Copilot in chatbots-and-conversational-ai-for-support (1), Zendesk Customer Intelligence in customer-intelligence-and-data-science (1), Zendesk Sunshine Answers in chatbots-and-conversational-ai-for-support (1), Zendesk Voice AI Agents in ai-voice-agents (1), Zendesk with Fin in chatbots-and-conversational-ai-for-support (1), Zephr in audio-and-podcast-advertising (1), Zephr in data-management-platforms (1), Zesty.io in marketing-cms (1), ZingSoft in lead-routing-and-management (1), Zingg.ai in identity-resolution (1), Zingka in channel-partner-and-local-marketing (1), Zinli in territory-and-quota-planning (1), Zinrel0 in loyalty-advocacy-and-referrals (1), Zip in rfp-response-software (1), ZipTie AI in ai-visibility-tracking (1), Zippie in creative-automation (1), Zobot (Zoho SalesIQ) in chatbots-and-conversational-ai-for-support (1), Zoho in conversational-marketing (1), Zoho Backstage Lead Capture in event-lead-capture (1), Zoho CRM Free Tier in lead-routing-and-management (1), Zoho CRM Portals in partner-relationship-management (1), Zoho CRM with Motivator in sales-gamification (1), Zoho CRM's basic tier in territory-and-quota-planning (1), Zoho CRM's built-in "Gamescope" in sales-gamification (1), Zoho Docs in knowledge-base-and-self-service (1), Zoho Order Management in order-management-systems (1), Zoho's free edition in lead-routing-and-management (1), ZohoCRM in crm (1), Zoom Info (formerly Convoser) in conversation-intelligence (1), Zoom Meeting in webinar-virtual-events (1), Zoom One (Business Plan) in webinar-virtual-events (1), Zoom built-in in conversation-intelligence (1), ZoomInfo Lead-to-Account Matching & Routing in lead-routing-and-management (1), ZoomInfo Mobile in field-sales-tools (1), ZoomInfo Operations OS in crm-data-quality-and-deduplication (1), ZoomInfo's Planning product in territory-and-quota-planning (1), Zoro in retail-media-platforms (1), Zuant in event-lead-capture (1), Zuora for partnerships in referral-and-partner-programs (1), Zyno RFP in rfp-response-software (1), Zyro in ecommerce-platforms (1), Zūmigo in retail-proximity-and-iot-marketing (1), adsy.tech in native-and-content-advertising (1), altaFlow in cpq (1), buy-app-downloads.com in mobile-apps (1), dbt-adoptive in identity-resolution (1), demostack.com in interactive-demo-platforms (1), eGifter in direct-mail-and-gifting (1), eSpartial in territory-and-quota-planning (1), edX in customer-education-and-lms (1), email-verifier (Go) in email-verification (1), emailwarmup.com in email-deliverability-and-testing (1), enVista in order-management-systems (1), flowres.io in market-intelligence (1), gdprcookies.net in consent-and-privacy-management (1), giftsenda.com in direct-mail-and-gifting (1), government Census data in market-intelligence (1), gther in event-management-platforms (1), guideflow.com in employee-advocacy (1), highspot.com in sales-enablement-and-content (1), hyperCMS DAM Server in digital-asset-management (1), iHeart Media / iHeartRadio Advertising in audio-and-podcast-advertising (1), iHeartMedia Advertising in audio-and-podcast-advertising (1), iHeartPodcast Network in audio-and-podcast-advertising (1), iProspect in search-and-social-advertising-platforms (1), iSpeedToLead / DealSpeed in lead-routing-and-management (1), idx in identity-resolution (1), if(we) in mobile-apps (1), legacy SAP Hybris (SAP Commerce Cloud) default search in ecommerce-search-and-merchandising (1), livepro in knowledge-base-and-self-service (1), mParticle Composable Audiences in data-management-platforms (1), mbuzz in attribution-mmm (1), mediaSolution3 in product-information-management (1), mmm.page in landing-pages-and-interactive-content (1), mySQM (Auto QA) in contact-center-quality-assurance (1), mySQM Auto QA in contact-center-quality-assurance (1), native Shopify in ecommerce-search-and-merchandising (1), older IBM WebSphere (HCL Commerce) search modules in ecommerce-search-and-merchandising (1), rater8 in review-and-reputation-management (1), reCAPTCHA in click-fraud-protection (1), refer.me in referral-and-partner-programs (1), rseotools.com in seo-content-optimization (1), showpad.com in sales-enablement-and-content (1), tl;dr.ai in conversation-intelligence (1), traditional SQL Server in data-warehouse-reverse-etl (1), truemail.io in email-verification (1), whatsapp-web.js in sms-and-whatsapp-marketing (1) Excluded by rule, 55 labels not scored: Excel (9; general-purpose tool, not a vendor in the category), Google Sheets (9; general-purpose tool, not a vendor in the category), Google Docs (6; general-purpose tool, not a vendor in the category), Excel/Google Sheets (3; general-purpose tool, not a vendor in the category), World Metrics (3; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Zipdo (3; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Dupple (2; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), F6S (2; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Google Ads (2; ad platform self-reported attribution, not a vendor in the category), The CMO (2; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), WifiTalents (2; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Amazon (1; ad platform self-reported attribution, not a vendor in the category), Excel / Google Sheets (1; general-purpose tool, not a vendor in the category), Excel/Google Sheets (DIY) (1; general-purpose tool, not a vendor in the category), Gitnux (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Influencer Marketing Hub (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), LinkedIn Ads (1; ad platform self-reported attribution, not a vendor in the category), Meta Ads Manager (1; ad platform self-reported attribution, not a vendor in the category), ToolRadar (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), WorldMetrics (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Worldmetrics (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), ZipDo (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), dupple (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks) Category-scoped resolutions, 3739 labels. A bare vendor name was read as that vendor's product for the asked category, which assigns specificity the model did not write; each one is listed so the assumption is visible: Amplitude in product-analytics read as Amplitude Analytics (73), Zendesk in customer-support-helpdesk read as Zendesk Support Suite (59), Gainsight in customer-success-platforms read as Gainsight Customer Success (56), Cvent in event-management-platforms read as Cvent Event Marketing & Management (55), Qualtrics in customer-feedback-and-surveys read as Qualtrics CustomerXM (50), Akeneo in product-information-management read as Akeneo PIM (48), Anaplan in territory-and-quota-planning read as Anaplan Territory & Quota Planning (45), Salesforce in crm read as Salesforce Sales Cloud (44), Wrike in marketing-resource-management read as Wrike for Marketing (43), BigCommerce in ecommerce-platforms read as BigCommerce B2B Edition (38), CaptivateIQ in territory-and-quota-planning read as CaptivateIQ Planning (38), Impartner in channel-partner-and-local-marketing read as Impartner PRM (36), PROS in pricing-optimization read as PROS Smart Price Optimization & Management (36), Usercentrics in consent-and-privacy-management read as Usercentrics CMP (36), PostGrid in address-verification read as PostGrid Address Verification (35), Bloomreach in ecommerce-search-and-merchandising read as Bloomreach Discovery (34), Impartner in partner-relationship-management read as Impartner PRM (34), Plausible in web-analytics read as Plausible Analytics (34), Cision in pr-and-media-monitoring read as CisionOne (33), CodeTwo in email-signature-management read as CodeTwo Email Signatures 365 (33), HubSpot in crm read as HubSpot CRM (33), RudderStack in data-warehouse-reverse-etl read as RudderStack Reverse ETL (33), Xactly in sales-commissions-and-incentive-compensation read as Xactly Incent (33), HubSpot in marketing-automation read as HubSpot Marketing Hub (32), LiveRamp in identity-resolution read as LiveRamp Identity Resolution (32), Tealium iQ in tag-management read as Tealium iQ Tag Management (31), Influitive in loyalty-advocacy-and-referrals read as Influitive AdvocateHub (30), Kixie in sales-dialers-and-calling read as Kixie PowerCall (30), Medallia in customer-feedback-and-surveys read as Medallia Experience Cloud (29), Salesforce CPQ in cpq read as Salesforce Revenue Cloud (29), Hightouch in identity-resolution read as Hightouch Adaptive Identity Resolution (28), HubSpot in email-marketing read as HubSpot Marketing Hub (27), Dialpad in contact-center-platforms read as Dialpad Ai Contact Center (26), Twilio in mobile-marketing-and-push read as Twilio Programmable Messaging (26), CoSchedule in content-marketing-platforms read as CoSchedule Marketing Suite (24), DealHub in digital-sales-rooms read as DealHub DealRoom (24), HubSpot in ecommerce-marketing read as HubSpot Marketing Hub (24), Icertis in contract-lifecycle-management-and-e-signature read as Icertis Contract Intelligence (24), Varicent in territory-and-quota-planning read as Varicent Territory and Quota Planning (24), Databricks in data-warehouse-reverse-etl read as Databricks SQL Warehouse (23), Kiflo in partner-relationship-management read as Kiflo PRM (23), Klaviyo in sms-and-whatsapp-marketing read as Klaviyo SMS (23), Mobly in event-lead-capture read as Mobly Capture (23), Seismic in sales-coaching-and-training read as Seismic Enablement Cloud (23), Yotpo in loyalty-advocacy-and-referrals read as Yotpo Loyalty & Referrals (23), monday.com in marketing-resource-management read as monday.com Work Management (22), LiveRamp in data-clean-rooms read as LiveRamp Clean Room (21), ZINFI in partner-relationship-management read as ZINFI Unified Partner Management (21), Artisan in ai-sdr-agents read as Artisan Ava (20), Databricks in data-clean-rooms read as Databricks Clean Rooms (20), Artisan (Ava) in ai-sdr-agents read as Artisan Ava (19), Snowflake in data-clean-rooms read as Snowflake Data Clean Rooms (19), ZINFI in channel-partner-and-local-marketing read as ZINFI Unified Partner Management (19), Zendesk in knowledge-base-and-self-service read as Zendesk Guide (19), HubSpot in landing-pages-and-interactive-content read as HubSpot Landing Pages (18), Intercom in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (18), Khoros in community-platforms read as Khoros Communities (18), Monday.com in marketing-resource-management read as monday.com Work Management (18), Piwik PRO in tag-management read as Piwik PRO Tag Manager (18), Semrush in content-marketing-platforms read as Semrush Content Marketing Platform (18), Inriver in product-information-management read as Inriver PIM (17), Intercom Fin in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (17), Sprinklr in social-media-management read as Sprinklr Social (17), Tealium in tag-management read as Tealium iQ Tag Management (17), Hunter in email-verification read as Hunter Email Verifier (16), Informatica in crm-data-quality-and-deduplication read as Informatica Data Quality (16), Squarespace in ecommerce-platforms read as Squarespace Commerce (16), Zendesk in chatbots-and-conversational-ai-for-support read as Zendesk AI (16), Brandwatch in audience-and-consumer-insights read as Brandwatch Consumer Intelligence (15), Foursquare in retail-proximity-and-iot-marketing read as Foursquare Proximity (15), Gong in sales-enablement-and-content read as Gong Enable (15), Segment in identity-resolution read as Twilio Segment Unify (15), Tealium in data-management-platforms read as Tealium Customer Data Hub (15), Experian in identity-resolution read as Experian Identity Resolution (14), Help Scout in knowledge-base-and-self-service read as Help Scout Docs (14), HubSpot in account-based-marketing-platforms read as HubSpot Marketing Hub (14), HubSpot in content-marketing-platforms read as HubSpot Content Hub (14), mParticle in identity-resolution read as mParticle IDSync (14), Conga in contract-lifecycle-management-and-e-signature read as Conga CLM (13), HubSpot in conversational-marketing read as HubSpot Conversations (13), Semrush in ai-visibility-tracking read as Semrush AI Visibility Toolkit (13), Twilio Segment in identity-resolution read as Twilio Segment Unify (13), WordStream in search-and-social-advertising-platforms read as WordStream Advisor (13), YouTube in video-advertising read as YouTube Ads (13), Zoom in webinar-virtual-events read as Zoom Webinars (13), Convert in experimentation-and-personalization read as Convert Experiences (12), Databricks in data-management-platforms read as Databricks Lakehouse (12), HubSpot in lead-routing-and-management read as HubSpot Sales Hub (12), MuleSoft in workflow-automation-and-ipaas read as MuleSoft Anypoint Platform (12), ZoomInfo in account-based-marketing-platforms read as ZoomInfo Marketing (12), Eventleaf in event-lead-capture read as Eventleaf Lead Retrieval App (11), Genesys in contact-center-platforms read as Genesys Cloud CX (11), HubSpot in channel-partner-and-local-marketing read as HubSpot Marketing Hub (11), HubSpot ABM in account-based-marketing-platforms read as HubSpot Marketing Hub (11), Intercom in knowledge-base-and-self-service read as Intercom Articles (11), Klaviyo in customer-data-platforms read as Klaviyo Data Platform (11), Qlik in dashboards-and-data-visualization read as Qlik Sense (11), TikTok in video-advertising read as TikTok Ads (11), Acxiom in identity-resolution read as Acxiom Real Identity (10), Hunter.io in email-verification read as Hunter Email Verifier (10), Kiflo in channel-partner-and-local-marketing read as Kiflo PRM (10), Salesloft in sales-dialers-and-calling read as Salesloft Dialer (10), Semrush in local-listings-management read as Semrush Local (10), Conga in cpq read as Conga CPQ (9), HubSpot in customer-intelligence-and-data-science read as HubSpot CRM (9), NICE CXone in contact-center-quality-assurance read as NICE CXone Quality Management (9), Outreach in sales-dialers-and-calling read as Outreach Voice (9), Reply.io (Jason AI) in ai-sdr-agents read as Reply.io Jason (9), Roku in video-advertising read as Roku Ads (9), Salesloft in conversation-intelligence read as Salesloft Conversations (9), SplitMetrics in app-store-optimization read as SplitMetrics Optimize (9), Sprinklr in content-marketing-platforms read as Sprinklr Marketing (9), Stibo Systems in product-information-management read as Stibo Systems STEP (9), inRiver in product-information-management read as Inriver PIM (9), inriver in product-information-management read as Inriver PIM (9), HubSpot in crm-data-quality-and-deduplication read as HubSpot Operations Hub (8), Lotame in data-management-platforms read as Lotame Spherical (8), Matomo in tag-management read as Matomo Tag Manager (8), Salesforce in lead-routing-and-management read as Salesforce Lead Assignment Rules (8), Yotpo in referral-and-partner-programs read as Yotpo Loyalty & Referrals (8), Ahrefs in ai-visibility-tracking read as Ahrefs Brand Radar (7), Experian in address-verification read as Experian Data Quality (7), Fluent Commerce in order-management-systems read as Fluent Order Management (7), Impartner in referral-and-partner-programs read as Impartner PRM (7), Magentrix in partner-relationship-management read as Magentrix PRM (7), Meta in video-advertising read as Meta Ads (7), NetSuite in order-management-systems read as NetSuite Order Management (7), Remo in webinar-virtual-events read as Remo Conference (7), SAP Ariba in contract-lifecycle-management-and-e-signature read as SAP Ariba Contracts (7), Salesforce in territory-and-quota-planning read as Salesforce Maps (7), Semrush Content Toolkit in content-marketing-platforms read as Semrush Content Marketing Platform (7), YouGov in audience-and-consumer-insights read as YouGov Profiles (7), ZoomInfo in sales-engagement read as ZoomInfo Engage (7), Adobe Experience Manager in digital-asset-management read as Adobe Experience Manager Assets (6), Amplemarket in ai-sdr-agents read as Amplemarket Duo (6), Brandwatch in influencer-platforms read as Brandwatch Influence (6), CallMiner in conversation-intelligence read as CallMiner Eureka (6), Gainsight in community-platforms read as Gainsight Customer Communities (6), Google Calendar in meeting-scheduling read as Google Calendar Appointment Scheduling (6), Gorgias in chatbots-and-conversational-ai-for-support read as Gorgias AI Agent (6), HubSpot in revenue-intelligence-and-forecasting read as HubSpot Sales Hub (6), HubSpot in value-selling-tools read as HubSpot Sales Hub (6), HubSpot Breeze AI in ai-marketing-agents read as HubSpot Breeze (6), LinkedIn in video-advertising read as LinkedIn Video Ads (6), Mailchimp in landing-pages-and-interactive-content read as Mailchimp Landing Pages (6), Medallia in customer-intelligence-and-data-science read as Medallia Experience Cloud (6), Oracle SPM in territory-and-quota-planning read as Oracle Sales Performance Management (6), Qualified in ai-sdr-agents read as Qualified Piper (6), Salesloft in sales-coaching-and-training read as Salesloft Conversations (6), Shopify Messaging in ecommerce-marketing read as Shopify Email (6), Showpad in sales-coaching-and-training read as Showpad Coach (6), Sitecore in marketing-cms read as Sitecore Experience Platform (6), Yotpo Loyalty in loyalty-advocacy-and-referrals read as Yotpo Loyalty & Referrals (6), Absorb in customer-education-and-lms read as Absorb LMS (5), Acuity in meeting-scheduling read as Acuity Scheduling (5), Artisan AI (Ava) in ai-sdr-agents read as Artisan Ava (5), Ataccama in crm-data-quality-and-deduplication read as Ataccama ONE (5), CallMiner in contact-center-quality-assurance read as CallMiner Eureka (5), Deepgram in ai-voice-agents read as Deepgram Voice Agent API (5), Hootsuite in search-and-social-advertising-platforms read as Hootsuite Ads (5), HubSpot in customer-data-platforms read as HubSpot (5), HubSpot in email-signature-management read as HubSpot Email Signature Generator (5), HubSpot in market-intelligence read as HubSpot Marketing Hub (5), HubSpot in sales-dialers-and-calling read as HubSpot Sales Hub (5), HubSpot in sales-engagement read as HubSpot Sales Hub (5), Informatica in identity-resolution read as Informatica MDM (5), Lotame Spherical Platform in data-management-platforms read as Lotame Spherical (5), Microsoft Ads in search-and-social-advertising-platforms read as Microsoft Advertising (5), Nielsen in attribution-mmm read as Nielsen Marketing Mix Modeling (5), Oracle in data-management-platforms read as Oracle BlueKai (5), Outreach in conversation-intelligence read as Outreach Kaia (5), PROS Pricing in pricing-optimization read as PROS Smart Price Optimization & Management (5), Rakuten in affiliate-and-partner-management read as Rakuten Advertising (5), Salesforce in crm-data-quality-and-deduplication read as Salesforce Duplicate/Matching Rules (5), Salesloft in ai-sdr-agents read as Salesloft Rhythm (5), Semrush in search-and-social-advertising-platforms read as Semrush Advertising Toolkit (5), Stream in in-app-messaging-and-customer-communications read as Stream Chat (5), Tealium AudienceStream in data-management-platforms read as Tealium Customer Data Hub (5), TransUnion in identity-resolution read as TransUnion TruAudience (5), Zendesk Suite in customer-support-helpdesk read as Zendesk Support Suite (5), Adobe in customer-data-platforms read as Adobe Real-Time CDP (4), Adobe in data-management-platforms read as Adobe Real-Time CDP (4), Amazon in ecommerce-marketing read as Amazon Ads (4), Avaya in contact-center-platforms read as Avaya Infinity (4), BrightEdge in ai-visibility-tracking read as BrightEdge AI Catalyst (4), Cision (CisionOne) in pr-and-media-monitoring read as CisionOne (4), Collibra in crm-data-quality-and-deduplication read as Collibra Data Quality (4), Convert.com in experimentation-and-personalization read as Convert Experiences (4), Cvent in event-lead-capture read as Cvent LeadCapture (4), Facebook in video-marketing-and-hosting read as Facebook Video (4), Gong in sales-engagement read as Gong Engage (4), HubSpot in call-tracking read as HubSpot Call Tracking (4), HubSpot in data-management-platforms read as HubSpot Marketing Hub (4), HubSpot in field-sales-tools read as HubSpot Sales Hub (4), HubSpot in marketing-cms read as HubSpot Content Hub (4), HubSpot in meeting-scheduling read as HubSpot Meetings (4), HubSpot in search-and-social-advertising-platforms read as HubSpot Ads (4), HubSpot in sms-and-whatsapp-marketing read as HubSpot Marketing Hub (4), HubSpot Analytics in web-analytics read as HubSpot Marketing Hub (4), Intercom (Fin) in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (4), Jitterbit in workflow-automation-and-ipaas read as Jitterbit Harmony (4), Kentico in marketing-cms read as Kentico Xperience (4), LinkedIn in programmatic-and-display-advertising read as LinkedIn Campaign Manager (4), LinkedIn Ads in native-and-content-advertising read as LinkedIn Sponsored Content (4), LinkedIn Campaign Manager in native-and-content-advertising read as LinkedIn Sponsored Content (4), LiveRamp (RampID) in identity-resolution read as LiveRamp Identity Resolution (4), Magnolia in marketing-cms read as Magnolia CMS (4), Mediafly Value360 in value-selling-tools read as Mediafly Value (4), Moloco in retail-media-platforms read as Moloco Retail Media Platform (4), Northern Light in market-intelligence read as Northern Light SinglePoint (4), PROS in cpq read as PROS Smart CPQ (4), Plauti in crm-data-quality-and-deduplication read as Plauti Deduplicate (4), Qualified (Piper) in ai-sdr-agents read as Qualified Piper (4), Salesforce in customer-success-platforms read as Salesforce Service Cloud (4), Salesforce in revenue-intelligence-and-forecasting read as Salesforce Revenue Intelligence (4), Salesforce CPQ / Revenue Cloud in cpq read as Salesforce Revenue Cloud (4), Salesforge in ai-sdr-agents read as Salesforge Agent Frank (4), ServiceNow in workflow-automation-and-ipaas read as ServiceNow Flow Designer (4), Shopify in order-management-systems read as Shopify OMS (4), Snowflake Clean Rooms in data-clean-rooms read as Snowflake Data Clean Rooms (4), Spotify in audio-and-podcast-advertising read as Spotify Ad Studio (4), Squarespace in ecommerce-marketing read as Squarespace Commerce (4), WinPure in crm-data-quality-and-deduplication read as WinPure Clean & Match (4), Zoho in crm read as Zoho CRM (4), Adobe in customer-intelligence-and-data-science read as Adobe Customer Journey Analytics (3), Adobe in digital-asset-management read as Adobe Experience Manager Assets (3), Adobe in programmatic-and-display-advertising read as Adobe Advertising (3), Avoma in lead-routing-and-management read as Avoma Scheduler (3), BigCommerce Enterprise in ecommerce-platforms read as BigCommerce B2B Edition (3), Blue Yonder in order-management-systems read as Blue Yonder Order Management (3), Calendly in lead-routing-and-management read as Calendly Routing (3), Commanders Act in tag-management read as Commanders Act Enterprise Tag Manager (3), Convert (Convert Experiences) in experimentation-and-personalization read as Convert Experiences (3), Convert.com (Convert Experiences) in experimentation-and-personalization read as Convert Experiences (3), DealHub.io in digital-sales-rooms read as DealHub DealRoom (3), Facebook in video-advertising read as Meta Ads (3), Five9 in contact-center-quality-assurance read as Five9 Quality Management (3), Genesys in contact-center-quality-assurance read as Genesys Cloud CX (3), Google Calendar Appointment Schedules in meeting-scheduling read as Google Calendar Appointment Scheduling (3), HubSpot in attribution-mmm read as HubSpot Marketing Hub (3), HubSpot in conversation-intelligence read as HubSpot Sales Hub (3), HubSpot in customer-success-platforms read as HubSpot Customer Success Workspace (3), HubSpot in marketing-resource-management read as HubSpot Marketing Hub (3), HubSpot in sales-enablement-and-content read as HubSpot Sales Hub (3), HubSpot Breeze in ai-sdr-agents read as HubSpot Prospecting Agent (3), HubSpot Data Hub in crm-data-quality-and-deduplication read as HubSpot Operations Hub (3), Influitive (AdvocateHub) in loyalty-advocacy-and-referrals read as Influitive AdvocateHub (3), Informatica in data-management-platforms read as Informatica Intelligent Data Management Cloud (3), Instagram in video-advertising read as Meta Ads (3), Intercom (Fin AI Agent) in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (3), Intercom (Fin AI) in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (3), Kibo in order-management-systems read as Kibo Order Management (3), Kiflo in referral-and-partner-programs read as Kiflo PRM (3), LiveRamp (Habu) in data-clean-rooms read as LiveRamp Clean Room (3), LiveRamp (formerly Acxiom) in identity-resolution read as LiveRamp Identity Resolution (3), Magentrix in channel-partner-and-local-marketing read as Magentrix PRM (3), Meta in data-clean-rooms read as Meta Advanced Analytics (3), Meta in mobile-apps read as Meta Advantage+ App Campaigns (3), Meta in programmatic-and-display-advertising read as Meta Ads (3), Meta (Facebook/Instagram) in mobile-apps read as Meta Advantage+ App Campaigns (3), Meta (Facebook/Instagram) in video-advertising read as Meta Ads (3), MuleSoft (Anypoint) in workflow-automation-and-ipaas read as MuleSoft Anypoint Platform (3), MuleSoft (Salesforce) in workflow-automation-and-ipaas read as MuleSoft Anypoint Platform (3), Nielsen in audience-and-consumer-insights read as Nielsen One (3), Optimizely Content Marketing Platform in content-marketing-platforms read as Optimizely CMP (3), Optimizely Content Marketing Platform (CMP) in content-marketing-platforms read as Optimizely CMP (3), Oracle in cpq read as Oracle CPQ (3), Oracle in identity-resolution read as Oracle Unity (3), Outreach in sales-coaching-and-training read as Outreach Kaia (3), Qualtrics XM in customer-feedback-and-surveys read as Qualtrics CustomerXM (3), Retell in ai-voice-agents read as Retell AI (3), SAP in product-information-management read as SAP Master Data Governance (3), Salesforce in ecommerce-platforms read as Salesforce Commerce Cloud (3), Salesforce in identity-resolution read as Salesforce Data Cloud (3), Salesforce in partner-relationship-management read as Salesforce PRM (3), Salesforce in sales-enablement-and-content read as Salesforce Sales Programs (3), Salesforce Agentforce in ai-sdr-agents read as Salesforce Agentforce SDR (3), Salesforce CPQ (Revenue Cloud) in cpq read as Salesforce Revenue Cloud (3), Salesforge (Agent Frank) in ai-sdr-agents read as Salesforge Agent Frank (3), Snowflake Data Clean Room in data-clean-rooms read as Snowflake Data Clean Rooms (3), Validity in email-deliverability-and-testing read as Validity Everest (3), Validity (Everest) in email-deliverability-and-testing read as Validity Everest (3), Verint in contact-center-quality-assurance read as Verint Quality Management (3), Webex Events & Webinars in webinar-virtual-events read as Webex Webinars (3), Writesonic in ai-visibility-tracking read as Writesonic GEO (3), Zendesk in contact-center-platforms read as Zendesk Contact Center (3), Zendesk in conversational-marketing read as Zendesk Chat (3), ZoomInfo Sales in sales-engagement read as ZoomInfo Engage (3), Acxiom (IPG) in identity-resolution read as Acxiom Real Identity (2), Adform in programmatic-and-display-advertising read as Adform DSP (2), Adobe Experience Platform (AEP) Tags in tag-management read as Adobe Experience Platform Tags (2), Amazon in video-advertising read as Amazon DSP (2), Amplemarket (Duo Copilot) in ai-sdr-agents read as Amplemarket Duo (2), BigCommerce (B2B Edition) in ecommerce-platforms read as BigCommerce B2B Edition (2), Bland in ai-voice-agents read as Bland AI (2), Bulk Email Checker in email-verification read as BulkEmailChecker (2), Calabrio ONE in contact-center-quality-assurance read as Calabrio ONE (2), Cincom in cpq read as Cincom CPQ (2), Cisco Webex Events in webinar-virtual-events read as Cisco Webex Webinars (2), Clari in conversation-intelligence read as Clari Copilot (2), Clari in sales-engagement read as Groove (2), Conga Price Optimization in pricing-optimization read as Conga Price Optimization & Management (2), Coupa in contract-lifecycle-management-and-e-signature read as Coupa CLM (2), Deque Systems in website-governance-and-accessibility read as Deque axe Platform (2), Deque Systems (axe) in website-governance-and-accessibility read as Deque axe Platform (2), Elastic Path in ecommerce-platforms read as Elastic Path Composable Commerce (2), Epsilon in retail-media-platforms read as Epsilon Retail Media (2), Experian in crm-data-quality-and-deduplication read as Experian Data Quality (2), Freshworks (Freshdesk) in chatbots-and-conversational-ai-for-support read as Freshworks Freddy AI Agent (2), Freshworks Freddy AI in chatbots-and-conversational-ai-for-support read as Freshworks Freddy AI Agent (2), GetStream in in-app-messaging-and-customer-communications read as Stream Chat (2), Google in address-verification read as Google Maps (2), Google (Looker) in dashboards-and-data-visualization read as Looker Studio (2), Google Play Store Listing Experiments in app-store-optimization read as Google Play Console (2), HubSpot in chatbots-and-conversational-ai-for-support read as HubSpot Service Hub (2), HubSpot in creative-automation read as HubSpot Marketing Hub (2), HubSpot in customer-feedback-and-surveys read as HubSpot Service Hub (2), HubSpot in customer-support-helpdesk read as HubSpot Service Hub (2), HubSpot in mobile-apps read as HubSpot Marketing Hub (2), HubSpot in social-media-management read as HubSpot Social (2), HubSpot in territory-and-quota-planning read as HubSpot Sales Hub (2), HubSpot in web-analytics read as HubSpot Marketing Hub (2), HubSpot (Free Tier) in content-marketing-platforms read as HubSpot Content Hub (2), HubSpot's Meeting Scheduler in meeting-scheduling read as HubSpot Meetings (2), HubSpot's free tier in content-marketing-platforms read as HubSpot Content Hub (2), Hunter (Email Verifier) in email-verification read as Hunter Email Verifier (2), Informatica in product-information-management read as Informatica Product 360 (2), Informatica in workflow-automation-and-ipaas read as Informatica Intelligent Cloud Services (2), Instantly Copilot in ai-sdr-agents read as Instantly (2), Intercom (with Fin AI) in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (2), Intercom/Fin in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (2), Inventive in rfp-response-software read as Inventive AI (2), KIBO OMS in order-management-systems read as Kibo Order Management (2), Keen in attribution-mmm read as Keen Decision Systems (2), Kibo OMS in order-management-systems read as Kibo Order Management (2), LinkedIn in native-and-content-advertising read as LinkedIn Sponsored Content (2), Meta Ads in mobile-apps read as Meta Advantage+ App Campaigns (2), Meta Ads (Facebook/Instagram) in mobile-apps read as Meta Advantage+ App Campaigns (2), Monday Sales CRM in lead-routing-and-management read as monday CRM (2), MuleSoft (Anypoint Platform) in workflow-automation-and-ipaas read as MuleSoft Anypoint Platform (2), NICE in contact-center-quality-assurance read as NICE CXone Quality Management (2), Nice CXone in contact-center-quality-assurance read as NICE CXone Quality Management (2), OpenText in digital-asset-management read as OpenText Media Management (2), OpenText Digital Asset Management in digital-asset-management read as OpenText Media Management (2), Oracle in crm-data-quality-and-deduplication read as Oracle Enterprise Data Quality (2), Oracle in data-warehouse-reverse-etl read as Oracle Autonomous Data Warehouse (2), Reply in ai-sdr-agents read as Reply.io Jason (2), Reply.io in ai-sdr-agents read as Reply.io Jason (2), SAP in order-management-systems read as SAP S/4HANA (2), SAP in territory-and-quota-planning read as SAP Commissions (2), SAP SuccessFactors Territory and Quota in territory-and-quota-planning read as SAP Territory and Quota (2), SEMrush in ai-visibility-tracking read as Semrush AI Visibility Toolkit (2), SEMrush in content-marketing-platforms read as Semrush Content Marketing Platform (2), SalesLoft in sales-coaching-and-training read as Salesloft Conversations (2), SalesLoft in sales-dialers-and-calling read as Salesloft Dialer (2), Salesforce in account-based-marketing-platforms read as Salesforce Marketing Cloud Account Engagement (2), Salesforce in data-management-platforms read as Salesforce Audience Studio (2), Salesforce Personalization in experimentation-and-personalization read as Salesforce Marketing Cloud Personalization (2), Sandler in sales-coaching-and-training read as Sandler Training (2), Segment (Twilio) in identity-resolution read as Twilio Segment Unify (2), Semrush (AI Visibility Toolkit) in ai-visibility-tracking read as Semrush AI Visibility Toolkit (2), ServiceNow in knowledge-base-and-self-service read as ServiceNow Knowledge Management (2), Sinch in mobile-marketing-and-push read as Sinch (2), Snapchat in video-advertising read as Snapchat Ads (2), Sprinklr in audience-and-consumer-insights read as Sprinklr Insights (2), Stibo Systems (STEP) in product-information-management read as Stibo Systems STEP (2), TikTok in mobile-apps read as TikTok Ads (2), Xactly (Incent) in sales-commissions-and-incentive-compensation read as Xactly Incent (2), Yelp in review-and-reputation-management read as Yelp for Business (2), Yoast in seo-content-optimization read as Yoast SEO (2), YouTube (Google Ads) in video-advertising read as YouTube Ads (2), ZINFI UPM in partner-relationship-management read as ZINFI Unified Partner Management (2), Acquia in digital-asset-management read as Acquia DAM (1), Acquia/Monsido in website-governance-and-accessibility read as Acquia Web Governance (1), Adobe in ecommerce-marketing read as Adobe Journey Optimizer (1), Adobe in experimentation-and-personalization read as Adobe Target (1), Adobe in identity-resolution read as Adobe Real-Time CDP (1), Adobe in marketing-resource-management read as Adobe Workfront (1), Adobe AEM in content-marketing-platforms read as Adobe Experience Manager (1), Adobe AEM in marketing-cms read as Adobe Experience Manager (1), Adobe Advertising DSP in programmatic-and-display-advertising read as Adobe Advertising (1), Adobe Experience Manager (AEM) in digital-asset-management read as Adobe Experience Manager Assets (1), Adobe Experience Platform Tags, formerly Adobe Launch in tag-management read as Adobe Experience Platform Tags (1), Ahrefs (Brand Radar) in ai-visibility-tracking read as Ahrefs Brand Radar (1), Ahrefs (specifically Brand Radar) in ai-visibility-tracking read as Ahrefs Brand Radar (1), Akeneo Enterprise in product-information-management read as Akeneo PIM (1), Akeneo enterprise in product-information-management read as Akeneo PIM (1), Amazon Redshift Serverless in data-warehouse-reverse-etl read as Amazon Redshift (1), Amplemarket (Duo) in ai-sdr-agents read as Amplemarket Duo (1), Amplemarket's Duo Copilot in ai-sdr-agents read as Amplemarket Duo (1), Anaplan (Sales Territory & Quota Planning) in territory-and-quota-planning read as Anaplan Territory & Quota Planning (1), Artisan (Ava AI BDR) in ai-sdr-agents read as Artisan Ava (1), Artisan (Ava AI SDR) in ai-sdr-agents read as Artisan Ava (1), Artisan AI (agent "Ava") in ai-sdr-agents read as Artisan Ava (1), Avaya (especially Avaya Contact Center Select/Premier) in contact-center-platforms read as Avaya Infinity (1), Birdeye in ai-visibility-tracking read as Birdeye AI Search (1), Bloomreach (Bloomreach Discovery) in ecommerce-search-and-merchandising read as Bloomreach Discovery (1), Blue Yonder (formerly JDA) in order-management-systems read as Blue Yonder Order Management (1), Brandwatch (Cision) in audience-and-consumer-insights read as Brandwatch Consumer Intelligence (1), Brandwatch (Consumer Research) in audience-and-consumer-insights read as Brandwatch Consumer Intelligence (1), Calabrio in contact-center-quality-assurance read as Calabrio ONE (1), CallMiner (by Thunes) in contact-center-quality-assurance read as CallMiner Eureka (1), Cision (CisionOne/PRWeb) in pr-and-media-monitoring read as CisionOne (1), Cision (including CisionOne and Brandwatch, which it owns) in pr-and-media-monitoring read as CisionOne (1), CoSchedule (Marketing Suite) in content-marketing-platforms read as CoSchedule Marketing Suite (1), Comarch Loyalty in loyalty-advocacy-and-referrals read as Comarch Loyalty Management (1), Conga in proposal-software read as Conga Composer (1), Conga POM in pricing-optimization read as Conga Price Optimization & Management (1), Conga POM (Price Optimization & Management) in pricing-optimization read as Conga Price Optimization & Management (1), Convert (Convert.com) in experimentation-and-personalization read as Convert Experiences (1), CustomerLabs CDP in identity-resolution read as CustomerLabs 1PD Ops (1), Databricks (Lakehouse) in data-management-platforms read as Databricks Lakehouse (1), Databricks (Lakehouse) in data-warehouse-reverse-etl read as Databricks SQL Warehouse (1), Databricks SQL in data-warehouse-reverse-etl read as Databricks SQL Warehouse (1), DealHub (DealHub.io) in digital-sales-rooms read as DealHub DealRoom (1), DealHub AI in digital-sales-rooms read as DealHub DealRoom (1), Deque in website-governance-and-accessibility read as Deque axe Platform (1), Deque (Axe Auditor / Axe DevTools) in website-governance-and-accessibility read as Deque axe Platform (1), Deque (axe) in website-governance-and-accessibility read as Deque axe Platform (1), Deque Systems (Axe Tools) in website-governance-and-accessibility read as Deque axe Platform (1), Deque Systems (specifically 'Level Access') in website-governance-and-accessibility read as Deque axe Platform (1), EventMobi in event-lead-capture read as EventMobi Lead Capture (1), Experian (with Tapad) in identity-resolution read as Experian Identity Resolution (1), Facebook in programmatic-and-display-advertising read as Meta Ads (1), Facebook in search-and-social-advertising-platforms read as Meta Ads (1), Fin in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (1), Fin by Intercom in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (1), Fluent Commerce (Fluent Order Management) in order-management-systems read as Fluent Order Management (1), Foursquare (Foursquare Attribution) in retail-proximity-and-iot-marketing read as Foursquare Proximity (1), Foursquare (Pilgrim SDK) in retail-proximity-and-iot-marketing read as Foursquare Proximity (1), Foursquare (via Onyx or Data Partners) in retail-proximity-and-iot-marketing read as Foursquare Proximity (1), Foursquare's Proximity solution in retail-proximity-and-iot-marketing read as Foursquare Proximity (1), Freshworks (Freddy AI) in chatbots-and-conversational-ai-for-support read as Freshworks Freddy AI Agent (1), Freshworks (Freshdesk) in customer-support-helpdesk read as Freshdesk (1), Gainsight (Community) in community-platforms read as Gainsight Customer Communities (1), Gainsight CC (formerly inSided) in community-platforms read as Gainsight Customer Communities (1), Gainsight Communities in community-platforms read as Gainsight Customer Communities (1), Gainsight Essentials in customer-success-platforms read as Gainsight Customer Success (1), Gainsight inSided in community-platforms read as Gainsight Customer Communities (1), Genesys in conversational-marketing read as Genesys Cloud CX (1), Genesys in sales-dialers-and-calling read as Genesys Cloud CX (1), Genesys (Genesys Cloud CX) in contact-center-platforms read as Genesys Cloud CX (1), GetStream (Stream Chat) in in-app-messaging-and-customer-communications read as Stream Chat (1), Google in click-fraud-protection read as Google Ads (1), Google Calendar appointment schedules in meeting-scheduling read as Google Calendar Appointment Scheduling (1), Google Calendar appointment slots in meeting-scheduling read as Google Calendar Appointment Scheduling (1), Google UAC in mobile-apps read as Google App Campaigns (1), Google/YouTube Ads in video-advertising read as Google Ads (1), Gorgias (Gorgias AI) in chatbots-and-conversational-ai-for-support read as Gorgias AI Agent (1), Help Scout (Docs) in knowledge-base-and-self-service read as Help Scout Docs (1), Hightouch (Adaptive Identity Resolution) in identity-resolution read as Hightouch Adaptive Identity Resolution (1), HubSpot in ai-visibility-tracking read as HubSpot AEO Grader (1), HubSpot in cpq read as HubSpot Commerce Hub (1), HubSpot in data-enrichment read as HubSpot Breeze Intelligence (1), HubSpot in identity-resolution read as HubSpot Breeze Intelligence (1), HubSpot in knowledge-base-and-self-service read as HubSpot Service Hub (1), HubSpot in workflow-automation-and-ipaas read as HubSpot Operations Hub (1), HubSpot (Breeze AI) in chatbots-and-conversational-ai-for-support read as HubSpot Service Hub (1), HubSpot (CI) in conversation-intelligence read as HubSpot Sales Hub (1), HubSpot (Chatflows & Breeze AI) in chatbots-and-conversational-ai-for-support read as HubSpot Service Hub (1), HubSpot (Content Hub & Marketing Hub) in content-marketing-platforms read as HubSpot Content Hub (1), HubSpot (Conversations) in conversational-marketing read as HubSpot Conversations (1), HubSpot (Free & Starter Tiers) in content-marketing-platforms read as HubSpot Content Hub (1), HubSpot (Free Tier) in conversational-marketing read as HubSpot Conversations (1), HubSpot (Free or Starter Tier) in sales-enablement-and-content read as HubSpot Sales Hub (1), HubSpot (Free or Starter) in account-based-marketing-platforms read as HubSpot Marketing Hub (1), HubSpot (Marketing Hub & Chat) in conversational-marketing read as HubSpot Conversations (1), HubSpot (Marketing Hub Enterprise) in email-marketing read as HubSpot Marketing Hub (1), HubSpot (Marketing Hub Pro) in channel-partner-and-local-marketing read as HubSpot Marketing Hub (1), HubSpot (Marketing Hub Professional) in conversational-marketing read as HubSpot Conversations (1), HubSpot (Marketing Hub Professional/Enterprise) in account-based-marketing-platforms read as HubSpot Marketing Hub (1), HubSpot (Marketing Hub Social Tools) in social-media-management read as HubSpot Social (1), HubSpot (Marketing Hub) in email-marketing read as HubSpot Marketing Hub (1), HubSpot (Marketing Hub) in landing-pages-and-interactive-content read as HubSpot Landing Pages (1), HubSpot (Marketing Hub) in marketing-automation read as HubSpot Marketing Hub (1), HubSpot (Native Workflows) in lead-routing-and-management read as HubSpot Sales Hub (1), HubSpot (SMS tools) in sms-and-whatsapp-marketing read as HubSpot Marketing Hub (1), HubSpot (Sales Hub / Service Hub) in account-based-marketing-platforms read as HubSpot Marketing Hub (1), HubSpot (Service Hub) in customer-support-helpdesk read as HubSpot Service Hub (1), HubSpot (Starter/Brownie Tier) in customer-data-platforms read as HubSpot (1), HubSpot ABM tools in account-based-marketing-platforms read as HubSpot Marketing Hub (1), HubSpot Ad Management in search-and-social-advertising-platforms read as HubSpot Ads (1), HubSpot Ads tools in search-and-social-advertising-platforms read as HubSpot Ads (1), HubSpot Analytics (with Breeze Intelligence) in web-analytics read as HubSpot Marketing Hub (1), HubSpot Free Meeting Scheduler in meeting-scheduling read as HubSpot Meetings (1), HubSpot Marketing Hub Ads in search-and-social-advertising-platforms read as HubSpot Ads (1), HubSpot Marketing Hub Landing Pages in landing-pages-and-interactive-content read as HubSpot Landing Pages (1), HubSpot Native in account-based-marketing-platforms read as HubSpot Marketing Hub (1), HubSpot Native in crm-data-quality-and-deduplication read as HubSpot Operations Hub (1), HubSpot Signature Generator in email-signature-management read as HubSpot Email Signature Generator (1), HubSpot Smart CRM in crm read as HubSpot CRM (1), HubSpot native in cpq read as HubSpot Commerce Hub (1), HubSpot"s meeting scheduler in meeting-scheduling read as HubSpot Meetings (1), HubSpot's AI Search Grader in ai-visibility-tracking read as HubSpot AEO Grader (1), HubSpot's Ad Management Software in search-and-social-advertising-platforms read as HubSpot Ads (1), HubSpot's Duplicate Manager in crm-data-quality-and-deduplication read as HubSpot Operations Hub (1), HubSpot's duplicate manager in crm-data-quality-and-deduplication read as HubSpot Operations Hub (1), HubSpot's free email signature generator in email-signature-management read as HubSpot Email Signature Generator (1), HubSpot’s AI Search Grader in ai-visibility-tracking read as HubSpot AEO Grader (1), Hubspot in conversation-intelligence read as HubSpot Sales Hub (1), Hubspot in territory-and-quota-planning read as HubSpot Sales Hub (1), Hunter (Email Finder & Verifier) in email-verification read as Hunter Email Verifier (1), Impartner (PRM) in partner-relationship-management read as Impartner PRM (1), InRiver in product-information-management read as Inriver PIM (1), Informatica (Intelligent Data Management Cloud - IDMC) in data-management-platforms read as Informatica Intelligent Data Management Cloud (1), Informatica IDMC in data-management-platforms read as Informatica Intelligent Data Management Cloud (1), Instagram in native-and-content-advertising read as Meta Ads (1), Instagram in search-and-social-advertising-platforms read as Meta Ads (1), Instagram ads in mobile-apps read as Meta Advantage+ App Campaigns (1), Intercom (Fin + Helpdesk) in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (1), Intercom (Fin) in knowledge-base-and-self-service read as Intercom Articles (1), Intercom (with Fin AI Agent) in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (1), Intercom with Fin in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (1), Intercom with Fin AI in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (1), Jitterbit (now Postman) in workflow-automation-and-ipaas read as Jitterbit Harmony (1), Khoros (formerly Lithium) in community-platforms read as Khoros Communities (1), Klaviyo in ai-marketing-agents read as Klaviyo AI (1), Klaviyo (SMS add-on) in sms-and-whatsapp-marketing read as Klaviyo SMS (1), Klaviyo CDP in customer-data-platforms read as Klaviyo Data Platform (1), LinkedIn in content-marketing-platforms read as LinkedIn articles (1), LinkedIn in search-and-social-advertising-platforms read as LinkedIn Campaign Manager (1), LinkedIn (Sponsored Content – Video) in video-advertising read as LinkedIn Video Ads (1), LinkedIn Marketing Solutions (LinkedIn Ads) in native-and-content-advertising read as LinkedIn Sponsored Content (1), LinkedIn Sales Navigator Core in account-based-marketing-platforms read as LinkedIn Sales Navigator (1), LiveRamp (Data Collaboration Platform) in data-clean-rooms read as LiveRamp Clean Room (1), LiveRamp (Identity Resolution) in identity-resolution read as LiveRamp Identity Resolution (1), LiveRamp (incl. Habu acquisition) in data-clean-rooms read as LiveRamp Clean Room (1), Loyverse in loyalty-advocacy-and-referrals read as Loyverse POS (1), Mediafly Value360 (formerly Alinean) in value-selling-tools read as Mediafly Value (1), Meta in ecommerce-marketing read as Meta Ads (1), Meta (Facebook & Instagram Reels) in video-advertising read as Meta Ads (1), Meta (Facebook/Instagram Video Ads) in video-advertising read as Meta Ads (1), Meta (Partnership Clean Room) in data-clean-rooms read as Meta Advanced Analytics (1), Meta Advantage+ in mobile-apps read as Meta Advantage+ App Campaigns (1), Microsoft in contact-center-platforms read as Microsoft Dynamics 365 Contact Center (1), Microsoft in customer-data-platforms read as Microsoft Dynamics 365 Customer Insights (1), Microsoft (Power BI) in dashboards-and-data-visualization read as Microsoft Power BI (1), Microsoft Power BI Desktop (Free Tier) in dashboards-and-data-visualization read as Microsoft Power BI (1), Microsoft Teams Live in webinar-virtual-events read as Microsoft Teams (1), Moloco's Retail Media Platform in retail-media-platforms read as Moloco Retail Media Platform (1), Monday Sales CRM in crm read as monday CRM (1), Monday.com (Marketing Module) in marketing-resource-management read as monday.com Work Management (1), Monday.com (Marketing Suite) in marketing-resource-management read as monday.com Work Management (1), Monday.com Sales CRM in lead-routing-and-management read as monday CRM (1), NICE CXone (including Playvox) in contact-center-quality-assurance read as NICE CXone Quality Management (1), NICE CXone (with Enlighten AI) in contact-center-quality-assurance read as NICE CXone Quality Management (1), Native Salesforce Duplicate Management in crm-data-quality-and-deduplication read as Salesforce Duplicate Management (1), NetSuite (Oracle) in order-management-systems read as NetSuite Order Management (1), NiCE in contact-center-quality-assurance read as NICE CXone Quality Management (1), NiCE CXone in contact-center-quality-assurance read as NICE CXone Quality Management (1), Nielsen Marketing Mix in attribution-mmm read as Nielsen Marketing Mix Modeling (1), Ooma in sales-dialers-and-calling read as Ooma Office (1), Oracle in customer-data-platforms read as Oracle Unity (1), Oracle in dashboards-and-data-visualization read as Oracle Analytics (1), Oracle in in-app-messaging-and-customer-communications read as Oracle Service Cloud (1), Oracle in marketing-automation read as Oracle Eloqua (1), Oracle in territory-and-quota-planning read as Oracle Sales Planning (1), Oracle in workflow-automation-and-ipaas read as Oracle Integration Cloud (1), Oracle (Oracle Data Cloud / ID Graph) in identity-resolution read as Oracle Unity (1), Oracle DMP (Bluekai) in data-management-platforms read as Oracle BlueKai (1), Outreach (Kaia) in conversation-intelligence read as Outreach Kaia (1), Outreach.io in sales-dialers-and-calling read as Outreach Voice (1), PROS (Smart Price Optimization) in pricing-optimization read as PROS Smart Price Optimization & Management (1), PROS (by SAP) in pricing-optimization read as PROS Smart Price Optimization & Management (1), PROS CPQ in cpq read as PROS Smart CPQ (1), PayPal in billing-and-subscription-management read as PayPal Subscriptions (1), Plauti (Duplicate Check) in crm-data-quality-and-deduplication read as Plauti Deduplicate (1), Postgrid in address-verification read as PostGrid Address Verification (1), Quantcast in consent-and-privacy-management read as Quantcast Choice (1), Reddit in video-advertising read as Reddit Ads (1), Reply (Jason AI) in ai-sdr-agents read as Reply.io Jason (1), Reply.Io in ai-sdr-agents read as Reply.io Jason (1), Reply.io (Jason) in ai-sdr-agents read as Reply.io Jason (1), SAP in cpq read as SAP CPQ (1), SAP in crm read as SAP Sales Cloud (1), SAP in ecommerce-platforms read as SAP Commerce Cloud (1), SAP in proposal-software read as SAP CPQ (1), SAP in workflow-automation-and-ipaas read as SAP Integration Suite (1), SAP SuccessFactors Territory & Quota in territory-and-quota-planning read as SAP Territory and Quota (1), SEMrush in search-and-social-advertising-platforms read as Semrush Advertising Toolkit (1), Salesforce in ai-voice-agents read as Salesforce Agentforce Voice (1), Salesforce in contact-center-platforms read as Salesforce Service Cloud (1), Salesforce in customer-data-platforms read as Salesforce Data Cloud (1), Salesforce in customer-support-helpdesk read as Salesforce Service Cloud (1), Salesforce in loyalty-advocacy-and-referrals read as Salesforce Loyalty Management (1), Salesforce in sales-coaching-and-training read as Salesforce Sales Programs (1), Salesforce in sales-commissions-and-incentive-compensation read as Salesforce Spiff (1), Salesforce (Agentforce Revenue Management) in cpq read as Salesforce Revenue Cloud (1), Salesforce (Agentforce Sales) in conversation-intelligence read as Salesforce Sales Cloud (1), Salesforce (Customer 360/Data Cloud) in identity-resolution read as Salesforce Data Cloud (1), Salesforce (Einstein Account Targeting) in account-based-marketing-platforms read as Salesforce Marketing Cloud Account Engagement (1), Salesforce (Marketing Cloud Account Engagement, formerly Pardot) in marketing-automation read as Salesforce Marketing Cloud Account Engagement (1), Salesforce (Native) in lead-routing-and-management read as Salesforce Lead Assignment Rules (1), Salesforce (Sales Cloud/Agentforce) in crm read as Salesforce Sales Cloud (1), Salesforce (Standard Edition) in crm read as Salesforce Sales Cloud (1), Salesforce (with Territory Management add-ons) in territory-and-quota-planning read as Salesforce Maps (1), Salesforce Agentforce in ai-voice-agents read as Salesforce Agentforce Voice (1), Salesforce Assignment Rules in lead-routing-and-management read as Salesforce Lead Assignment Rules (1), Salesforce CPQ (Now Salesforce Revenue Cloud) in cpq read as Salesforce Revenue Cloud (1), Salesforce CPQ (SteelBrick) in cpq read as Salesforce Revenue Cloud (1), Salesforce CPQ (now Revenue Cloud) in cpq read as Salesforce Revenue Cloud (1), Salesforce Dialer in sales-dialers-and-calling read as Salesforce Sales Dialer (1), Salesforce Partner Relationship Management in partner-relationship-management read as Salesforce PRM (1), Salesforce Partner Relationship Management (PRM) in partner-relationship-management read as Salesforce PRM (1), Salesforce Revenue Management in cpq read as Salesforce Revenue Cloud (1), Salesforce Service Cloud Voice in contact-center-platforms read as Salesforce Service Cloud (1), Salesforce-native duplicate rules in crm-data-quality-and-deduplication read as Salesforce Duplicate Management (1), Salesforge — Agent Frank in ai-sdr-agents read as Salesforge Agent Frank (1), Salesforge's Agent Frank in ai-sdr-agents read as Salesforge Agent Frank (1), Salesloft (Cadence) in conversation-intelligence read as Salesloft Conversations (1), Salesloft (Conversation Intelligence) in conversation-intelligence read as Salesloft Conversations (1), Salesloft (Conversations) in conversation-intelligence read as Salesloft Conversations (1), Semarchy in data-management-platforms read as Semarchy xDM (1), Semrush (AEO Suite) in ai-visibility-tracking read as Semrush AI Visibility Toolkit (1), Semrush (Content Marketing Platform) in content-marketing-platforms read as Semrush Content Marketing Platform (1), Semrush (Content Marketing Toolkit) in content-marketing-platforms read as Semrush Content Marketing Platform (1), Semrush (PPC Toolkit) in search-and-social-advertising-platforms read as Semrush Advertising Toolkit (1), Semrush's AI Visibility Toolkit in ai-visibility-tracking read as Semrush AI Visibility Toolkit (1), Shopify Marketing / Shopify Messaging in ecommerce-marketing read as Shopify Email (1), Shopify's Native Search & Discovery App in ecommerce-search-and-merchandising read as Shopify Search & Discovery (1), Similarweb in ai-visibility-tracking read as Similarweb AI Search Intelligence (1), Snowflake (Clean Rooms) in data-clean-rooms read as Snowflake Data Clean Rooms (1), Snowflake Data Cloud in data-management-platforms read as Snowflake (1), Sprout Social Advocacy in employee-advocacy read as Sprout Social Employee Advocacy (1), Stream (GetStream) in in-app-messaging-and-customer-communications read as Stream Chat (1), Stream (GetStream.io) in in-app-messaging-and-customer-communications read as Stream Chat (1), Superscale in ai-marketing-agents read as Superscale AI (1), Tealium (by Acoustic) in tag-management read as Tealium iQ Tag Management (1), Tealium AudienceStream (iQ Platform) in tag-management read as Tealium iQ Tag Management (1), Tealium IQ in tag-management read as Tealium iQ Tag Management (1), TikTok in native-and-content-advertising read as TikTok Ads (1), TikTok in search-and-social-advertising-platforms read as TikTok Ads (1), TikTok (Ads Manager) in video-advertising read as TikTok Ads (1), TransUnion (via Identity Graph) in identity-resolution read as TransUnion TruAudience (1), Twilio in customer-intelligence-and-data-science read as Segment (1), Twilio in in-app-messaging-and-customer-communications read as Twilio Conversations (1), Twilio (Notify + SMS API) in mobile-marketing-and-push read as Twilio Programmable Messaging (1), Twilio (Segment) in customer-intelligence-and-data-science read as Segment (1), Twilio Segment (Unify / Profiles) in identity-resolution read as Twilio Segment Unify (1), Usercentrics (including Cookiebot) in consent-and-privacy-management read as Usercentrics CMP (1), Usercentrics (standalone) in consent-and-privacy-management read as Usercentrics CMP (1), Validity (BriteVerify) in email-verification read as Validity BriteVerify (1), Validity (InboxReady) in email-deliverability-and-testing read as Validity Everest (1), Varicent (by IBM) in territory-and-quota-planning read as Varicent Territory and Quota Planning (1), Verint (including Calabrio WFM/QM) in contact-center-quality-assurance read as Verint Quality Management (1), Verint (including Calabrio) in contact-center-quality-assurance read as Verint Quality Management (1), WordStream (LocaliQ) in search-and-social-advertising-platforms read as WordStream Advisor (1), Workday in contract-lifecycle-management-and-e-signature read as Workday Contract Intelligence (1), Workday (Evisort) in contract-lifecycle-management-and-e-signature read as Workday Contract Intelligence (1), Wrike (Marketing Hub) in marketing-resource-management read as Wrike for Marketing (1), Wrike (now under Cloud Software Group) in marketing-resource-management read as Wrike for Marketing (1), Yahoo in native-and-content-advertising read as Yahoo Gemini (1), Yotpo (Loyalty & Referrals module) in loyalty-advocacy-and-referrals read as Yotpo Loyalty & Referrals (1), YouGov (Profiles & BrandIndex) in audience-and-consumer-insights read as YouGov Profiles (1), YouTube (Google Ads – Video Campaigns) in video-advertising read as YouTube Ads (1), YouTube (Google Video Ads) in video-advertising read as YouTube Ads (1), YouTube (via Google Ads) in video-advertising read as YouTube Ads (1), ZINFI in referral-and-partner-programs read as ZINFI Unified Partner Management (1), ZINFI (Unified Partner Management) in partner-relationship-management read as ZINFI Unified Partner Management (1), ZINFI Technologies in channel-partner-and-local-marketing read as ZINFI Unified Partner Management (1), ZINFI Unified PRM in partner-relationship-management read as ZINFI Unified Partner Management (1), Zendesk (AI Agents) in chatbots-and-conversational-ai-for-support read as Zendesk AI (1), Zendesk (Answer / Super Agent) in chatbots-and-conversational-ai-for-support read as Zendesk AI (1), Zendesk (Freshchat) in chatbots-and-conversational-ai-for-support read as Zendesk AI (1), Zendesk (Native Automation) in chatbots-and-conversational-ai-for-support read as Zendesk AI (1), Zendesk (Zendesk AI Agents) in chatbots-and-conversational-ai-for-support read as Zendesk AI (1), Zendesk (with AI bots/copilot) in chatbots-and-conversational-ai-for-support read as Zendesk AI (1), Zendesk QA / Klaus in contact-center-quality-assurance read as Zendesk QA (1), Zendesk QA, formerly Klaus in contact-center-quality-assurance read as Zendesk QA (1), Zendesk QA/Formerly Klaus in contact-center-quality-assurance read as Zendesk QA (1), Zendesk Suite in chatbots-and-conversational-ai-for-support read as Zendesk AI (1), Zendesk Suite in contact-center-platforms read as Zendesk Contact Center (1), Zendesk Support in customer-support-helpdesk read as Zendesk Support Suite (1), Zinfi in channel-partner-and-local-marketing read as ZINFI Unified Partner Management (1), Zinfi in partner-relationship-management read as ZINFI Unified Partner Management (1), Zoho in customer-feedback-and-surveys read as Zoho Survey (1), Zoho in customer-support-helpdesk read as Zoho Desk (1), Zoho in dashboards-and-data-visualization read as Zoho Analytics (1), Zoho in lead-routing-and-management read as Zoho CRM (1), Zoho in marketing-automation read as Zoho Marketing Automation (1), Zoho in social-media-management read as Zoho Social (1), Zoho CRM CPQ in cpq read as Zoho CPQ (1), Zonka in customer-feedback-and-surveys read as Zonka Feedback (1), Zoom (Zoom Webinars & Zoom Events) in webinar-virtual-events read as Zoom Webinars (1), Zoom (with Events add-on) in webinar-virtual-events read as Zoom Webinars (1), ZoomInfo in ai-sdr-agents read as ZoomInfo Copilot (1), ZoomInfo (Pipeline) in account-based-marketing-platforms read as ZoomInfo Marketing (1), folk in ai-marketing-agents read as folk CRM (1), monday Sales CRM in crm read as monday CRM (1), monday.com (AI Work Platform) in marketing-resource-management read as monday.com Work Management (1) Combined answers split into one label per product: 1up/AutoRFP.ai, AIclicks / FlowHunt, Acquia Web Governance / Monsido, Acquia/Widen, AdRoll ABM / RollWorks, AdStage/AgencyAnalytics, Ada/IBM Watsonx, Adobe Analytics / Adobe Real-Time CDP, Adobe Commerce / Magento, Adobe Commerce/Magento, Adobe Commerce/Marketo, Adobe Experience Manager / Marketo, Adobe Marketo Engage / Marketo, Adobe/Magento, Adobe/Marketo, AdsWizz/Megaphone, Agentforce Revenue Management / Salesforce Revenue Cloud, Allbound / Channelscaler, Amazon Ads / Amazon DSP, Amazon Brand Registry & Project Zero, Ansira / Unifyr, App Radar/SplitMetrics, AppLovin / Unity Ads, AppsFlyer/Singular, Aprimo by Teradata / OpenText, Awin / ShareASale, Awin Access / Awin, Awin/ShareASale, Beaconstac / Uniqode, Bizible / Adobe Marketo Measure, Bloomreach/Insider, Brandwatch / CisionOne, Canva Enterprise / Adobe Express, ChannelTivity / Extu, Chatfuel/ManyChat, Chili Piper / ChiliCal, Chili Piper / Distro, Chorus.ai / Chorus by ZoomInfo, Cin7 Omni / Cin7 Core, Cision / CisionOne, Cision/CisionOne, CisionOne / Cision, Clari + Salesloft, Clearbit by HubSpot / Breeze Intelligence, Clearbit/HubSpot Breeze, Cloud4Wi / Aiwifi, CloudTalk/Talkdesk, Consensus/trumpet, Courier / Knock, Cvent LeadCapture / Cvent iCapture, Cvent LeadCapture / iCapture, Dealfront/Leadfeeder, Default/Knock AI, DemandScience / Terminus, DemandScience/Terminus, Demandbase / Demandbase One, Drift/Salesforce Einstein, EmbedReviews / EmbedSocial, EmbedReviews/Stamped, Ensighten/CHEQ Manage, Equativ / Sharethrough, Facebook & Instagram (Meta Ads – Video/Reels), Facebook & Instagram (Meta), Facebook & Instagram (Meta) Ads, Facebook / Instagram, Facebook / Meta Ads, Facebook/Instagram, Facebook/Instagram Reels, Facebook/Meta, Facebook/Meta Ads, Facebook/Meta Ads (including Instagram), Facebook/Meta Audience Network, Facebook/Meta Pixel, Facebook/Meta Pixel (for analytics), Facebook/Meta Video Ads, Fivetran / Fivetran Census, Freshchat/Freshdesk, Freshdesk / Freshservice, Freshdesk / Freshworks, Freshdesk/Freshchat, Freshdesk/Freshservice, Freshworks / Freshdesk, FullContact / Zeotap, Fullcast / Clari Align, G2 / TrustRadius, GoTo Webinar / Webex, Gong/Chorus, Google Ads + Microsoft Ads + LinkedIn Campaign Manager (Direct Platform), Google Ads / Performance Max, Google Ads Data Hub / Google BigQuery, Google Alerts + Feedly, Google Alerts + Google Trends, Google Analytics / GA4 / Google Analytics 360, Google Analytics 4 (GA4) + BigQuery, Google Analytics 4 + Buffer, Google Analytics/Google Search Console, Google DV360 (Display & Video 360) & Google Ad Manager, Google Drive / SharePoint, Google Drive/OneDrive, Google Forms + Spreadsheets, Google Maps Address Validation / Google address verification, Google Play Console & App Store Connect, Google Search Console + Google Analytics (FREE), Google Tag Manager (GTM) / Google Tag Manager 360, Google Workspace + YouTube, Google Workspace/Microsoft 365, Google Workspace/Notion, Gradient Works / BoogieBoard, Grain / tl;dv, GrowthLoop & DinMo, HelloSign / Dropbox Sign, HelpShift/LivePerson, Highspot/Seismic, Hootsuite/AdEspresso, HubSpot + Breeze Intelligence (formerly Clearbit), HubSpot Agent Hub / Breeze, HubSpot Breeze AI / HubSpot Agent Hub, HubSpot Breeze Intelligence / Clearbit, HubSpot Breeze/Reveal, HubSpot CMS / Content Hub, HubSpot CMS Hub / Content Hub, HubSpot CRM + HubSpot Quotes, HubSpot CRM + Marketing Hub, HubSpot CRM/Sales Hub, HubSpot Chat + Chatbot, HubSpot Content Hub / Marketing Hub, HubSpot Data Hub / Operations Hub, HubSpot Live Chat / Chatbot, HubSpot Marketing Hub / Content Hub, HubSpot Marketing Hub / Sales Hub, HubSpot Marketing/Service Hub (Conversations Email/Chat), HubSpot Meetings / Sales Hub, HubSpot Sales Hub & Content Hub, HubSpot Sales Hub + Content Hub, HubSpot Sales Hub + Guru, HubSpot Sales Hub / HubSpot CRM, HubSpot Sales Hub / HubSpot call tracking, HubSpot Service Hub / Marketing Hub, HubSpot Workflows / Salesforce Flows, HubSpot's Content Hub + Sales Hub, Hubspot/ActiveCampaign, Hulu / Disney+ / Netflix / Peacock, Hunter.io + Calendly Free, IBM InfoSphere / IBM Cloud Pak for Data, IBM InfoSphere / IBM Db2, Impartner/Allbound (Channelscaler), Infobip/Bird (ex-MessageBird), Informa TechTarget / Priority Engine, Insider/Insider One, Instagram Shopping / TikTok Shop, Instantly / Smartlead, Intellimize/Webflow Optimize, Inventive AI / AutoRFP, Jasper / Copy.ai, Khoros Communities / Lithium, Kiflo / PartnerPortal, Klevu / Searchspring (Athos Commerce), Leadfeeder/Lead Seeker, Leadnetwork / Leadsgate, Lemlist/Hunter.io, Lessonly / Seismic Learning, Level Access / Deque, LinkedIn Search / Google Alerts, Litmus/Email on Acid, LiveRamp/Habu, Local Falcon / Localo, Looker / Looker Studio, Looker/Looker Studio, Loop & Tie, Lusha/Apollo, MGID/Revcontent, Madison Logic / Foundry ABM, Magento / Adobe Commerce, Magento/Adobe, Magento/Adobe Commerce, Maptive / eSpatial, Marketing 360 / Synup, Marketo / Pardot (Salesforce Account Engagement), Marq/Canva Enterprise, Matomo/Piwik PRO, Matrix/Element, Matrix/Synapse, Maxio / Chargify, MessageBird / Pusher, MessageBird/Bird, Meta Ad Library + Google Ads Transparency Center, Meta/Facebook/Instagram, Metronome / Orb, Microsoft 365/OneDrive, Microsoft Azure Synapse / Fabric, Microsoft SharePoint / OneDrive Business, NICE CXone / NICE inContact, NIQ / GfK, Nativo / Life360 Ads, Neustar/TransUnion, Oktopost / Octopost, OneSignal/Firebase, Optimizely/Allocadia, Optmyzr/Opteo, Oracle BlueKai / Oracle Data Cloud, Oracle/SAP CPQ, PFL/DirectMail.io, Pandora / iHeartRadio, Pardot / Salesforce Marketing Cloud Account Engagement, PartnerStack / Rewardful, Peec AI / Rankscale, Piwik PRO / Matomo, Postalytics / Sendoso, Prowly / Prezly, Prowly / Semrush AI PR Toolkit, Qlik Sense / Qlik Cloud Analytics, QlikView/Qlik Sense, Qualified / Piper, Qualified / Salesforce Agentforce, Quantum Metric / Glassbox, RB2B/Leadfeeder, Regie.ai / RegieGO, Revealbot / Birch, RingCentral Events / Hopin, RingCentral Events / Webex Events, RingLead/Dedupely, RocketDocs / Qvidian, Romify / Wave, S&P Global Market Intelligence / S&P Capital IQ Pro, SAP BusinessObjects / Crystal Reports, SAP Master Data Governance / SAP Datasphere, SE Ranking / SE Visible, SE Visible / SE Ranking, Salesforce + LeanData, Salesforce Agentforce Marketing / Marketing Cloud Next, Salesforce CPQ / Agentforce Revenue Management, Salesforce Commerce Cloud / Salesforce B2B Commerce, Salesforce Data Cloud/Data 360, Salesforce Maps + Sales Planning, Salesforce Maps and Sales Planning, Salesforce Maps/Geopointe, Salesforce Maps/Sales Planning, Salesforce Marketing Cloud & Account Engagement (formerly Pardot), Salesforce Marketing Cloud + Agentforce, Salesforce Marketing Cloud / Agentforce, Salesforce Marketing Cloud / Marketing Cloud Engagement, Salesforce Pardot / Marketing Cloud Account Engagement, Salesforce Partner Cloud / Salesforce Experience Cloud, Salesforce Partner Cloud / Salesforce PRM, Salesforce Revenue Cloud + Agentforce, Salesforce Revenue Cloud / Salesforce CPQ, Salesforce Revenue Intelligence / Agentforce, Salesforce Revenue Intelligence / Einstein, Salesforce Sales Cloud + Salesforce Maps, Salesforce Sales Planning / Salesforce Maps, Salesforce Service Cloud / Agentforce, Salesforce Service Cloud/Agentforce, Salesforce Service/Agentforce, Salesforce/Account Engagement, Salesforge / Agent Frank, Salesloft / Clari Copilot, Semrush AI Visibility Toolkit / Semrush One, Sendoso / Alyce by Sendoso, Sendoso / Alyce by Sendoso / Postal by Sendoso, ShareASale/Awin, Shopify Email / Shopify Messaging, SimpleTexting & EZ Texting, SimpleTexting / EZ Texting, Sitecore/Optimizely, Siteimprove / Acquia Web Governance, Slack + Zapier, Slack/Discord, Smartly.io/AdEspresso, Smile/Yotpo, SnackMagic / SwagMagic, Solr/Elasticsearch, Spekit/Dock, SplitMetrics / App Radar, Spotify / Spotify Audience Network, Spotify Advertising / Spotify Ad Studio, Spotify Advertising / Spotify Audience Network, Spreaker Ad Exchange / RedCircle Ad Platform, Square Online / Wix, Squarespace / Wix Commerce, Talkwalker / Brand24, Teachable/Kajabi, Terminus/Triblio, Textedly/SendPulse, Textmagic / SimpleTexting, The Brief / Creatopy, The Trade Desk + Triton Digital, The Trade Desk / Viant, Thinkific / Thinkific Plus, TikTok / Instagram Reels / YouTube Shorts, TikTok Ads / Snap Ads, Totango & Catalyst, Totango + Catalyst, Totango/Catalyst, TransUnion / Experian, TransUnion/Neustar, TransUnion/Neustar (TruAudience), Tray.io / Tray.ai, Tribe / Bettermode, Triblio/Foundry ABM, Tubi/Pluto TV, Twilio + Marketing Cloud, Twilio Segment + Twilio Engage, Twilio/Segment CDP, Uberall/PinMeTo, Unify / SyncGTM, UserWay / Outreach, Usercentrics / Cookiebot, Usercentrics / Cookiebot (by Usercentrics), Usercentrics / Cookiebot by Usercentrics, Webflow / Framer, WebinarJam & EverWebinar, Weebly/Squarespace, Wix / Wix Studio, Wix/Squarespace, WordPress + Elementor, WordPress + Yoast SEO, WordStream/LocaliQ, Workfront/Adobe, Writesonic / AirOps, Xandr / Microsoft Invest, Xandr/Adform, Yahoo / Verizon Media native, Yahoo / Yahoo Native, Yahoo/Yahoo Gemini, Yext/Uberall, YouTube / Google Video, YouTube / Google video, YouTube Ads / Google Video, YouTube Live / LinkedIn Live, Zapier / Make, Zendesk AI / Copilot, Zendesk Chat / Zendesk, Zendesk Guide / Zendesk Knowledge, Zift / ZiftONE, Zift Solutions / Unifyr, Zift Solutions / ZiftONE, ZiftONE / Unifyr, Zoho Bigin / Zoho CRM, Zoho CRM + Zoho CPQ (or Zoho Quotes), Zoho Meeting / Zoho Webinar, Zoho Motivator / Zoho CRM, Zoho SalesIQ / Zoho CRM, Zoho Webinar / Zoho Meeting, Zoom / Amazon Connect, Zoom Webinars & Zoom Events, ZoomInfo + Chorus, ZoomInfo / Chorus by ZoomInfo Engage, ZoomInfo / ZoomInfo Streaming Intent, axe DevTools / Evinced, dbt Core / dbt Cloud, iHeartRadio / Pandora (via AdsWizz) ## Appendix: loose paraphrase stability - Claude Haiku 4.5: a direct first choice kept as first choice or alternative in 52 of 111 categories (47%); differing under the strict rule: affiliate-and-partner-management, ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, ai-voice-agents, app-store-optimization, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, b2b-intent-data, brand-protection, call-tracking, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, click-fraud-protection, client-onboarding, community-platforms, competitive-intelligence, consent-and-privacy-management, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversational-marketing, creative-automation, crm, crm-data-quality-and-deduplication, customer-data-platforms, customer-education-and-lms, customer-feedback-and-surveys, customer-intelligence-and-data-science, customer-success-platforms, customer-support-helpdesk, dashboards-and-data-visualization, data-clean-rooms, data-management-platforms, digital-adoption-and-onboarding, digital-sales-rooms, direct-mail-and-gifting, ecommerce-marketing, ecommerce-platforms, ecommerce-search-and-merchandising, email-deliverability-and-testing, email-marketing, email-signature-management, email-verification, employee-advocacy, event-lead-capture, event-management-platforms, experimentation-and-personalization, field-sales-tools, in-app-messaging-and-customer-communications, interactive-demo-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, lead-routing-and-management, local-listings-management, loyalty-advocacy-and-referrals, market-intelligence, marketing-automation, marketing-cms, marketing-resource-management, meeting-scheduling, mobile-apps, order-management-systems, partner-relationship-management, print, product-analytics, product-information-management, proposal-software, referral-and-partner-programs, retail-media-platforms, retail-proximity-and-iot-marketing, revenue-intelligence-and-forecasting, review-and-reputation-management, rfp-response-software, sales-coaching-and-training, sales-commissions-and-incentive-compensation, sales-dialers-and-calling, sales-enablement-and-content, sales-engagement, sales-gamification, sales-intelligence-and-contact-data, search-and-social-advertising-platforms, session-replay-and-heatmaps, sms-and-whatsapp-marketing, social-media-management, tag-management, value-selling-tools, video-advertising, video-marketing-and-hosting, web-analytics, webinar-virtual-events, website-governance-and-accessibility, workflow-automation-and-ipaas - GPT-5.4 mini: a direct first choice kept as first choice or alternative in 69 of 112 categories (62%); differing under the strict rule: account-based-marketing-platforms, address-verification, ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, ai-voice-agents, app-store-optimization, audience-and-consumer-insights, audio-and-podcast-advertising, billing-and-subscription-management, call-tracking, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, click-fraud-protection, competitive-intelligence, consent-and-privacy-management, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversation-intelligence, conversational-marketing, cpq, creative-automation, customer-feedback-and-surveys, customer-intelligence-and-data-science, customer-success-platforms, data-clean-rooms, data-enrichment, data-management-platforms, data-warehouse-reverse-etl, digital-asset-management, digital-sales-rooms, ecommerce-platforms, ecommerce-search-and-merchandising, email-deliverability-and-testing, event-lead-capture, experimentation-and-personalization, field-sales-tools, identity-resolution, influencer-platforms, landing-pages-and-interactive-content, local-listings-management, market-intelligence, marketing-resource-management, meeting-scheduling, mobile-apps, mobile-marketing-and-push, native-and-content-advertising, order-management-systems, partner-relationship-management, print, product-information-management, programmatic-and-display-advertising, referral-and-partner-programs, retail-media-platforms, retail-proximity-and-iot-marketing, review-and-reputation-management, rfp-response-software, sales-coaching-and-training, sales-commissions-and-incentive-compensation, sales-enablement-and-content, search-and-social-advertising-platforms, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, tag-management, value-selling-tools, video-advertising, web-analytics, webinar-virtual-events, website-governance-and-accessibility, workflow-automation-and-ipaas - Gemini 3.5 Flash: a direct first choice kept as first choice or alternative in 90 of 112 categories (80%); differing under the strict rule: address-verification, ai-marketing-agents, ai-visibility-tracking, ai-voice-agents, attribution-mmm, audience-and-consumer-insights, b2b-intent-data, billing-and-subscription-management, brand-protection, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, community-platforms, contact-center-platforms, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversational-marketing, creative-automation, crm, customer-data-platforms, customer-feedback-and-surveys, customer-intelligence-and-data-science, customer-support-helpdesk, dashboards-and-data-visualization, data-enrichment, data-management-platforms, digital-adoption-and-onboarding, ecommerce-marketing, ecommerce-platforms, ecommerce-search-and-merchandising, email-deliverability-and-testing, email-marketing, email-signature-management, email-verification, event-lead-capture, event-management-platforms, experimentation-and-personalization, field-sales-tools, identity-resolution, in-app-messaging-and-customer-communications, influencer-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, lead-routing-and-management, local-listings-management, loyalty-advocacy-and-referrals, market-intelligence, marketing-cms, marketing-resource-management, meeting-scheduling, mobile-apps, mobile-marketing-and-push, native-and-content-advertising, order-management-systems, partner-relationship-management, pr-and-media-monitoring, print, product-information-management, referral-and-partner-programs, retail-media-platforms, retail-proximity-and-iot-marketing, rfp-response-software, sales-coaching-and-training, sales-enablement-and-content, sales-gamification, search-and-social-advertising-platforms, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, territory-and-quota-planning, value-selling-tools, video-advertising, video-marketing-and-hosting, web-analytics, webinar-virtual-events - Perplexity Sonar: a direct first choice kept as first choice or alternative in 73 of 112 categories (65%); differing under the strict rule: ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, audience-and-consumer-insights, audio-and-podcast-advertising, b2b-intent-data, billing-and-subscription-management, brand-protection, call-tracking, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, consent-and-privacy-management, contact-center-quality-assurance, contract-lifecycle-management-and-e-signature, conversation-intelligence, conversational-marketing, creative-automation, crm-data-quality-and-deduplication, customer-intelligence-and-data-science, data-clean-rooms, data-enrichment, data-management-platforms, data-warehouse-reverse-etl, digital-sales-rooms, direct-mail-and-gifting, ecommerce-marketing, ecommerce-search-and-merchandising, email-deliverability-and-testing, email-verification, employee-advocacy, event-lead-capture, experimentation-and-personalization, field-sales-tools, identity-resolution, in-app-messaging-and-customer-communications, influencer-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, lead-routing-and-management, local-listings-management, loyalty-advocacy-and-referrals, marketing-cms, marketing-resource-management, meeting-scheduling, mobile-apps, native-and-content-advertising, order-management-systems, partner-relationship-management, print, product-information-management, programmatic-and-display-advertising, referral-and-partner-programs, retail-media-platforms, retail-proximity-and-iot-marketing, revenue-intelligence-and-forecasting, review-and-reputation-management, rfp-response-software, sales-coaching-and-training, sales-commissions-and-incentive-compensation, sales-dialers-and-calling, sales-enablement-and-content, sales-intelligence-and-contact-data, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, value-selling-tools, video-advertising, video-marketing-and-hosting, web-analytics, webinar-virtual-events - Grok 4.1 Fast: a direct first choice kept as first choice or alternative in 81 of 112 categories (72%); differing under the strict rule: ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, ai-voice-agents, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, b2b-intent-data, brand-protection, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, community-platforms, competitive-intelligence, consent-and-privacy-management, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversational-marketing, creative-automation, customer-education-and-lms, customer-feedback-and-surveys, customer-intelligence-and-data-science, customer-support-helpdesk, data-clean-rooms, data-management-platforms, data-warehouse-reverse-etl, digital-adoption-and-onboarding, digital-sales-rooms, direct-mail-and-gifting, ecommerce-search-and-merchandising, email-marketing, employee-advocacy, event-lead-capture, event-management-platforms, experimentation-and-personalization, field-sales-tools, influencer-platforms, interactive-demo-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, lead-routing-and-management, loyalty-advocacy-and-referrals, marketing-resource-management, meeting-scheduling, mobile-apps, mobile-marketing-and-push, native-and-content-advertising, partner-relationship-management, pr-and-media-monitoring, print, product-analytics, referral-and-partner-programs, retail-proximity-and-iot-marketing, revenue-intelligence-and-forecasting, rfp-response-software, sales-coaching-and-training, sales-commissions-and-incentive-compensation, sales-enablement-and-content, search-and-social-advertising-platforms, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, social-media-management, value-selling-tools, video-advertising, video-marketing-and-hosting, website-governance-and-accessibility - Mistral Small: a direct first choice kept as first choice or alternative in 51 of 112 categories (46%); differing under the strict rule: account-based-marketing-platforms, address-verification, affiliate-and-partner-management, ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, ai-voice-agents, app-store-optimization, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, b2b-intent-data, billing-and-subscription-management, call-tracking, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, click-fraud-protection, client-onboarding, community-platforms, competitive-intelligence, consent-and-privacy-management, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversation-intelligence, conversational-marketing, cpq, creative-automation, crm, crm-data-quality-and-deduplication, customer-data-platforms, customer-education-and-lms, customer-feedback-and-surveys, customer-intelligence-and-data-science, customer-success-platforms, customer-support-helpdesk, dashboards-and-data-visualization, data-clean-rooms, data-management-platforms, digital-adoption-and-onboarding, digital-asset-management, digital-sales-rooms, direct-mail-and-gifting, ecommerce-marketing, ecommerce-platforms, ecommerce-search-and-merchandising, email-deliverability-and-testing, email-marketing, email-signature-management, email-verification, employee-advocacy, event-lead-capture, event-management-platforms, experimentation-and-personalization, field-sales-tools, identity-resolution, in-app-messaging-and-customer-communications, influencer-platforms, interactive-demo-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, lead-routing-and-management, local-listings-management, loyalty-advocacy-and-referrals, market-intelligence, marketing-resource-management, meeting-scheduling, mobile-apps, mobile-marketing-and-push, native-and-content-advertising, order-management-systems, partner-relationship-management, pr-and-media-monitoring, pricing-optimization, print, product-analytics, product-information-management, proposal-software, referral-and-partner-programs, retail-proximity-and-iot-marketing, review-and-reputation-management, rfp-response-software, sales-coaching-and-training, sales-commissions-and-incentive-compensation, sales-dialers-and-calling, sales-enablement-and-content, sales-engagement, sales-gamification, sales-intelligence-and-contact-data, search-and-social-advertising-platforms, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, social-media-management, territory-and-quota-planning, value-selling-tools, video-advertising, video-marketing-and-hosting, web-analytics, webinar-virtual-events, website-governance-and-accessibility, workflow-automation-and-ipaas - DeepSeek V4 Flash: a direct first choice kept as first choice or alternative in 80 of 112 categories (71%); differing under the strict rule: ai-visibility-tracking, ai-voice-agents, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, channel-partner-and-local-marketing, click-fraud-protection, consent-and-privacy-management, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversational-marketing, customer-data-platforms, customer-feedback-and-surveys, customer-success-platforms, customer-support-helpdesk, data-clean-rooms, data-management-platforms, data-warehouse-reverse-etl, digital-adoption-and-onboarding, digital-asset-management, direct-mail-and-gifting, ecommerce-marketing, ecommerce-platforms, ecommerce-search-and-merchandising, email-deliverability-and-testing, email-verification, employee-advocacy, event-lead-capture, event-management-platforms, experimentation-and-personalization, field-sales-tools, in-app-messaging-and-customer-communications, interactive-demo-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, lead-routing-and-management, local-listings-management, loyalty-advocacy-and-referrals, market-intelligence, marketing-cms, marketing-resource-management, mobile-apps, native-and-content-advertising, order-management-systems, partner-relationship-management, product-information-management, referral-and-partner-programs, revenue-intelligence-and-forecasting, review-and-reputation-management, rfp-response-software, sales-commissions-and-incentive-compensation, sales-dialers-and-calling, sales-enablement-and-content, sales-engagement, sales-gamification, search-and-social-advertising-platforms, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, social-media-management, value-selling-tools, video-advertising, web-analytics, website-governance-and-accessibility, workflow-automation-and-ipaas - Llama 4 Maverick: a direct first choice kept as first choice or alternative in 30 of 106 categories (28%); differing under the strict rule: account-based-marketing-platforms, address-verification, ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, ai-voice-agents, app-store-optimization, attribution-mmm, audio-and-podcast-advertising, b2b-intent-data, billing-and-subscription-management, brand-protection, call-tracking, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, click-fraud-protection, client-onboarding, community-platforms, competitive-intelligence, contact-center-platforms, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversation-intelligence, creative-automation, crm, crm-data-quality-and-deduplication, customer-data-platforms, customer-intelligence-and-data-science, customer-success-platforms, customer-support-helpdesk, dashboards-and-data-visualization, data-clean-rooms, data-enrichment, data-warehouse-reverse-etl, digital-adoption-and-onboarding, digital-asset-management, direct-mail-and-gifting, ecommerce-marketing, ecommerce-platforms, ecommerce-search-and-merchandising, email-deliverability-and-testing, email-marketing, email-signature-management, email-verification, employee-advocacy, event-lead-capture, event-management-platforms, experimentation-and-personalization, field-sales-tools, identity-resolution, in-app-messaging-and-customer-communications, influencer-platforms, interactive-demo-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, lead-routing-and-management, local-listings-management, loyalty-advocacy-and-referrals, market-intelligence, marketing-automation, marketing-cms, marketing-resource-management, meeting-scheduling, mobile-apps, mobile-marketing-and-push, native-and-content-advertising, order-management-systems, partner-relationship-management, pr-and-media-monitoring, pricing-optimization, print, product-analytics, product-information-management, programmatic-and-display-advertising, referral-and-partner-programs, retail-media-platforms, review-and-reputation-management, sales-coaching-and-training, sales-commissions-and-incentive-compensation, sales-dialers-and-calling, sales-engagement, sales-gamification, search-and-social-advertising-platforms, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, social-media-management, tag-management, territory-and-quota-planning, value-selling-tools, video-advertising, video-marketing-and-hosting, webinar-virtual-events, website-governance-and-accessibility, workflow-automation-and-ipaas - Qwen 3.7 Flash: a direct first choice kept as first choice or alternative in 57 of 112 categories (51%); differing under the strict rule: account-based-marketing-platforms, affiliate-and-partner-management, ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, app-store-optimization, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, b2b-intent-data, brand-protection, channel-partner-and-local-marketing, click-fraud-protection, client-onboarding, community-platforms, competitive-intelligence, consent-and-privacy-management, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversation-intelligence, conversational-marketing, creative-automation, crm-data-quality-and-deduplication, customer-data-platforms, customer-education-and-lms, customer-feedback-and-surveys, customer-intelligence-and-data-science, customer-success-platforms, data-clean-rooms, data-enrichment, data-management-platforms, data-warehouse-reverse-etl, digital-adoption-and-onboarding, digital-asset-management, digital-sales-rooms, ecommerce-search-and-merchandising, email-marketing, email-verification, employee-advocacy, event-lead-capture, experimentation-and-personalization, field-sales-tools, identity-resolution, in-app-messaging-and-customer-communications, influencer-platforms, interactive-demo-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, lead-routing-and-management, local-listings-management, loyalty-advocacy-and-referrals, market-intelligence, marketing-resource-management, meeting-scheduling, mobile-apps, mobile-marketing-and-push, native-and-content-advertising, order-management-systems, partner-relationship-management, pr-and-media-monitoring, pricing-optimization, print, product-information-management, programmatic-and-display-advertising, proposal-software, retail-media-platforms, retail-proximity-and-iot-marketing, revenue-intelligence-and-forecasting, review-and-reputation-management, rfp-response-software, sales-coaching-and-training, sales-commissions-and-incentive-compensation, sales-dialers-and-calling, sales-enablement-and-content, sales-engagement, sales-intelligence-and-contact-data, search-and-social-advertising-platforms, seo-content-optimization, sms-and-whatsapp-marketing, social-media-management, tag-management, territory-and-quota-planning, value-selling-tools, video-advertising, video-marketing-and-hosting, web-analytics, webinar-virtual-events, website-governance-and-accessibility, workflow-automation-and-ipaas - Kimi K2: a direct first choice kept as first choice or alternative in 78 of 112 categories (70%); differing under the strict rule: account-based-marketing-platforms, affiliate-and-partner-management, ai-marketing-agents, ai-visibility-tracking, ai-voice-agents, app-store-optimization, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, b2b-intent-data, call-tracking, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, client-onboarding, community-platforms, consent-and-privacy-management, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversational-marketing, creative-automation, crm, crm-data-quality-and-deduplication, customer-data-platforms, customer-feedback-and-surveys, customer-intelligence-and-data-science, customer-support-helpdesk, data-clean-rooms, data-warehouse-reverse-etl, digital-sales-rooms, direct-mail-and-gifting, ecommerce-marketing, ecommerce-search-and-merchandising, email-deliverability-and-testing, email-signature-management, employee-advocacy, event-lead-capture, event-management-platforms, experimentation-and-personalization, field-sales-tools, identity-resolution, in-app-messaging-and-customer-communications, influencer-platforms, interactive-demo-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, lead-routing-and-management, market-intelligence, marketing-automation, marketing-cms, marketing-resource-management, meeting-scheduling, mobile-apps, mobile-marketing-and-push, order-management-systems, print, product-analytics, product-information-management, referral-and-partner-programs, retail-media-platforms, retail-proximity-and-iot-marketing, revenue-intelligence-and-forecasting, review-and-reputation-management, rfp-response-software, sales-coaching-and-training, sales-commissions-and-incentive-compensation, sales-dialers-and-calling, sales-enablement-and-content, sales-intelligence-and-contact-data, search-and-social-advertising-platforms, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, social-media-management, territory-and-quota-planning, video-advertising, web-analytics, webinar-virtual-events, website-governance-and-accessibility, workflow-automation-and-ipaas - GLM 4.7 FlashX: a direct first choice kept as first choice or alternative in 76 of 112 categories (68%); differing under the strict rule: affiliate-and-partner-management, ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, ai-voice-agents, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, b2b-intent-data, call-tracking, channel-partner-and-local-marketing, community-platforms, competitive-intelligence, consent-and-privacy-management, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversational-marketing, creative-automation, customer-feedback-and-surveys, customer-intelligence-and-data-science, customer-success-platforms, customer-support-helpdesk, data-clean-rooms, data-management-platforms, digital-adoption-and-onboarding, digital-sales-rooms, direct-mail-and-gifting, ecommerce-marketing, ecommerce-platforms, ecommerce-search-and-merchandising, email-deliverability-and-testing, email-marketing, email-signature-management, event-lead-capture, event-management-platforms, experimentation-and-personalization, field-sales-tools, identity-resolution, influencer-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, lead-routing-and-management, local-listings-management, loyalty-advocacy-and-referrals, market-intelligence, marketing-resource-management, meeting-scheduling, mobile-apps, mobile-marketing-and-push, order-management-systems, partner-relationship-management, pricing-optimization, product-information-management, referral-and-partner-programs, retail-media-platforms, retail-proximity-and-iot-marketing, revenue-intelligence-and-forecasting, review-and-reputation-management, rfp-response-software, sales-coaching-and-training, sales-commissions-and-incentive-compensation, sales-dialers-and-calling, sales-enablement-and-content, sales-engagement, search-and-social-advertising-platforms, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, social-media-management, video-advertising, video-marketing-and-hosting, web-analytics, webinar-virtual-events, website-governance-and-accessibility, workflow-automation-and-ipaas - MiniMax M2.5: a direct first choice kept as first choice or alternative in 57 of 111 categories (51%); differing under the strict rule: account-based-marketing-platforms, address-verification, ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, ai-voice-agents, app-store-optimization, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, b2b-intent-data, billing-and-subscription-management, brand-protection, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, click-fraud-protection, client-onboarding, community-platforms, competitive-intelligence, consent-and-privacy-management, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversation-intelligence, conversational-marketing, creative-automation, crm-data-quality-and-deduplication, customer-data-platforms, customer-education-and-lms, customer-feedback-and-surveys, customer-intelligence-and-data-science, customer-success-platforms, dashboards-and-data-visualization, data-clean-rooms, data-enrichment, data-management-platforms, data-warehouse-reverse-etl, digital-adoption-and-onboarding, digital-asset-management, digital-sales-rooms, direct-mail-and-gifting, ecommerce-marketing, ecommerce-platforms, ecommerce-search-and-merchandising, email-deliverability-and-testing, employee-advocacy, event-lead-capture, experimentation-and-personalization, field-sales-tools, identity-resolution, in-app-messaging-and-customer-communications, influencer-platforms, interactive-demo-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, local-listings-management, loyalty-advocacy-and-referrals, market-intelligence, marketing-automation, marketing-resource-management, meeting-scheduling, mobile-apps, native-and-content-advertising, order-management-systems, partner-relationship-management, pr-and-media-monitoring, pricing-optimization, product-information-management, programmatic-and-display-advertising, proposal-software, referral-and-partner-programs, retail-media-platforms, revenue-intelligence-and-forecasting, review-and-reputation-management, rfp-response-software, sales-coaching-and-training, sales-dialers-and-calling, sales-enablement-and-content, sales-engagement, sales-gamification, sales-intelligence-and-contact-data, search-and-social-advertising-platforms, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, territory-and-quota-planning, value-selling-tools, video-marketing-and-hosting, web-analytics, webinar-virtual-events, website-governance-and-accessibility, workflow-automation-and-ipaas - GPT-6 Luna: a direct first choice kept as first choice or alternative in 76 of 112 categories (68%); differing under the strict rule: ai-marketing-agents, ai-sdr-agents, app-store-optimization, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, billing-and-subscription-management, brand-protection, call-tracking, channel-partner-and-local-marketing, click-fraud-protection, competitive-intelligence, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversation-intelligence, conversational-marketing, creative-automation, customer-feedback-and-surveys, customer-intelligence-and-data-science, customer-success-platforms, data-clean-rooms, data-warehouse-reverse-etl, digital-sales-rooms, direct-mail-and-gifting, email-deliverability-and-testing, email-signature-management, email-verification, employee-advocacy, identity-resolution, in-app-messaging-and-customer-communications, landing-pages-and-interactive-content, lead-routing-and-management, market-intelligence, marketing-resource-management, meeting-scheduling, mobile-apps, mobile-marketing-and-push, order-management-systems, referral-and-partner-programs, retail-media-platforms, revenue-intelligence-and-forecasting, review-and-reputation-management, rfp-response-software, sales-commissions-and-incentive-compensation, sales-enablement-and-content, sales-gamification, search-and-social-advertising-platforms, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, social-media-management, territory-and-quota-planning, value-selling-tools, video-advertising, web-analytics, workflow-automation-and-ipaas - Muse Glimmer 30B: a direct first choice kept as first choice or alternative in 79 of 112 categories (71%); differing under the strict rule: account-based-marketing-platforms, address-verification, ai-marketing-agents, ai-visibility-tracking, ai-voice-agents, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, b2b-intent-data, brand-protection, call-tracking, chatbots-and-conversational-ai-for-support, client-onboarding, community-platforms, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversation-intelligence, conversational-marketing, crm, crm-data-quality-and-deduplication, customer-education-and-lms, customer-intelligence-and-data-science, customer-support-helpdesk, data-clean-rooms, data-management-platforms, digital-adoption-and-onboarding, digital-asset-management, digital-sales-rooms, direct-mail-and-gifting, email-marketing, email-signature-management, employee-advocacy, event-lead-capture, experimentation-and-personalization, field-sales-tools, identity-resolution, in-app-messaging-and-customer-communications, influencer-platforms, interactive-demo-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, lead-routing-and-management, local-listings-management, loyalty-advocacy-and-referrals, market-intelligence, marketing-cms, marketing-resource-management, meeting-scheduling, mobile-apps, native-and-content-advertising, order-management-systems, pr-and-media-monitoring, print, product-analytics, product-information-management, referral-and-partner-programs, retail-media-platforms, retail-proximity-and-iot-marketing, revenue-intelligence-and-forecasting, review-and-reputation-management, rfp-response-software, sales-coaching-and-training, sales-commissions-and-incentive-compensation, sales-dialers-and-calling, sales-enablement-and-content, sales-gamification, search-and-social-advertising-platforms, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, value-selling-tools, video-advertising, video-marketing-and-hosting, web-analytics, webinar-virtual-events, workflow-automation-and-ipaas # Segment: Enterprise # GTM AI Recommendation Index, run edition-2026-10 672 prompts, 14 models, 46,744 raw judge labels, 47,068 scored labels after normalization. Published weights: first choice +3, alternative +2, mention +1, soft negative -2, hard negative -3. Scored under vendor alias table version 2026-10-05.2. Raw judge labels are the permanent record; the numbers below are derived from them and are regenerated for every run whenever the alias table changes, so the whole series is always scored under one table version. Resolution of raw names: 39,506 by alias or canonical name, 3897 by category-scoped alias, 803 from combined answers split into their products, 266 from combined answers counted once for their first product, 38 excluded by rule, 2034 unresolved and counted under the raw name. ## Paraphrase stability Share of categories where a model's first choice set on the direct prompt equals its set on the paraphrase. | Model | Same | Different | Stability | |---|---|---|---| | Claude Haiku 4.5 | 26 | 84 | 24% | | GPT-5.4 mini | 38 | 74 | 34% | | Gemini 3.5 Flash | 46 | 66 | 41% | | Perplexity Sonar | 40 | 72 | 36% | | Grok 4.1 Fast | 35 | 77 | 31% | | Mistral Small | 15 | 97 | 13% | | DeepSeek V4 Flash | 39 | 73 | 35% | | Llama 4 Maverick | 7 | 92 | 7% | | Qwen 3.7 Flash | 28 | 84 | 25% | | Kimi K2 | 36 | 76 | 32% | | GLM 4.7 FlashX | 30 | 82 | 27% | | MiniMax M2.5 | 20 | 92 | 18% | | GPT-6 Luna | 45 | 67 | 40% | | Muse Glimmer 30B | 26 | 86 | 23% | A looser measure, whether a direct first choice survives as a first choice or alternative on the paraphrase, is in the appendix. ## Standing by category First choice share across the direct, paraphrase, budget and scale prompts and all 14 models. The top product's share is published alongside the label: contested means the top share is at or below 40%, and a category just above the line is not meaningfully different from one just below it. Consensus means every model's direct-prompt first choice is the same single product. | Category | Top product | Top share | First choices | Status | |---|---|---|---|---| | account-based-marketing-platforms | Demandbase | 51% | 63 | clear leader | | address-verification | Smarty | 30% | 53 | contested | | affiliate-and-partner-management | impact.com | 38% | 53 | contested | | ai-marketing-agents | Salesforce Agentforce Marketing | 13% | 53 | contested | | ai-sdr-agents | Artisan Ava | 22% | 49 | contested | | ai-visibility-tracking | Profound | 55% | 51 | clear leader | | ai-voice-agents | PolyAI | 21% | 58 | contested | | app-store-optimization | Sensor Tower | 47% | 55 | clear leader | | attribution-mmm | Rockerbox | 15% | 60 | contested | | audience-and-consumer-insights | GWI | 22% | 54 | contested | | audio-and-podcast-advertising | StackAdapt | 17% | 48 | contested | | b2b-intent-data | 6sense | 44% | 52 | clear leader | | billing-and-subscription-management | Zuora | 55% | 51 | clear leader | | brand-protection | Red Points | 51% | 53 | clear leader | | call-tracking | Invoca | 62% | 52 | clear leader | | channel-partner-and-local-marketing | Impartner PRM | 25% | 64 | contested | | chatbots-and-conversational-ai-for-support | Intercom Fin AI Agent | 24% | 49 | contested | | click-fraud-protection | Lunio | 39% | 51 | contested | | client-onboarding | Rocketlane | 41% | 51 | clear leader | | community-platforms | Higher Logic Vanilla | 29% | 55 | contested | | competitive-intelligence | Crayon | 44% | 62 | clear leader | | consent-and-privacy-management | OneTrust | 63% | 54 | clear leader | | contact-center-platforms | Genesys Cloud CX | 55% | 53 | clear leader | | contact-center-quality-assurance | MaestroQA | 15% | 47 | contested | | content-marketing-platforms | Contently | 15% | 46 | contested | | contract-lifecycle-management-and-e-signature | Icertis Contract Intelligence | 21% | 56 | contested | | conversation-intelligence | Gong | 69% | 49 | clear leader | | conversational-marketing | Qualified | 44% | 48 | clear leader | | cpq | Salesforce Revenue Cloud | 49% | 53 | clear leader | | creative-automation | Celtra | 38% | 53 | contested | | crm | Salesforce Sales Cloud | 65% | 54 | clear leader | | crm-data-quality-and-deduplication | DemandTools | 33% | 57 | contested | | customer-data-platforms | Salesforce Data Cloud | 34% | 56 | contested | | customer-education-and-lms | Skilljar | 31% | 52 | contested | | customer-feedback-and-surveys | Qualtrics CustomerXM | 41% | 54 | clear leader | | customer-intelligence-and-data-science | Adobe Customer Journey Analytics | 13% | 53 | contested | | customer-success-platforms | Gainsight Customer Success | 69% | 51 | consensus | | customer-support-helpdesk | Zendesk Support Suite | 49% | 57 | clear leader | | dashboards-and-data-visualization | Microsoft Power BI | 58% | 57 | clear leader | | data-clean-rooms | Snowflake Data Clean Rooms | 38% | 45 | contested | | data-enrichment | ZoomInfo | 62% | 47 | clear leader | | data-management-platforms | Salesforce Data Cloud | 21% | 58 | contested | | data-warehouse-reverse-etl | Hightouch | 43% | 93 | clear leader | | digital-adoption-and-onboarding | Whatfix | 36% | 56 | contested | | digital-asset-management | Bynder | 48% | 46 | clear leader | | digital-sales-rooms | Trumpet | 20% | 55 | contested | | direct-mail-and-gifting | Sendoso | 44% | 54 | clear leader | | ecommerce-marketing | Salesforce Marketing Cloud | 15% | 54 | contested | | ecommerce-platforms | Shopify | 31% | 48 | contested | | ecommerce-search-and-merchandising | Coveo | 26% | 53 | contested | | email-deliverability-and-testing | Validity Everest | 45% | 49 | clear leader | | email-marketing | HubSpot Marketing Hub | 29% | 56 | contested | | email-signature-management | Exclaimer | 59% | 51 | clear leader | | email-verification | ZeroBounce | 50% | 44 | clear leader | | employee-advocacy | EveryoneSocial | 42% | 55 | clear leader | | event-lead-capture | iCapture | 23% | 53 | contested | | event-management-platforms | Cvent Event Marketing & Management | 49% | 55 | clear leader | | experimentation-and-personalization | Optimizely CMS | 46% | 61 | clear leader | | field-sales-tools | Badger Maps | 19% | 57 | contested | | identity-resolution | Salesforce Data Cloud | 17% | 54 | contested | | in-app-messaging-and-customer-communications | Pendo | 15% | 53 | contested | | influencer-platforms | CreatorIQ | 47% | 53 | clear leader | | interactive-demo-platforms | Walnut | 17% | 58 | contested | | knowledge-base-and-self-service | Zendesk Guide | 28% | 50 | contested | | landing-pages-and-interactive-content | Instapage | 49% | 57 | clear leader | | lead-routing-and-management | LeanData | 64% | 55 | clear leader | | local-listings-management | Yext | 69% | 54 | clear leader | | loyalty-advocacy-and-referrals | Influitive AdvocateHub | 29% | 49 | contested | | market-intelligence | ZoomInfo | 25% | 59 | contested | | marketing-automation | Adobe Marketo Engage | 53% | 51 | clear leader | | marketing-cms | Adobe Experience Manager | 22% | 50 | contested | | marketing-resource-management | Aprimo | 36% | 50 | contested | | meeting-scheduling | Calendly | 46% | 59 | clear leader | | mobile-apps | Braze | 50% | 52 | clear leader | | mobile-marketing-and-push | Braze | 49% | 59 | clear leader | | native-and-content-advertising | LinkedIn Sponsored Content | 20% | 50 | contested | | order-management-systems | IBM Sterling Order Management | 44% | 45 | clear leader | | partner-relationship-management | Impartner PRM | 45% | 62 | clear leader | | pr-and-media-monitoring | Meltwater | 46% | 57 | clear leader | | pricing-optimization | Pricefx | 38% | 48 | contested | | print | Lob | 43% | 54 | clear leader | | product-analytics | Amplitude Analytics | 56% | 61 | clear leader | | product-information-management | Inriver PIM | 27% | 52 | contested | | programmatic-and-display-advertising | The Trade Desk | 39% | 51 | contested | | proposal-software | PandaDoc | 19% | 52 | contested | | referral-and-partner-programs | Impartner PRM | 22% | 54 | contested | | retail-media-platforms | Skai | 30% | 46 | contested | | retail-proximity-and-iot-marketing | Radar | 18% | 51 | contested | | revenue-intelligence-and-forecasting | Clari Copilot | 66% | 50 | clear leader | | review-and-reputation-management | Birdeye | 26% | 46 | contested | | rfp-response-software | Responsive | 56% | 52 | clear leader | | sales-coaching-and-training | MindTickle | 46% | 48 | clear leader | | sales-commissions-and-incentive-compensation | Xactly Incent | 28% | 54 | contested | | sales-dialers-and-calling | Five9 | 16% | 57 | contested | | sales-enablement-and-content | Seismic | 58% | 57 | clear leader | | sales-engagement | Outreach | 57% | 56 | clear leader | | sales-gamification | Spinify | 38% | 55 | contested | | sales-intelligence-and-contact-data | ZoomInfo | 67% | 49 | consensus | | search-and-social-advertising-platforms | Skai | 44% | 54 | clear leader | | seo-content-optimization | Conductor | 40% | 53 | contested | | session-replay-and-heatmaps | Fullstory | 28% | 53 | contested | | sms-and-whatsapp-marketing | Braze | 24% | 54 | contested | | social-media-management | Sprout Social | 26% | 54 | contested | | tag-management | Tealium iQ Tag Management | 49% | 49 | clear leader | | territory-and-quota-planning | Anaplan Territory & Quota Planning | 32% | 59 | contested | | value-selling-tools | Mediafly | 20% | 46 | contested | | video-advertising | LinkedIn Video Ads | 14% | 51 | contested | | video-marketing-and-hosting | Wistia | 32% | 56 | contested | | web-analytics | Adobe Analytics | 41% | 51 | clear leader | | webinar-virtual-events | ON24 | 35% | 49 | contested | | website-governance-and-accessibility | Siteimprove | 62% | 48 | clear leader | | workflow-automation-and-ipaas | Workato | 42% | 57 | clear leader | **account-based-marketing-platforms**: Demandbase 51%, 6sense 29%, Abmatic AI 8%, Coffee 3%, HubSpot Marketing Hub 3% **address-verification**: Smarty 30%, Loqate 13%, Melissa 13%, Melissa Global Address Verification API 8%, Melissa Global Address Verification 6% **affiliate-and-partner-management**: impact.com 38%, PartnerStack 34%, Tapfiliate 11%, Trackdesk 8%, TUNE 4% **ai-marketing-agents**: Salesforce Agentforce Marketing 13%, Salesforce Agentforce 11%, Jasper 9%, Adobe Marketo Engage Agentic AI 4%, HubSpot Agent Hub 4% **ai-sdr-agents**: Artisan Ava 22%, 11x 16%, Outreach 8%, AiSDR 6%, Regie.ai 6% **ai-visibility-tracking**: Profound 55%, Cognizo 6%, Conductor 6%, Peec AI 6%, Semrush AI Visibility Toolkit 6% **ai-voice-agents**: PolyAI 21%, Retell AI 14%, Cognigy 10%, Bland AI 7%, Parloa 7% **app-store-optimization**: Sensor Tower 47%, AppTweak 20%, AppFollow 15%, data.ai 13%, ASOScan 4% **attribution-mmm**: Rockerbox 15%, Adobe Marketo Measure 13%, Dreamdata 12%, Analytic Partners 7%, CaliberMind 7% **audience-and-consumer-insights**: GWI 22%, Qualtrics 19%, 6sense 9%, Demandbase 9%, Adobe Real-Time CDP 7% **audio-and-podcast-advertising**: StackAdapt 17%, The Trade Desk 15%, Spotify Advertising 8%, AudioGo 6%, Hey Sid 6% **b2b-intent-data**: 6sense 44%, Demandbase 25%, Bombora 15%, ZoomInfo 6%, G2 Buyer Intent 4% **billing-and-subscription-management**: Zuora 55%, Maxio 14%, Chargebee 12%, Stripe Billing 8%, Recurly 6% **brand-protection**: Red Points 51%, BrandShield 15%, Corsearch 13%, ZeroFox 8%, MarkMonitor 4% **call-tracking**: Invoca 62%, CallTrackingMetrics 17%, CallRail 4%, RingCentral Events 4%, Ruler Analytics 4% **channel-partner-and-local-marketing**: Impartner PRM 25%, Unifyr 16%, ZINFI Unified Partner Management 16%, Mindmatrix 8%, Ansira 6% **chatbots-and-conversational-ai-for-support**: Intercom Fin AI Agent 24%, Zendesk AI 16%, Kore.ai 8%, Salesforce Agentforce 8%, Ada 6% **click-fraud-protection**: Lunio 39%, Cheq 31%, ClickGUARD 4%, DoubleVerify 4%, Fraud Blocker 4% **client-onboarding**: Rocketlane 41%, GUIDEcx 25%, OnRamp 8%, Guidde 4%, Albato 2% **community-platforms**: Higher Logic Vanilla 29%, Gainsight Customer Communities 15%, Khoros Communities 15%, Bettermode 13%, Discourse 11% **competitive-intelligence**: Crayon 44%, Klue 35%, Contify 10%, CompeteIQ 5%, AlphaSense 2% **consent-and-privacy-management**: OneTrust 63%, Ketch 9%, Osano 6%, TrustArc 6%, Usercentrics CMP 6% **contact-center-platforms**: Genesys Cloud CX 55%, NICE CXone 15%, Amazon Connect 4%, Salesforce Service Cloud 4%, Zoom Contact Center 4% **contact-center-quality-assurance**: MaestroQA 15%, NICE CXone Quality Management 13%, Genesys Cloud CX 11%, EvaluAgent 9%, Observe.AI 9% **content-marketing-platforms**: Contently 15%, HubSpot Content Hub 13%, Kapost 13%, Optimizely CMP 7%, Adobe Experience Cloud 4% **contract-lifecycle-management-and-e-signature**: Icertis Contract Intelligence 21%, Ironclad 18%, DocuSign CLM 14%, Agiloft 9%, DocuSign 7% **conversation-intelligence**: Gong 69%, Avoma 4%, Zoom Revenue Accelerator 4%, CloudTalk 2%, Dialpad 2% **conversational-marketing**: Qualified 44%, Drift 15%, Intercom 8%, 1mind 6%, LivePerson 4% **cpq**: Salesforce Revenue Cloud 49%, Oracle CPQ 34%, Conga CPQ 4%, SAP CPQ 4%, Tacton 4% **creative-automation**: Celtra 38%, Smartly 13%, Canva 8%, Marq Team 6%, Adobe GenStudio 4% **crm**: Salesforce Sales Cloud 65%, Microsoft Dynamics 365 Sales 22%, HubSpot CRM 6%, Creatio 2%, Creatio CRM 2% **crm-data-quality-and-deduplication**: DemandTools 33%, Cloudingo 19%, Openprise 9%, Insycle 5%, DataMatch Enterprise 4% **customer-data-platforms**: Salesforce Data Cloud 34%, Adobe Real-Time CDP 14%, Tealium 12%, Microsoft Dynamics 365 Customer Insights 7%, Segment 7% **customer-education-and-lms**: Skilljar 31%, Docebo 19%, Gainsight Customer Education 12%, Teachable 8%, Intellum 6% **customer-feedback-and-surveys**: Qualtrics CustomerXM 41%, CustomerGauge 28%, Medallia Experience Cloud 11%, SurveyMonkey 6%, Alchemer 2% **customer-intelligence-and-data-science**: Adobe Customer Journey Analytics 13%, Salesforce Data Cloud 11%, Gainsight 9%, Amplitude 8%, Adobe Customer Journey Analytics (CJA) B2B Edition 6% **customer-success-platforms**: Gainsight Customer Success 69%, Planhat 14%, Customerscore.io 4%, Vitally 4%, ChurnZero 2% **customer-support-helpdesk**: Zendesk Support Suite 49%, Salesforce Service Cloud 14%, Jira Service Management 5%, ServiceNow 5%, TeamSupport 5% **dashboards-and-data-visualization**: Microsoft Power BI 58%, Tableau 26%, Looker 5%, Amazon QuickSight 2%, Basedash 2% **data-clean-rooms**: Snowflake Data Clean Rooms 38%, Crossbeam 13%, AWS Clean Rooms 11%, InfoSum 11%, LiveRamp Clean Room 9% **data-enrichment**: ZoomInfo 62%, Demandbase 9%, Apollo.io 6%, Clay 6%, Amplemarket 2% **data-management-platforms**: Salesforce Data Cloud 21%, Adobe Real-Time CDP 17%, Hightouch 9%, Demandbase 7%, Tealium Customer Data Hub 7% **data-warehouse-reverse-etl**: Hightouch 43%, Snowflake 29%, Census 13%, BigQuery 6%, Polytomic 2% **digital-adoption-and-onboarding**: Whatfix 36%, WalkMe 34%, Pendo 11%, Userlane 7%, Apty 4% **digital-asset-management**: Bynder 48%, MediaValet 22%, Adobe Experience Manager Assets 13%, Acquia DAM 4%, Aprimo 4% **digital-sales-rooms**: Trumpet 20%, Seismic 16%, MindTickle 13%, Dock 11%, Highspot 11% **direct-mail-and-gifting**: Sendoso 44%, Reachdesk 28%, Goody 7%, Lob 6%, Postal 4% **ecommerce-marketing**: Adobe Marketo Engage 15%, Salesforce Marketing Cloud 15%, Salesforce Commerce Cloud 11%, HubSpot Marketing Hub 9%, Adobe Commerce 7% **ecommerce-platforms**: Shopify 31%, SAP Commerce Cloud 27%, Adobe Commerce 12%, BigCommerce B2B Edition 8%, Salesforce B2B Commerce 4% **ecommerce-search-and-merchandising**: Coveo 26%, Algolia 17%, Bloomreach Discovery 13%, Constructor 9%, Hawksearch 6% **email-deliverability-and-testing**: Validity Everest 45%, Everest 6%, Instantly 6%, Litmus 6%, Mailgun 6% **email-marketing**: Adobe Marketo Engage 29%, HubSpot Marketing Hub 29%, Salesforce Marketing Cloud 11%, Brevo 9%, Mailjet 9% **email-signature-management**: Exclaimer 59%, CodeTwo Email Signatures 365 20%, WiseStamp 10%, Opensense 4%, BulkSignature 2% **email-verification**: ZeroBounce 50%, BulkEmailChecker 9%, NeverBounce 9%, ZoomInfo 9%, Kickbox 5% **employee-advocacy**: EveryoneSocial 42%, Oktopost 20%, DSMN8 16%, GaggleAMP 9%, Haiilo 4% **event-lead-capture**: iCapture 23%, Cvent LeadCapture 21%, Captello 11%, Blinq 9%, Cvent iCapture 8% **event-management-platforms**: Cvent Event Marketing & Management 49%, Bizzabo 29%, Swoogo 9%, EventsAir 4%, Microsoft Teams 2% **experimentation-and-personalization**: Optimizely CMS 46%, Adobe Target 16%, Mutiny 10%, VWO 7%, GrowthBook 5% **field-sales-tools**: Badger Maps 19%, Salesforce Maps 16%, Spotio 14%, Salesforce Sales Cloud 12%, Ecanvasser 9% **identity-resolution**: LiveRamp Identity Resolution 17%, Salesforce Data Cloud 17%, Hightouch Adaptive Identity Resolution 7%, Amperity 6%, Demandbase 6% **in-app-messaging-and-customer-communications**: Pendo 15%, Braze 9%, Intercom 9%, Sendbird 9%, Salesforce Service Cloud 6% **influencer-platforms**: CreatorIQ 47%, Traackr 17%, GRIN 8%, Favikon 4%, Influee 2% **interactive-demo-platforms**: Navattic 17%, Reprise 17%, Walnut 17%, Consensus 12%, Storylane 12% **knowledge-base-and-self-service**: Zendesk Guide 28%, Confluence 24%, Helpjuice 10%, Document360 6%, KnowledgeOwl 4% **landing-pages-and-interactive-content**: Instapage 49%, Ceros 7%, Landingi 5%, Leadpages 5%, Webflow 5% **lead-routing-and-management**: LeanData 64%, Kubaru 9%, LeadAngel 5%, Distribution Engine 4%, Salesforce Lead Assignment Rules 4% **local-listings-management**: Yext 69%, Uberall 15%, Birdeye 9%, GBPPromote 4%, PinMeTo 2% **loyalty-advocacy-and-referrals**: Influitive AdvocateHub 29%, Annex Cloud 12%, Open Loyalty 8%, Talon.One 8%, Friendbuy 6% **market-intelligence**: ZoomInfo 25%, AlphaSense 17%, Crayon 7%, HG Insights 7%, Klue 7% **marketing-automation**: Adobe Marketo Engage 53%, HubSpot Marketing Hub 18%, Salesforce Marketing Cloud 12%, Oracle Eloqua 8%, HighLevel 4% **marketing-cms**: Adobe Experience Manager 22%, HubSpot Content Hub 18%, Sitecore Experience Platform 10%, Contentful 8%, WordPress 8% **marketing-resource-management**: Aprimo 36%, Uptempo 20%, Adobe Workfront 18%, Marmind 4%, MediaValet 4% **meeting-scheduling**: Calendly 46%, Chili Piper 27%, Cal.com 8%, LeadAngel 5%, Microsoft Bookings 5% **mobile-apps**: Braze 50%, AppsFlyer 12%, Airship 4%, Branch 4%, Iterable 4% **mobile-marketing-and-push**: Braze 49%, OneSignal 10%, EngageLab 5%, Staffbase 5%, Twilio Programmable Messaging 5% **native-and-content-advertising**: LinkedIn Sponsored Content 20%, StackAdapt 18%, Taboola 16%, Nativo 12%, Teads 8% **order-management-systems**: IBM Sterling Order Management 44%, Manhattan Active Omni 9%, Manhattan Active Order Management 7%, Acumatica 4%, Fluent Order Management 4% **partner-relationship-management**: Impartner PRM 45%, Salesforce PRM 26%, Channelscaler 10%, ZINFI Unified Partner Management 10%, Channeltivity 2% **pr-and-media-monitoring**: Meltwater 46%, CisionOne 25%, Muck Rack 12%, Brand24 4%, Agility PR Solutions 2% **pricing-optimization**: Pricefx 38%, PROS Smart Price Optimization & Management 17%, Vendavo 17%, Conga Price Optimization & Management 8%, Conga 6% **print**: Lob 43%, Sendoso 13%, PFL 9%, Postalytics 9%, PostGrid 7% **product-analytics**: Amplitude Analytics 56%, Pendo 18%, Mixpanel 13%, Gainsight PX 5%, Gainsight 2% **product-information-management**: Inriver PIM 27%, Akeneo PIM 25%, Pimcore 21%, Stibo Systems STEP 12%, Salsify 6% **programmatic-and-display-advertising**: The Trade Desk 39%, Demandbase 24%, Google Display & Video 360 10%, StackAdapt 6%, 6sense 4% **proposal-software**: PandaDoc 19%, Conga Composer 12%, Responsive 12%, Salesforce CPQ 12%, AutoRFP.ai 6% **referral-and-partner-programs**: Impartner PRM 22%, Ambassador 20%, Referral Rock 17%, PartnerStack 13%, Friendbuy 6% **retail-media-platforms**: Skai 30%, Amazon Ads 11%, Pacvue 9%, Walmart Connect 9%, Adnuntius 4% **retail-proximity-and-iot-marketing**: Radar 18%, Braze 8%, Propensity 8%, Foursquare Proximity 6%, Gimbal 6% **revenue-intelligence-and-forecasting**: Clari Copilot 66%, Clari Forecast 8%, Salesforce Revenue Intelligence 8%, Aviso 6%, Weflow 4% **review-and-reputation-management**: Birdeye 26%, Reputation 24%, G2 Buyer Intent 11%, Reviewflowz 7%, Meltwater 4% **rfp-response-software**: Responsive 56%, Loopio 13%, AutoRFP.ai 10%, Inventive AI 8%, DealHub 4% **sales-coaching-and-training**: MindTickle 46%, Gong 15%, Seismic Enablement Cloud 10%, Deelan 8%, EasyCoach 4% **sales-commissions-and-incentive-compensation**: Xactly Incent 28%, CaptivateIQ 24%, Varicent 22%, Performio 6%, Qobra 6% **sales-dialers-and-calling**: Five9 16%, Outreach Voice 12%, Aloware 9%, Salesloft Dialer 9%, Orum 7% **sales-enablement-and-content**: Seismic 58%, Highspot 23%, Allego 4%, Deelan 2%, HubSpot Sales Hub 2% **sales-engagement**: Outreach 57%, Salesloft 25%, Salesforce Sales Engagement 11%, HubSpot Sales Hub 4%, Salesforce Sales Cloud 2% **sales-gamification**: Spinify 38%, Ambition 36%, SalesScreen 13%, Leaderboarded 4%, Ambition.com 2% **sales-intelligence-and-contact-data**: ZoomInfo 67%, Apollo.io 12%, Cognism 10%, SalesIntel 4%, D&B Hoovers 2% **search-and-social-advertising-platforms**: Skai 44%, Marin Software 11%, Adobe Advertising 7%, Metadata.io 7%, Google Search Ads 360 4% **seo-content-optimization**: Conductor 40%, seoClarity 13%, BrightEdge 11%, Clearscope 11%, Semrush 9% **session-replay-and-heatmaps**: Fullstory 28%, Contentsquare 19%, Glassbox 11%, Microsoft Clarity 9%, Quantum Metric 8% **sms-and-whatsapp-marketing**: Braze 24%, Twilio 20%, Attentive 9%, Vibes 6%, Infobip 4% **social-media-management**: Sprout Social 26%, Sprinklr Social 20%, Oktopost 19%, Hootsuite 17%, Planable 4% **tag-management**: Tealium iQ Tag Management 49%, Google Tag Manager 33%, Adobe Experience Platform Tags 4%, Piwik PRO Tag Manager 4%, Tealium Customer Data Hub 4% **territory-and-quota-planning**: Anaplan Territory & Quota Planning 32%, Varicent Territory and Quota Planning 29%, CaptivateIQ Planning 5%, Xactly 5%, SAP Territory and Quota 3% **value-selling-tools**: Mediafly 20%, Mediafly Value 15%, Cuvama 13%, Minoa 11%, Symbe 9% **video-advertising**: LinkedIn Video Ads 14%, Google Display & Video 360 12%, Demandbase 10%, The Trade Desk 10%, LinkedIn Campaign Manager 8% **video-marketing-and-hosting**: Wistia 32%, Brightcove 23%, Vidyard 20%, Vimeo 14%, Kaltura 5% **web-analytics**: Adobe Analytics 41%, Google Analytics 360 16%, Google Analytics 4 10%, Matomo On-Premise 8%, Dreamdata 4% **webinar-virtual-events**: ON24 35%, Webex Webinars 16%, Zoom Webinars 14%, Bizzabo 12%, Cisco Webex Webinars 6% **website-governance-and-accessibility**: Siteimprove 62%, Level Access 15%, Silktide 8%, Acquia Web Governance 6%, AllAccessible 2% **workflow-automation-and-ipaas**: Workato 42%, MuleSoft Anypoint Platform 12%, Microsoft Power Automate 11%, Boomi 9%, Cleo Integration Cloud 4% ## Anti-recommendations Products most often labeled soft or hard negative, with the number of models that did so at least once in the category, and the share of that product's labels in the category that were negative. A high negative share on a product with few labels is a warning; a low share on a product with many labels is salience, not sentiment. - **account-based-marketing-platforms**: Terminus (12 models, 4 hard; 21 of 43 labels negative), 6sense (12 models; 15 of 74 labels negative), AdRoll ABM (11 models, 2 hard; 18 of 49 labels negative), Demandbase (11 models; 14 of 75 labels negative) - **address-verification**: OpenStreetMap (5 models, 5 hard; 5 of 5 labels negative), Smarty (5 models, 1 hard; 6 of 63 labels negative), USPS API (4 models, 4 hard; 4 of 4 labels negative), Google Maps API (4 models, 3 hard; 4 of 4 labels negative) - **affiliate-and-partner-management**: ShareASale (8 models, 5 hard; 10 of 12 labels negative), impact.com (7 models, 4 hard; 9 of 65 labels negative), CJ Affiliate (7 models; 8 of 23 labels negative), ClickBank (6 models, 6 hard; 6 of 6 labels negative) - **ai-marketing-agents**: Salesforce Agentforce (5 models, 1 hard; 5 of 20 labels negative), Jasper (3 models, 2 hard; 4 of 19 labels negative), HubSpot Marketing Hub (3 models; 3 of 8 labels negative), Copy.ai (2 models, 1 hard; 2 of 4 labels negative) - **ai-sdr-agents**: 11x (10 models, 9 hard; 13 of 42 labels negative), Artisan Ava (8 models, 6 hard; 8 of 40 labels negative), AiSDR (4 models, 3 hard; 4 of 23 labels negative), Regie.ai (3 models; 3 of 32 labels negative) - **ai-visibility-tracking**: Otterly (8 models, 2 hard; 9 of 18 labels negative), Semrush AI Visibility Toolkit (7 models, 2 hard; 9 of 33 labels negative), Peec AI (7 models, 1 hard; 7 of 23 labels negative), Ahrefs Brand Radar (6 models, 3 hard; 7 of 19 labels negative) - **ai-voice-agents**: Vapi (8 models, 1 hard; 12 of 28 labels negative), Bland AI (7 models, 2 hard; 7 of 33 labels negative), Retell AI (6 models, 2 hard; 7 of 38 labels negative), Synthflow (5 models, 3 hard; 5 of 17 labels negative) - **app-store-optimization**: Sensor Tower (10 models, 2 hard; 11 of 70 labels negative), AppTweak (8 models; 10 of 64 labels negative), data.ai (6 models, 2 hard; 9 of 35 labels negative), Appfigures (6 models, 1 hard; 8 of 14 labels negative) - **attribution-mmm**: Google Meridian (7 models, 2 hard; 9 of 19 labels negative), Meta Robyn (5 models, 1 hard; 8 of 12 labels negative), Adobe Analytics (5 models; 7 of 20 labels negative), Triple Whale (4 models, 2 hard; 5 of 6 labels negative) - **audience-and-consumer-insights**: Qualtrics (8 models, 2 hard; 8 of 30 labels negative), GWI (6 models, 2 hard; 6 of 49 labels negative), SurveyMonkey (6 models, 2 hard; 6 of 7 labels negative), Brandwatch Consumer Intelligence (6 models, 1 hard; 6 of 24 labels negative) - **audio-and-podcast-advertising**: AudioGo (5 models, 2 hard; 7 of 20 labels negative), Spotify Ad Studio (5 models; 5 of 18 labels negative), Podbean (2 models, 2 hard; 2 of 2 labels negative), AdvertiseCast (2 models, 1 hard; 2 of 5 labels negative) - **b2b-intent-data**: ZoomInfo (11 models, 3 hard; 17 of 55 labels negative), 6sense (9 models, 1 hard; 11 of 68 labels negative), Bombora (8 models, 1 hard; 11 of 66 labels negative), Demandbase (4 models; 5 of 61 labels negative) - **billing-and-subscription-management**: Stripe Billing (13 models, 4 hard; 18 of 52 labels negative), Recurly (12 models, 5 hard; 18 of 45 labels negative), Chargebee (10 models, 2 hard; 15 of 62 labels negative), Zuora (8 models, 1 hard; 9 of 69 labels negative) - **brand-protection**: Corsearch (9 models, 3 hard; 11 of 50 labels negative), BrandShield (9 models, 1 hard; 10 of 53 labels negative), ZeroFox (8 models, 1 hard; 8 of 36 labels negative), Red Points (7 models; 7 of 62 labels negative) - **call-tracking**: CallRail (12 models, 6 hard; 24 of 60 labels negative), CallTrackingMetrics (9 models, 6 hard; 11 of 48 labels negative), WhatConverts (6 models, 1 hard; 6 of 11 labels negative), Invoca (4 models; 4 of 70 labels negative) - **channel-partner-and-local-marketing**: Salesforce Marketing Cloud (5 models, 2 hard; 6 of 19 labels negative), Impartner PRM (5 models; 5 of 51 labels negative), Adobe Experience Cloud (3 models, 2 hard; 3 of 4 labels negative), HubSpot Marketing Hub (3 models, 2 hard; 3 of 7 labels negative) - **chatbots-and-conversational-ai-for-support**: Intercom Fin AI Agent (11 models, 5 hard; 19 of 54 labels negative), Zendesk AI (7 models, 3 hard; 7 of 40 labels negative), Drift (5 models, 3 hard; 5 of 16 labels negative), Tidio (5 models, 2 hard; 6 of 6 labels negative) - **click-fraud-protection**: ClickCease (13 models, 11 hard; 24 of 37 labels negative), ClickGUARD (11 models, 10 hard; 16 of 27 labels negative), Fraud Blocker (6 models, 5 hard; 8 of 18 labels negative), Lunio (6 models, 2 hard; 6 of 57 labels negative) - **client-onboarding**: Asana (8 models, 5 hard; 9 of 13 labels negative), Rocketlane (8 models, 5 hard; 11 of 64 labels negative), Notion (6 models, 4 hard; 6 of 6 labels negative), Monday.com (6 models, 2 hard; 6 of 11 labels negative) - **community-platforms**: Salesforce Experience Cloud (12 models, 8 hard; 21 of 53 labels negative), Khoros Communities (12 models, 3 hard; 18 of 59 labels negative), Circle (11 models, 9 hard; 15 of 23 labels negative), Mighty Networks (10 models, 9 hard; 12 of 15 labels negative) - **competitive-intelligence**: Klue (10 models, 1 hard; 15 of 68 labels negative), Crayon (9 models, 1 hard; 12 of 69 labels negative), Kompyte (8 models, 1 hard; 10 of 35 labels negative), AlphaSense (7 models, 2 hard; 9 of 36 labels negative) - **consent-and-privacy-management**: OneTrust (13 models, 4 hard; 19 of 75 labels negative), Cookiebot (10 models, 6 hard; 15 of 28 labels negative), Usercentrics CMP (8 models, 2 hard; 8 of 44 labels negative), CookieYes (7 models, 5 hard; 8 of 9 labels negative) - **contact-center-platforms**: Amazon Connect (8 models, 3 hard; 10 of 42 labels negative), Aircall (6 models, 5 hard; 6 of 7 labels negative), Five9 (6 models, 3 hard; 7 of 59 labels negative), NICE CXone (6 models, 1 hard; 6 of 59 labels negative) - **contact-center-quality-assurance**: NICE CXone Quality Management (6 models, 1 hard; 7 of 42 labels negative), Verint Quality Management (4 models, 1 hard; 4 of 22 labels negative), CallMiner Eureka (3 models, 2 hard; 3 of 15 labels negative), Five9 Quality Management (3 models, 2 hard; 3 of 6 labels negative) - **content-marketing-platforms**: Contently (8 models, 1 hard; 8 of 49 labels negative), HubSpot Content Hub (7 models, 1 hard; 8 of 32 labels negative), CoSchedule Marketing Suite (6 models, 4 hard; 7 of 14 labels negative), Adobe Experience Manager (4 models, 2 hard; 6 of 16 labels negative) - **contract-lifecycle-management-and-e-signature**: Icertis Contract Intelligence (11 models, 2 hard; 13 of 58 labels negative), Conga CLM (11 models; 11 of 39 labels negative), Ironclad (7 models, 2 hard; 9 of 53 labels negative), DocuSign CLM (7 models; 10 of 49 labels negative) - **conversation-intelligence**: Gong (11 models, 1 hard; 15 of 69 labels negative), Chorus by ZoomInfo (8 models, 2 hard; 12 of 51 labels negative), Fireflies.ai (5 models, 2 hard; 5 of 10 labels negative), Otter.ai (4 models, 2 hard; 4 of 5 labels negative) - **conversational-marketing**: Drift (12 models, 19 hard; 31 of 58 labels negative), Intercom (11 models, 3 hard; 18 of 60 labels negative), ManyChat (6 models, 7 hard; 7 of 7 labels negative), Tidio (5 models, 5 hard; 6 of 6 labels negative) - **cpq**: Salesforce Revenue Cloud (12 models, 10 hard; 22 of 72 labels negative), Oracle CPQ (11 models, 2 hard; 12 of 63 labels negative), SAP CPQ (8 models, 2 hard; 9 of 43 labels negative), Conga CPQ (7 models, 3 hard; 8 of 50 labels negative) - **creative-automation**: Smartly (9 models, 1 hard; 10 of 43 labels negative), Canva (7 models, 4 hard; 9 of 18 labels negative), Adobe Express (6 models, 3 hard; 6 of 9 labels negative), Celtra (6 models, 1 hard; 6 of 55 labels negative) - **crm**: HubSpot CRM (11 models, 2 hard; 19 of 48 labels negative), Pipedrive (9 models, 6 hard; 13 of 18 labels negative), Zoho CRM (9 models, 3 hard; 11 of 28 labels negative), Salesforce Sales Cloud (9 models, 1 hard; 12 of 76 labels negative) - **crm-data-quality-and-deduplication**: DemandTools (9 models, 5 hard; 13 of 63 labels negative), Informatica Data Quality (8 models, 1 hard; 10 of 38 labels negative), Cloudingo (7 models, 2 hard; 7 of 41 labels negative), ZoomInfo Operations (6 models, 2 hard; 8 of 25 labels negative) - **customer-data-platforms**: Segment (11 models, 4 hard; 16 of 45 labels negative), Adobe Real-Time CDP (10 models, 6 hard; 17 of 56 labels negative), Salesforce Data Cloud (10 models, 4 hard; 14 of 63 labels negative), Tealium (6 models, 2 hard; 7 of 44 labels negative) - **customer-education-and-lms**: Docebo (12 models, 3 hard; 14 of 62 labels negative), Skilljar (9 models, 2 hard; 14 of 62 labels negative), Thought Industries (8 models, 2 hard; 11 of 53 labels negative), Teachable (7 models, 5 hard; 7 of 15 labels negative) - **customer-feedback-and-surveys**: SurveyMonkey (12 models, 9 hard; 20 of 46 labels negative), Typeform (11 models, 5 hard; 14 of 20 labels negative), Google Forms (9 models, 5 hard; 9 of 11 labels negative), Medallia Experience Cloud (7 models, 1 hard; 10 of 59 labels negative) - **customer-intelligence-and-data-science**: Mixpanel (9 models, 6 hard; 14 of 36 labels negative), Amplitude (8 models, 4 hard; 11 of 38 labels negative), Segment (6 models, 3 hard; 8 of 24 labels negative), Google Analytics 4 (6 models, 2 hard; 7 of 9 labels negative) - **customer-success-platforms**: Gainsight Customer Success (13 models, 2 hard; 17 of 75 labels negative), ChurnZero (10 models, 2 hard; 15 of 62 labels negative), Totango (10 models, 2 hard; 12 of 55 labels negative), Planhat (8 models; 8 of 54 labels negative) - **customer-support-helpdesk**: Salesforce Service Cloud (11 models, 1 hard; 16 of 65 labels negative), Intercom (10 models, 2 hard; 12 of 37 labels negative), Zendesk Support Suite (10 models, 2 hard; 14 of 74 labels negative), Freshdesk (9 models, 3 hard; 11 of 42 labels negative) - **dashboards-and-data-visualization**: Tableau (12 models, 1 hard; 20 of 72 labels negative), Looker (9 models; 11 of 63 labels negative), Metabase (8 models, 5 hard; 9 of 12 labels negative), Microsoft Power BI (7 models; 7 of 72 labels negative) - **data-clean-rooms**: Google Ads Data Hub (8 models, 3 hard; 8 of 17 labels negative), Amazon Marketing Cloud (7 models, 3 hard; 7 of 14 labels negative), Meta Advanced Analytics (6 models, 2 hard; 6 of 9 labels negative), AWS Clean Rooms (6 models, 1 hard; 8 of 49 labels negative) - **data-enrichment**: Apollo.io (13 models, 6 hard; 16 of 52 labels negative), ZoomInfo (11 models, 4 hard; 16 of 70 labels negative), Clay (10 models, 3 hard; 12 of 32 labels negative), HubSpot Breeze Intelligence (7 models, 5 hard; 14 of 48 labels negative) - **data-management-platforms**: Oracle BlueKai (6 models, 10 hard; 11 of 19 labels negative), Adobe Real-Time CDP (6 models, 1 hard; 6 of 31 labels negative), Adobe Audience Manager (5 models, 5 hard; 7 of 16 labels negative), Salesforce Audience Studio (4 models, 6 hard; 7 of 9 labels negative) - **data-warehouse-reverse-etl**: Census (10 models, 2 hard; 13 of 70 labels negative), Snowflake (9 models, 1 hard; 9 of 71 labels negative), Amazon Redshift (7 models, 4 hard; 9 of 36 labels negative), Hightouch (6 models; 9 of 76 labels negative) - **digital-adoption-and-onboarding**: WalkMe (14 models, 3 hard; 21 of 70 labels negative), Appcues (10 models, 4 hard; 14 of 28 labels negative), Pendo (9 models, 4 hard; 15 of 59 labels negative), Whatfix (9 models; 11 of 61 labels negative) - **digital-asset-management**: Adobe Experience Manager Assets (12 models, 2 hard; 15 of 61 labels negative), Bynder (10 models, 4 hard; 14 of 66 labels negative), Canto (8 models, 2 hard; 12 of 31 labels negative), Brandfolder (8 models, 1 hard; 9 of 26 labels negative) - **digital-sales-rooms**: Trumpet (11 models, 6 hard; 20 of 52 labels negative), Recapped (8 models, 8 hard; 12 of 13 labels negative), Dock (8 models, 2 hard; 9 of 30 labels negative), GetAccept (8 models, 2 hard; 8 of 36 labels negative) - **direct-mail-and-gifting**: Sendoso (11 models, 5 hard; 15 of 69 labels negative), Alyce (7 models, 4 hard; 8 of 23 labels negative), Reachdesk (7 models, 2 hard; 7 of 60 labels negative), Postal (6 models, 3 hard; 6 of 40 labels negative) - **ecommerce-marketing**: Klaviyo (9 models, 2 hard; 11 of 29 labels negative), Shopify (8 models, 1 hard; 8 of 37 labels negative), Mailchimp (6 models, 3 hard; 9 of 9 labels negative), Adobe Commerce (6 models, 2 hard; 9 of 38 labels negative) - **ecommerce-platforms**: Adobe Commerce (13 models, 4 hard; 22 of 64 labels negative), Salesforce Commerce Cloud (12 models, 1 hard; 13 of 51 labels negative), Shopify (10 models, 1 hard; 13 of 63 labels negative), WooCommerce (9 models, 5 hard; 10 of 13 labels negative) - **ecommerce-search-and-merchandising**: Algolia (8 models, 3 hard; 14 of 68 labels negative), Klevu (8 models; 8 of 22 labels negative), Searchspring (7 models, 2 hard; 8 of 21 labels negative), Bloomreach Discovery (7 models; 8 of 62 labels negative) - **email-deliverability-and-testing**: Mail-Tester (5 models, 2 hard; 5 of 6 labels negative), MXToolbox (5 models, 1 hard; 5 of 11 labels negative), Validity Everest (5 models; 5 of 47 labels negative), MailReach (4 models, 2 hard; 4 of 17 labels negative) - **email-marketing**: Mailchimp (13 models, 14 hard; 22 of 25 labels negative), Constant Contact (12 models, 10 hard; 12 of 14 labels negative), ActiveCampaign (11 models, 2 hard; 15 of 42 labels negative), HubSpot Marketing Hub (10 models, 2 hard; 13 of 68 labels negative) - **email-signature-management**: WiseStamp (10 models, 2 hard; 12 of 50 labels negative), Exclaimer (7 models, 1 hard; 7 of 69 labels negative), Google Workspace (4 models, 3 hard; 4 of 4 labels negative), Microsoft 365 (4 models, 3 hard; 4 of 4 labels negative) - **email-verification**: Verifications.io (7 models, 7 hard; 7 of 7 labels negative), Hunter Email Verifier (5 models, 1 hard; 5 of 17 labels negative), DeBounce (5 models; 5 of 7 labels negative), MillionVerifier (4 models, 2 hard; 4 of 14 labels negative) - **employee-advocacy**: Hootsuite Amplify (9 models, 4 hard; 12 of 35 labels negative), GaggleAMP (8 models, 4 hard; 9 of 38 labels negative), EveryoneSocial (8 models, 1 hard; 9 of 69 labels negative), DSMN8 (6 models, 3 hard; 6 of 49 labels negative) - **event-lead-capture**: Blinq (8 models, 5 hard; 10 of 37 labels negative), Popl (7 models, 2 hard; 9 of 23 labels negative), Whova (6 models, 1 hard; 7 of 11 labels negative), iCapture (6 models, 1 hard; 7 of 41 labels negative) - **event-management-platforms**: Cvent Event Marketing & Management (13 models; 18 of 71 labels negative), Eventbrite (12 models, 13 hard; 22 of 24 labels negative), Whova (6 models, 2 hard; 7 of 22 labels negative), Bizzabo (5 models, 3 hard; 7 of 59 labels negative) - **experimentation-and-personalization**: Adobe Target (12 models, 5 hard; 19 of 67 labels negative), Optimizely CMS (10 models, 4 hard; 16 of 66 labels negative), VWO (10 models, 3 hard; 13 of 47 labels negative), LaunchDarkly (6 models; 6 of 12 labels negative) - **field-sales-tools**: Badger Maps (7 models, 1 hard; 10 of 46 labels negative), Salesforce Maps (6 models; 7 of 33 labels negative), Salesforce Sales Cloud (5 models, 4 hard; 8 of 25 labels negative), Spotio (5 models, 1 hard; 5 of 42 labels negative) - **identity-resolution**: LiveRamp Identity Resolution (10 models, 3 hard; 15 of 50 labels negative), Twilio Segment Unify (7 models, 1 hard; 11 of 19 labels negative), Tealium (6 models, 1 hard; 6 of 20 labels negative), Experian Identity Resolution (5 models, 3 hard; 5 of 20 labels negative) - **in-app-messaging-and-customer-communications**: WhatsApp (12 models, 9 hard; 12 of 12 labels negative), Telegram (10 models, 9 hard; 10 of 10 labels negative), Signal (8 models, 6 hard; 8 of 8 labels negative), Intercom (8 models, 4 hard; 10 of 40 labels negative) - **influencer-platforms**: Upfluence (7 models, 2 hard; 7 of 31 labels negative), Collabstr (6 models, 6 hard; 6 of 6 labels negative), Aspire (5 models, 2 hard; 6 of 24 labels negative), GRIN (5 models, 2 hard; 6 of 30 labels negative) - **interactive-demo-platforms**: Arcade (7 models, 4 hard; 9 of 28 labels negative), Storylane (7 models, 2 hard; 8 of 51 labels negative), Supademo (7 models, 2 hard; 9 of 24 labels negative), Navattic (6 models, 4 hard; 7 of 54 labels negative) - **knowledge-base-and-self-service**: Notion (11 models, 7 hard; 16 of 40 labels negative), Confluence (6 models, 3 hard; 8 of 54 labels negative), Guru (6 models, 1 hard; 6 of 36 labels negative), Slite (5 models, 4 hard; 6 of 22 labels negative) - **landing-pages-and-interactive-content**: Leadpages (11 models, 2 hard; 11 of 23 labels negative), Carrd (10 models, 10 hard; 10 of 10 labels negative), Wix (8 models, 5 hard; 9 of 10 labels negative), Unbounce (8 models, 2 hard; 9 of 53 labels negative) - **lead-routing-and-management**: Salesforce Lead Assignment Rules (8 models, 2 hard; 9 of 18 labels negative), Chili Piper (6 models, 2 hard; 9 of 39 labels negative), LeanData (6 models, 2 hard; 8 of 68 labels negative), HubSpot Sales Hub (6 models, 1 hard; 7 of 19 labels negative) - **local-listings-management**: BrightLocal (10 models, 5 hard; 16 of 33 labels negative), Yext (10 models, 3 hard; 12 of 74 labels negative), Moz Local (9 models, 5 hard; 14 of 25 labels negative), Birdeye (7 models; 8 of 46 labels negative) - **loyalty-advocacy-and-referrals**: Yotpo Loyalty & Referrals (11 models, 9 hard; 15 of 24 labels negative), ReferralCandy (10 models, 10 hard; 14 of 18 labels negative), Smile.io (10 models, 7 hard; 11 of 17 labels negative), LoyaltyLion (8 models, 7 hard; 9 of 15 labels negative) - **market-intelligence**: Crayon (9 models, 1 hard; 10 of 44 labels negative), Klue (8 models, 3 hard; 9 of 49 labels negative), Semrush (8 models, 2 hard; 9 of 14 labels negative), AlphaSense (7 models; 7 of 44 labels negative) - **marketing-automation**: HubSpot Marketing Hub (13 models, 2 hard; 23 of 68 labels negative), Mailchimp (11 models, 11 hard; 14 of 14 labels negative), Salesforce Marketing Cloud (10 models, 2 hard; 13 of 51 labels negative), Oracle Eloqua (9 models, 2 hard; 11 of 49 labels negative) - **marketing-cms**: WordPress (12 models, 3 hard; 17 of 49 labels negative), Adobe Experience Manager (10 models, 3 hard; 15 of 54 labels negative), Sitecore Experience Platform (10 models, 3 hard; 15 of 51 labels negative), Squarespace (9 models, 7 hard; 9 of 9 labels negative) - **marketing-resource-management**: Aprimo (11 models, 4 hard; 13 of 63 labels negative), Wrike for Marketing (11 models, 4 hard; 19 of 50 labels negative), Adobe Workfront (11 models, 3 hard; 15 of 51 labels negative), monday.com Work Management (7 models, 4 hard; 10 of 27 labels negative) - **meeting-scheduling**: Calendly (12 models, 1 hard; 13 of 75 labels negative), Doodle (7 models, 3 hard; 7 of 14 labels negative), Chili Piper (7 models, 1 hard; 8 of 47 labels negative), YouCanBookMe (5 models, 3 hard; 5 of 7 labels negative) - **mobile-apps**: Braze (9 models, 1 hard; 11 of 60 labels negative), AppsFlyer (7 models; 8 of 32 labels negative), Salesforce Marketing Cloud (4 models, 2 hard; 5 of 17 labels negative), Airship (4 models; 4 of 32 labels negative) - **mobile-marketing-and-push**: OneSignal (9 models, 3 hard; 16 of 42 labels negative), Twilio Programmable Messaging (9 models, 1 hard; 10 of 34 labels negative), Braze (8 models, 2 hard; 9 of 63 labels negative), Airship (5 models, 2 hard; 6 of 53 labels negative) - **native-and-content-advertising**: Taboola (12 models, 2 hard; 16 of 55 labels negative), Teads (12 models; 15 of 62 labels negative), MGID (11 models, 5 hard; 13 of 21 labels negative), Revcontent (9 models, 4 hard; 11 of 19 labels negative) - **order-management-systems**: SAP S/4HANA (6 models, 3 hard; 7 of 10 labels negative), Salesforce Order Management (5 models, 2 hard; 6 of 33 labels negative), IBM Sterling (4 models; 4 of 9 labels negative), Shopify OMS (3 models, 2 hard; 4 of 4 labels negative) - **partner-relationship-management**: PartnerStack (11 models, 5 hard; 14 of 40 labels negative), Salesforce PRM (10 models, 4 hard; 17 of 66 labels negative), Impartner PRM (9 models; 10 of 68 labels negative), Kiflo PRM (7 models, 4 hard; 8 of 11 labels negative) - **pr-and-media-monitoring**: CisionOne (12 models, 3 hard; 17 of 75 labels negative), Meltwater (11 models, 3 hard; 15 of 77 labels negative), Brand24 (5 models, 2 hard; 6 of 12 labels negative), Mention (5 models, 2 hard; 5 of 7 labels negative) - **pricing-optimization**: Prisync (5 models, 3 hard; 5 of 6 labels negative), PROS Smart Price Optimization & Management (5 models; 5 of 47 labels negative), Price2Spy (3 models, 3 hard; 3 of 3 labels negative), Vendavo (3 models, 1 hard; 3 of 49 labels negative) - **print**: Lob (11 models; 12 of 71 labels negative), Sendoso (10 models, 5 hard; 15 of 45 labels negative), PostGrid (9 models, 2 hard; 10 of 48 labels negative), Postalytics (7 models, 1 hard; 7 of 33 labels negative) - **product-analytics**: Amplitude Analytics (13 models; 15 of 78 labels negative), Mixpanel (12 models, 2 hard; 18 of 72 labels negative), Heap (10 models, 3 hard; 15 of 40 labels negative), Google Analytics 4 (9 models, 7 hard; 10 of 12 labels negative) - **product-information-management**: Akeneo PIM (12 models, 2 hard; 15 of 66 labels negative), Salsify (10 models, 3 hard; 11 of 51 labels negative), Inriver PIM (9 models, 3 hard; 10 of 56 labels negative), Pimcore (7 models, 1 hard; 8 of 54 labels negative) - **programmatic-and-display-advertising**: The Trade Desk (9 models, 2 hard; 10 of 69 labels negative), Amazon DSP (8 models; 9 of 41 labels negative), Google Display & Video 360 (7 models; 9 of 47 labels negative), Meta Ads (5 models; 5 of 5 labels negative) - **proposal-software**: Proposify (11 models, 7 hard; 17 of 41 labels negative), PandaDoc (9 models, 7 hard; 17 of 58 labels negative), Qwilr (8 models, 5 hard; 11 of 27 labels negative), Better Proposals (5 models, 4 hard; 5 of 11 labels negative) - **referral-and-partner-programs**: ReferralCandy (12 models, 13 hard; 20 of 22 labels negative), Viral Loops (8 models, 8 hard; 8 of 9 labels negative), Extole (7 models; 8 of 46 labels negative), Friendbuy (6 models, 2 hard; 6 of 36 labels negative) - **retail-media-platforms**: Walmart Connect (7 models; 10 of 38 labels negative), Amazon Ads (6 models, 1 hard; 7 of 29 labels negative), Instacart Ads (4 models; 4 of 15 labels negative), Amazon Advertising (3 models, 1 hard; 3 of 8 labels negative) - **retail-proximity-and-iot-marketing**: Braze (3 models; 3 of 9 labels negative), CleverTap (3 models; 3 of 7 labels negative), Mobilewalla (2 models, 2 hard; 2 of 2 labels negative), Kochava (2 models, 1 hard; 2 of 2 labels negative) - **revenue-intelligence-and-forecasting**: Clari Copilot (12 models, 1 hard; 15 of 74 labels negative), Gong (12 models, 1 hard; 21 of 68 labels negative), People.ai (5 models, 1 hard; 6 of 17 labels negative), Revenue.io (5 models, 1 hard; 5 of 10 labels negative) - **review-and-reputation-management**: Birdeye (9 models, 2 hard; 9 of 61 labels negative), Reputation (9 models, 1 hard; 10 of 61 labels negative), Podium (8 models, 5 hard; 10 of 20 labels negative), Yext (5 models, 2 hard; 5 of 28 labels negative) - **rfp-response-software**: PandaDoc (9 models, 7 hard; 11 of 16 labels negative), Responsive (8 models, 3 hard; 10 of 65 labels negative), Upland Qvidian (8 models, 3 hard; 9 of 45 labels negative), Proposify (7 models, 5 hard; 7 of 10 labels negative) - **sales-coaching-and-training**: Highspot (10 models, 1 hard; 12 of 46 labels negative), Gong (9 models, 1 hard; 14 of 49 labels negative), Seismic Enablement Cloud (8 models; 10 of 39 labels negative), MindTickle (6 models; 8 of 61 labels negative) - **sales-commissions-and-incentive-compensation**: Xactly Incent (13 models, 2 hard; 24 of 71 labels negative), Varicent (10 models, 1 hard; 15 of 54 labels negative), CaptivateIQ (8 models; 8 of 59 labels negative), QuotaPath (7 models, 4 hard; 7 of 18 labels negative) - **sales-dialers-and-calling**: PhoneBurner (6 models, 3 hard; 7 of 17 labels negative), Aircall (6 models, 1 hard; 6 of 15 labels negative), CloudTalk (5 models, 1 hard; 6 of 15 labels negative), JustCall (5 models, 1 hard; 5 of 11 labels negative) - **sales-enablement-and-content**: Highspot (13 models, 2 hard; 19 of 74 labels negative), Seismic (12 models, 3 hard; 16 of 75 labels negative), Showpad (9 models, 1 hard; 11 of 56 labels negative), Bigtincan (7 models, 2 hard; 7 of 20 labels negative) - **sales-engagement**: Apollo.io (13 models, 3 hard; 18 of 37 labels negative), Outreach (11 models; 13 of 73 labels negative), Salesloft (11 models; 13 of 72 labels negative), Instantly (6 models, 5 hard; 6 of 9 labels negative) - **sales-gamification**: Spinify (12 models, 1 hard; 17 of 67 labels negative), Ambition (10 models, 1 hard; 15 of 70 labels negative), SmartWinnr (8 models, 3 hard; 8 of 25 labels negative), SalesScreen (6 models; 9 of 53 labels negative) - **sales-intelligence-and-contact-data**: ZoomInfo (13 models, 6 hard; 21 of 78 labels negative), Apollo.io (12 models, 4 hard; 20 of 68 labels negative), Lusha (9 models, 4 hard; 14 of 37 labels negative), Cognism (8 models, 2 hard; 8 of 64 labels negative) - **search-and-social-advertising-platforms**: Google Ads (7 models; 9 of 16 labels negative), Marin Software (6 models, 6 hard; 12 of 49 labels negative), Adobe Advertising (5 models; 5 of 30 labels negative), Meta Ads (5 models; 5 of 7 labels negative) - **seo-content-optimization**: BrightEdge (9 models, 2 hard; 14 of 58 labels negative), Conductor (7 models, 1 hard; 8 of 65 labels negative), Surfer SEO (7 models, 1 hard; 9 of 26 labels negative), Moz (6 models, 3 hard; 8 of 14 labels negative) - **session-replay-and-heatmaps**: Microsoft Clarity (13 models, 5 hard; 20 of 38 labels negative), Hotjar (11 models, 8 hard; 21 of 44 labels negative), Fullstory (10 models, 2 hard; 13 of 66 labels negative), LogRocket (8 models, 3 hard; 9 of 39 labels negative) - **sms-and-whatsapp-marketing**: Twilio (8 models, 1 hard; 9 of 55 labels negative), Klaviyo SMS (6 models, 2 hard; 8 of 29 labels negative), Attentive (5 models, 2 hard; 7 of 39 labels negative), WhatsApp Business App (4 models, 4 hard; 4 of 4 labels negative) - **social-media-management**: Buffer (11 models, 7 hard; 14 of 16 labels negative), Sprout Social (10 models, 6 hard; 13 of 67 labels negative), Hootsuite (9 models, 4 hard; 12 of 64 labels negative), Sprinklr Social (8 models, 2 hard; 11 of 55 labels negative) - **tag-management**: Google Tag Manager (13 models, 5 hard; 24 of 78 labels negative), Tealium iQ Tag Management (10 models, 2 hard; 12 of 71 labels negative), Ensighten (7 models, 2 hard; 7 of 24 labels negative), Adobe Experience Platform Tags (6 models; 7 of 63 labels negative) - **territory-and-quota-planning**: Anaplan Territory & Quota Planning (8 models, 1 hard; 11 of 59 labels negative), Salesforce Maps (7 models; 9 of 18 labels negative), Xactly (6 models, 1 hard; 7 of 38 labels negative), Spreadsheets (5 models, 5 hard; 5 of 5 labels negative) - **value-selling-tools**: Seismic (5 models; 5 of 14 labels negative), Highspot (4 models; 4 of 10 labels negative), Symbe (3 models; 5 of 27 labels negative), Ecosystems (2 models; 2 of 20 labels negative) - **video-advertising**: TikTok Ads (10 models, 2 hard; 12 of 12 labels negative), YouTube Ads (8 models, 1 hard; 10 of 27 labels negative), X (6 models, 4 hard; 6 of 6 labels negative), Meta Ads (6 models, 1 hard; 7 of 9 labels negative) - **video-marketing-and-hosting**: YouTube (14 models, 12 hard; 17 of 17 labels negative), Vimeo (10 models, 4 hard; 15 of 68 labels negative), Wistia (8 models; 9 of 70 labels negative), Dropbox (7 models, 7 hard; 7 of 7 labels negative) - **web-analytics**: Google Analytics 4 (13 models, 8 hard; 22 of 41 labels negative), Adobe Analytics (11 models, 1 hard; 14 of 64 labels negative), Amplitude (7 models, 2 hard; 9 of 36 labels negative), Mixpanel (5 models, 1 hard; 8 of 39 labels negative) - **webinar-virtual-events**: Zoom Webinars (13 models, 3 hard; 19 of 74 labels negative), GoTo Webinar (10 models, 2 hard; 14 of 24 labels negative), Livestorm (7 models, 2 hard; 9 of 21 labels negative), Webex Webinars (7 models, 2 hard; 8 of 51 labels negative) - **website-governance-and-accessibility**: accessiBe (9 models, 9 hard; 14 of 22 labels negative), UserWay (8 models, 7 hard; 11 of 12 labels negative), AudioEye (8 models, 6 hard; 9 of 21 labels negative), EqualWeb (7 models, 6 hard; 8 of 9 labels negative) - **workflow-automation-and-ipaas**: Zapier (12 models, 11 hard; 27 of 47 labels negative), Make (12 models, 9 hard; 19 of 27 labels negative), Microsoft Power Automate (10 models, 1 hard; 12 of 46 labels negative), Workato (7 models, 2 hard; 7 of 71 labels negative) ## Leadership and criticism First-choice share and negative label rate are independent, so every product with at least 10 labels in a category is placed on both axes. Cutoffs: leader at 30% or more of first choices, criticized at 25% or more negative labels. An endorsed leader is recommended and not criticized; a criticized default is recommended while the models list its problems; a criticized challenger is named mostly to be warned against. | Category | Product | First-choice share | Negative rate | Labels | Quadrant | |---|---|---|---|---|---| | account-based-marketing-platforms | Demandbase | 51% | 19% | 75 | endorsed leader | | account-based-marketing-platforms | 6sense | 29% | 20% | 74 | accepted challenger | | account-based-marketing-platforms | Abmatic AI | 8% | 14% | 14 | accepted challenger | | account-based-marketing-platforms | HubSpot Marketing Hub | 3% | 33% | 15 | criticized challenger | | account-based-marketing-platforms | ZoomInfo Marketing | 2% | 14% | 28 | accepted challenger | | account-based-marketing-platforms | Terminus | 2% | 49% | 43 | criticized challenger | | account-based-marketing-platforms | DemandScience | 0% | 25% | 12 | criticized challenger | | account-based-marketing-platforms | AdRoll ABM | 0% | 37% | 49 | criticized challenger | | address-verification | Smarty | 30% | 10% | 63 | endorsed leader | | address-verification | Melissa | 13% | 3% | 37 | accepted challenger | | address-verification | Loqate | 13% | 8% | 36 | accepted challenger | | address-verification | Melissa Global Address Verification | 6% | 0% | 10 | accepted challenger | | address-verification | PostGrid Address Verification | 6% | 2% | 40 | accepted challenger | | address-verification | GeoPostcodes | 4% | 20% | 10 | accepted challenger | | address-verification | Experian Data Quality | 2% | 0% | 15 | accepted challenger | | address-verification | Lob | 0% | 22% | 18 | accepted challenger | | affiliate-and-partner-management | impact.com | 38% | 14% | 65 | endorsed leader | | affiliate-and-partner-management | PartnerStack | 34% | 4% | 57 | endorsed leader | | affiliate-and-partner-management | Tapfiliate | 11% | 12% | 17 | accepted challenger | | affiliate-and-partner-management | TUNE | 4% | 0% | 12 | accepted challenger | | affiliate-and-partner-management | Partnerize | 2% | 5% | 20 | accepted challenger | | affiliate-and-partner-management | Everflow | 2% | 5% | 19 | accepted challenger | | affiliate-and-partner-management | Post Affiliate Pro | 0% | 0% | 11 | accepted challenger | | affiliate-and-partner-management | Awin | 0% | 32% | 28 | criticized challenger | | affiliate-and-partner-management | CJ Affiliate | 0% | 35% | 23 | criticized challenger | | affiliate-and-partner-management | Rakuten Advertising | 0% | 40% | 20 | criticized challenger | | affiliate-and-partner-management | ShareASale | 0% | 83% | 12 | criticized challenger | | ai-marketing-agents | Salesforce Agentforce Marketing | 13% | 0% | 14 | accepted challenger | | ai-marketing-agents | Salesforce Agentforce | 11% | 25% | 20 | criticized challenger | | ai-marketing-agents | Jasper | 9% | 21% | 19 | accepted challenger | | ai-marketing-agents | Adobe Marketo Engage | 2% | 8% | 12 | accepted challenger | | ai-marketing-agents | HubSpot Breeze | 0% | 17% | 12 | accepted challenger | | ai-sdr-agents | Artisan Ava | 22% | 20% | 40 | accepted challenger | | ai-sdr-agents | 11x | 16% | 31% | 42 | criticized challenger | | ai-sdr-agents | Outreach | 8% | 10% | 20 | accepted challenger | | ai-sdr-agents | Regie.ai | 6% | 9% | 32 | accepted challenger | | ai-sdr-agents | AiSDR | 6% | 17% | 23 | accepted challenger | | ai-sdr-agents | Amplemarket Duo | 4% | 0% | 10 | accepted challenger | | ai-sdr-agents | Reply.io Jason | 4% | 10% | 10 | accepted challenger | | ai-sdr-agents | Salesloft Rhythm | 2% | 0% | 11 | accepted challenger | | ai-sdr-agents | Qualified Piper | 2% | 0% | 14 | accepted challenger | | ai-sdr-agents | Salesforce Agentforce SDR | 2% | 18% | 17 | accepted challenger | | ai-sdr-agents | Apollo.io | 0% | 23% | 13 | accepted challenger | | ai-visibility-tracking | Profound | 55% | 8% | 64 | endorsed leader | | ai-visibility-tracking | Conductor | 6% | 8% | 25 | accepted challenger | | ai-visibility-tracking | Semrush AI Visibility Toolkit | 6% | 27% | 33 | criticized challenger | | ai-visibility-tracking | Peec AI | 6% | 30% | 23 | criticized challenger | | ai-visibility-tracking | AthenaHQ | 2% | 0% | 11 | accepted challenger | | ai-visibility-tracking | Ahrefs Brand Radar | 2% | 37% | 19 | criticized challenger | | ai-visibility-tracking | Scrunch | 0% | 11% | 27 | accepted challenger | | ai-visibility-tracking | HubSpot AEO Grader | 0% | 29% | 14 | criticized challenger | | ai-visibility-tracking | Otterly | 0% | 50% | 18 | criticized challenger | | ai-voice-agents | PolyAI | 21% | 8% | 36 | accepted challenger | | ai-voice-agents | Retell AI | 14% | 18% | 38 | accepted challenger | | ai-voice-agents | Cognigy | 10% | 10% | 30 | accepted challenger | | ai-voice-agents | Parloa | 7% | 0% | 15 | accepted challenger | | ai-voice-agents | Sierra | 7% | 5% | 19 | accepted challenger | | ai-voice-agents | Bland AI | 7% | 21% | 33 | accepted challenger | | ai-voice-agents | Rasa Voice | 5% | 0% | 11 | accepted challenger | | ai-voice-agents | Vapi | 5% | 43% | 28 | criticized challenger | | ai-voice-agents | Kore.ai | 3% | 0% | 12 | accepted challenger | | ai-voice-agents | Deepgram Voice Agent API | 2% | 0% | 11 | accepted challenger | | ai-voice-agents | Synthflow | 2% | 29% | 17 | criticized challenger | | app-store-optimization | Sensor Tower | 47% | 16% | 70 | endorsed leader | | app-store-optimization | AppTweak | 20% | 16% | 64 | accepted challenger | | app-store-optimization | AppFollow | 15% | 12% | 41 | accepted challenger | | app-store-optimization | data.ai | 13% | 26% | 35 | criticized challenger | | app-store-optimization | Appfigures | 2% | 57% | 14 | criticized challenger | | app-store-optimization | SplitMetrics Optimize | 0% | 8% | 12 | accepted challenger | | app-store-optimization | MobileAction | 0% | 16% | 19 | accepted challenger | | app-store-optimization | App Radar | 0% | 22% | 18 | accepted challenger | | attribution-mmm | Rockerbox | 15% | 9% | 34 | accepted challenger | | attribution-mmm | Adobe Marketo Measure | 13% | 9% | 32 | accepted challenger | | attribution-mmm | Dreamdata | 12% | 3% | 30 | accepted challenger | | attribution-mmm | CaliberMind | 7% | 0% | 11 | accepted challenger | | attribution-mmm | Analytic Partners | 7% | 9% | 32 | accepted challenger | | attribution-mmm | Northbeam | 7% | 14% | 22 | accepted challenger | | attribution-mmm | SegmentStream | 7% | 14% | 14 | accepted challenger | | attribution-mmm | HockeyStack | 5% | 8% | 26 | accepted challenger | | attribution-mmm | Nielsen Marketing Mix Modeling | 5% | 17% | 24 | accepted challenger | | attribution-mmm | Measured | 3% | 9% | 23 | accepted challenger | | attribution-mmm | Recast | 2% | 14% | 14 | accepted challenger | | attribution-mmm | Adobe Mix Modeler | 2% | 17% | 12 | accepted challenger | | attribution-mmm | Google Analytics 360 | 2% | 27% | 11 | criticized challenger | | attribution-mmm | Adobe Analytics | 2% | 35% | 20 | criticized challenger | | attribution-mmm | Google Meridian | 2% | 47% | 19 | criticized challenger | | attribution-mmm | Ipsos MMA | 0% | 8% | 12 | accepted challenger | | attribution-mmm | Meta Robyn | 0% | 67% | 12 | criticized challenger | | audience-and-consumer-insights | GWI | 22% | 12% | 49 | accepted challenger | | audience-and-consumer-insights | Qualtrics | 19% | 27% | 30 | criticized challenger | | audience-and-consumer-insights | 6sense | 9% | 0% | 10 | accepted challenger | | audience-and-consumer-insights | Demandbase | 9% | 0% | 17 | accepted challenger | | audience-and-consumer-insights | Adobe Real-Time CDP | 7% | 14% | 29 | accepted challenger | | audience-and-consumer-insights | ZoomInfo | 4% | 0% | 15 | accepted challenger | | audience-and-consumer-insights | Audiense | 4% | 12% | 24 | accepted challenger | | audience-and-consumer-insights | Adobe Analytics | 2% | 13% | 15 | accepted challenger | | audience-and-consumer-insights | Sprinklr Insights | 2% | 39% | 18 | criticized challenger | | audience-and-consumer-insights | Bombora | 0% | 0% | 11 | accepted challenger | | audience-and-consumer-insights | YouGov Profiles | 0% | 0% | 13 | accepted challenger | | audience-and-consumer-insights | Meltwater | 0% | 15% | 20 | accepted challenger | | audience-and-consumer-insights | Salesforce Data Cloud | 0% | 17% | 12 | accepted challenger | | audience-and-consumer-insights | Brandwatch Consumer Intelligence | 0% | 25% | 24 | criticized challenger | | audio-and-podcast-advertising | StackAdapt | 17% | 0% | 21 | accepted challenger | | audio-and-podcast-advertising | The Trade Desk | 15% | 0% | 20 | accepted challenger | | audio-and-podcast-advertising | Spotify Advertising | 8% | 0% | 14 | accepted challenger | | audio-and-podcast-advertising | Megaphone | 6% | 7% | 15 | accepted challenger | | audio-and-podcast-advertising | AudioGo | 6% | 35% | 20 | criticized challenger | | audio-and-podcast-advertising | Acast | 4% | 0% | 24 | accepted challenger | | audio-and-podcast-advertising | SiriusXM Media | 4% | 8% | 12 | accepted challenger | | audio-and-podcast-advertising | iHeartMedia | 4% | 11% | 19 | accepted challenger | | audio-and-podcast-advertising | Spotify Audience Network | 4% | 20% | 10 | accepted challenger | | audio-and-podcast-advertising | Triton Digital | 2% | 0% | 23 | accepted challenger | | audio-and-podcast-advertising | Google Display & Video 360 | 2% | 9% | 11 | accepted challenger | | audio-and-podcast-advertising | Spotify Ads Manager | 2% | 20% | 10 | accepted challenger | | audio-and-podcast-advertising | Spotify Ad Studio | 2% | 28% | 18 | criticized challenger | | audio-and-podcast-advertising | AdsWizz | 0% | 0% | 25 | accepted challenger | | b2b-intent-data | 6sense | 44% | 16% | 68 | endorsed leader | | b2b-intent-data | Demandbase | 25% | 8% | 61 | accepted challenger | | b2b-intent-data | Bombora | 15% | 17% | 66 | accepted challenger | | b2b-intent-data | ZoomInfo | 6% | 31% | 55 | criticized challenger | | b2b-intent-data | G2 Buyer Intent | 4% | 12% | 32 | accepted challenger | | b2b-intent-data | Cognism | 2% | 10% | 20 | accepted challenger | | b2b-intent-data | Apollo.io | 2% | 40% | 10 | criticized challenger | | b2b-intent-data | TechTarget Priority Engine | 0% | 0% | 25 | accepted challenger | | b2b-intent-data | TrustRadius | 0% | 13% | 15 | accepted challenger | | billing-and-subscription-management | Zuora | 55% | 13% | 69 | endorsed leader | | billing-and-subscription-management | Maxio | 14% | 9% | 43 | accepted challenger | | billing-and-subscription-management | Chargebee | 12% | 24% | 62 | accepted challenger | | billing-and-subscription-management | Stripe Billing | 8% | 35% | 52 | criticized challenger | | billing-and-subscription-management | Recurly | 6% | 40% | 45 | criticized challenger | | billing-and-subscription-management | BillingPlatform | 2% | 0% | 16 | accepted challenger | | billing-and-subscription-management | Salesforce Revenue Cloud | 0% | 5% | 22 | accepted challenger | | billing-and-subscription-management | Orb | 0% | 10% | 10 | accepted challenger | | billing-and-subscription-management | Paddle | 0% | 42% | 19 | criticized challenger | | brand-protection | Red Points | 51% | 11% | 62 | endorsed leader | | brand-protection | BrandShield | 15% | 19% | 53 | accepted challenger | | brand-protection | Corsearch | 13% | 22% | 50 | accepted challenger | | brand-protection | ZeroFox | 8% | 22% | 36 | accepted challenger | | brand-protection | MarkMonitor | 4% | 29% | 28 | criticized challenger | | brand-protection | Bolster | 2% | 9% | 11 | accepted challenger | | brand-protection | Netcraft | 2% | 11% | 19 | accepted challenger | | brand-protection | MarqVision | 0% | 13% | 15 | accepted challenger | | call-tracking | Invoca | 62% | 6% | 70 | endorsed leader | | call-tracking | CallTrackingMetrics | 17% | 23% | 48 | accepted challenger | | call-tracking | CallRail | 4% | 40% | 60 | criticized challenger | | call-tracking | Marchex | 0% | 0% | 18 | accepted challenger | | call-tracking | DialogTech | 0% | 10% | 10 | accepted challenger | | call-tracking | Ringba | 0% | 40% | 10 | criticized challenger | | call-tracking | WhatConverts | 0% | 55% | 11 | criticized challenger | | channel-partner-and-local-marketing | Impartner PRM | 25% | 10% | 51 | accepted challenger | | channel-partner-and-local-marketing | Unifyr | 16% | 8% | 39 | accepted challenger | | channel-partner-and-local-marketing | ZINFI Unified Partner Management | 16% | 8% | 38 | accepted challenger | | channel-partner-and-local-marketing | Mindmatrix | 8% | 5% | 22 | accepted challenger | | channel-partner-and-local-marketing | Structured | 6% | 9% | 11 | accepted challenger | | channel-partner-and-local-marketing | Ansira | 6% | 15% | 20 | accepted challenger | | channel-partner-and-local-marketing | SproutLoud | 3% | 9% | 11 | accepted challenger | | channel-partner-and-local-marketing | Salesforce Marketing Cloud | 2% | 32% | 19 | criticized challenger | | channel-partner-and-local-marketing | Channelscaler | 0% | 15% | 13 | accepted challenger | | chatbots-and-conversational-ai-for-support | Intercom Fin AI Agent | 24% | 35% | 54 | criticized challenger | | chatbots-and-conversational-ai-for-support | Zendesk AI | 16% | 18% | 40 | accepted challenger | | chatbots-and-conversational-ai-for-support | Salesforce Agentforce | 8% | 6% | 16 | accepted challenger | | chatbots-and-conversational-ai-for-support | Kore.ai | 8% | 7% | 27 | accepted challenger | | chatbots-and-conversational-ai-for-support | Ada | 6% | 8% | 25 | accepted challenger | | chatbots-and-conversational-ai-for-support | Cognigy | 4% | 0% | 14 | accepted challenger | | chatbots-and-conversational-ai-for-support | Freshworks Freddy AI Agent | 2% | 0% | 10 | accepted challenger | | chatbots-and-conversational-ai-for-support | Zendesk AI Agents | 2% | 10% | 10 | accepted challenger | | chatbots-and-conversational-ai-for-support | Botpress | 2% | 14% | 14 | accepted challenger | | chatbots-and-conversational-ai-for-support | Drift | 0% | 31% | 16 | criticized challenger | | click-fraud-protection | Lunio | 39% | 11% | 57 | endorsed leader | | click-fraud-protection | Cheq | 31% | 11% | 57 | endorsed leader | | click-fraud-protection | DoubleVerify | 4% | 29% | 17 | criticized challenger | | click-fraud-protection | HUMAN Security | 4% | 29% | 17 | criticized challenger | | click-fraud-protection | Fraud Blocker | 4% | 44% | 18 | criticized challenger | | click-fraud-protection | ClickGUARD | 4% | 59% | 27 | criticized challenger | | click-fraud-protection | TrafficGuard | 2% | 16% | 37 | accepted challenger | | click-fraud-protection | Anura | 0% | 4% | 26 | accepted challenger | | click-fraud-protection | DataDome | 0% | 6% | 31 | accepted challenger | | click-fraud-protection | ClickPatrol | 0% | 50% | 10 | criticized challenger | | click-fraud-protection | Clixtell | 0% | 50% | 10 | criticized challenger | | click-fraud-protection | ClickCease | 0% | 65% | 37 | criticized challenger | | client-onboarding | Rocketlane | 41% | 17% | 64 | endorsed leader | | client-onboarding | GUIDEcx | 25% | 15% | 55 | accepted challenger | | client-onboarding | OnRamp | 8% | 19% | 21 | accepted challenger | | client-onboarding | Moxo | 2% | 0% | 11 | accepted challenger | | client-onboarding | Planhat | 2% | 20% | 15 | accepted challenger | | client-onboarding | Gainsight | 2% | 24% | 21 | accepted challenger | | client-onboarding | Arrows | 2% | 30% | 10 | criticized challenger | | client-onboarding | Asana | 2% | 69% | 13 | criticized challenger | | client-onboarding | ChurnZero | 0% | 12% | 16 | accepted challenger | | client-onboarding | Dock | 0% | 16% | 25 | accepted challenger | | client-onboarding | Userpilot | 0% | 36% | 11 | criticized challenger | | client-onboarding | Pendo | 0% | 40% | 10 | criticized challenger | | client-onboarding | Monday.com | 0% | 55% | 11 | criticized challenger | | community-platforms | Higher Logic Vanilla | 29% | 6% | 48 | accepted challenger | | community-platforms | Gainsight Customer Communities | 15% | 7% | 45 | accepted challenger | | community-platforms | Khoros Communities | 15% | 31% | 59 | criticized challenger | | community-platforms | Bettermode | 13% | 28% | 36 | criticized challenger | | community-platforms | Discourse | 11% | 14% | 29 | accepted challenger | | community-platforms | Salesforce Experience Cloud | 11% | 40% | 53 | criticized challenger | | community-platforms | Zendesk Community | 0% | 18% | 11 | accepted challenger | | community-platforms | Sprinklr | 0% | 18% | 11 | accepted challenger | | community-platforms | Circle | 0% | 65% | 23 | criticized challenger | | community-platforms | Mighty Networks | 0% | 80% | 15 | criticized challenger | | competitive-intelligence | Crayon | 44% | 17% | 69 | endorsed leader | | competitive-intelligence | Klue | 35% | 22% | 68 | endorsed leader | | competitive-intelligence | Contify | 10% | 7% | 44 | accepted challenger | | competitive-intelligence | AlphaSense | 2% | 25% | 36 | criticized challenger | | competitive-intelligence | Kompyte | 2% | 29% | 35 | criticized challenger | | competitive-intelligence | Semrush | 2% | 30% | 23 | criticized challenger | | competitive-intelligence | Similarweb | 0% | 26% | 23 | criticized challenger | | consent-and-privacy-management | OneTrust | 63% | 25% | 75 | criticized default | | consent-and-privacy-management | Ketch | 9% | 2% | 43 | accepted challenger | | consent-and-privacy-management | Osano | 6% | 10% | 31 | accepted challenger | | consent-and-privacy-management | TrustArc | 6% | 10% | 49 | accepted challenger | | consent-and-privacy-management | Usercentrics CMP | 6% | 18% | 44 | accepted challenger | | consent-and-privacy-management | Didomi | 0% | 9% | 35 | accepted challenger | | consent-and-privacy-management | Sourcepoint | 0% | 14% | 14 | accepted challenger | | consent-and-privacy-management | Cookiebot | 0% | 54% | 28 | criticized challenger | | contact-center-platforms | Genesys Cloud CX | 55% | 4% | 70 | endorsed leader | | contact-center-platforms | NICE CXone | 15% | 10% | 59 | accepted challenger | | contact-center-platforms | Salesforce Service Cloud | 4% | 15% | 13 | accepted challenger | | contact-center-platforms | Amazon Connect | 4% | 24% | 42 | accepted challenger | | contact-center-platforms | Talkdesk | 2% | 16% | 44 | accepted challenger | | contact-center-platforms | Zendesk Contact Center | 2% | 29% | 14 | criticized challenger | | contact-center-platforms | Cisco Webex Contact Center | 0% | 7% | 14 | accepted challenger | | contact-center-platforms | Twilio Flex | 0% | 8% | 12 | accepted challenger | | contact-center-platforms | Five9 | 0% | 12% | 59 | accepted challenger | | contact-center-quality-assurance | MaestroQA | 15% | 6% | 18 | accepted challenger | | contact-center-quality-assurance | NICE CXone Quality Management | 13% | 17% | 42 | accepted challenger | | contact-center-quality-assurance | Genesys Cloud CX | 11% | 4% | 25 | accepted challenger | | contact-center-quality-assurance | Observe.AI | 9% | 14% | 29 | accepted challenger | | contact-center-quality-assurance | EvaluAgent | 9% | 14% | 14 | accepted challenger | | contact-center-quality-assurance | Salesforce Service Cloud | 6% | 7% | 14 | accepted challenger | | contact-center-quality-assurance | Zendesk QA | 4% | 8% | 24 | accepted challenger | | contact-center-quality-assurance | Level AI | 4% | 12% | 16 | accepted challenger | | contact-center-quality-assurance | Balto | 2% | 15% | 13 | accepted challenger | | contact-center-quality-assurance | Scorebuddy | 2% | 30% | 10 | criticized challenger | | contact-center-quality-assurance | Calabrio ONE | 0% | 15% | 13 | accepted challenger | | contact-center-quality-assurance | Verint Quality Management | 0% | 18% | 22 | accepted challenger | | contact-center-quality-assurance | CallMiner Eureka | 0% | 20% | 15 | accepted challenger | | contact-center-quality-assurance | Talkdesk | 0% | 25% | 12 | criticized challenger | | content-marketing-platforms | Contently | 15% | 16% | 49 | accepted challenger | | content-marketing-platforms | Kapost | 13% | 0% | 16 | accepted challenger | | content-marketing-platforms | HubSpot Content Hub | 13% | 25% | 32 | criticized challenger | | content-marketing-platforms | Optimizely CMP | 7% | 9% | 11 | accepted challenger | | content-marketing-platforms | Optimizely CMS | 4% | 10% | 21 | accepted challenger | | content-marketing-platforms | Adobe Experience Manager | 4% | 38% | 16 | criticized challenger | | content-marketing-platforms | Adobe Marketo Engage | 2% | 8% | 12 | accepted challenger | | content-marketing-platforms | Contentful | 2% | 29% | 17 | criticized challenger | | content-marketing-platforms | CoSchedule Marketing Suite | 2% | 50% | 14 | criticized challenger | | content-marketing-platforms | Sitecore Content Hub | 0% | 9% | 11 | accepted challenger | | content-marketing-platforms | Skyword | 0% | 17% | 12 | accepted challenger | | content-marketing-platforms | Sprinklr Marketing | 0% | 21% | 19 | accepted challenger | | content-marketing-platforms | Sitecore | 0% | 27% | 11 | criticized challenger | | content-marketing-platforms | StoryChief | 0% | 30% | 10 | criticized challenger | | contract-lifecycle-management-and-e-signature | Icertis Contract Intelligence | 21% | 22% | 58 | accepted challenger | | contract-lifecycle-management-and-e-signature | Ironclad | 18% | 17% | 53 | accepted challenger | | contract-lifecycle-management-and-e-signature | DocuSign CLM | 14% | 20% | 49 | accepted challenger | | contract-lifecycle-management-and-e-signature | Agiloft | 9% | 11% | 44 | accepted challenger | | contract-lifecycle-management-and-e-signature | DocuSign | 7% | 9% | 11 | accepted challenger | | contract-lifecycle-management-and-e-signature | ContractSafe | 5% | 33% | 12 | criticized challenger | | contract-lifecycle-management-and-e-signature | Sirion | 4% | 7% | 29 | accepted challenger | | contract-lifecycle-management-and-e-signature | ContractWorks | 4% | 45% | 11 | criticized challenger | | contract-lifecycle-management-and-e-signature | Concord | 2% | 17% | 12 | accepted challenger | | contract-lifecycle-management-and-e-signature | SpotDraft | 2% | 20% | 10 | accepted challenger | | contract-lifecycle-management-and-e-signature | Conga CLM | 2% | 28% | 39 | criticized challenger | | contract-lifecycle-management-and-e-signature | Adobe Acrobat Sign | 0% | 12% | 16 | accepted challenger | | contract-lifecycle-management-and-e-signature | LinkSquares | 0% | 29% | 14 | criticized challenger | | contract-lifecycle-management-and-e-signature | SAP Ariba Contracts | 0% | 30% | 10 | criticized challenger | | conversation-intelligence | Gong | 69% | 22% | 69 | endorsed leader | | conversation-intelligence | Avoma | 4% | 9% | 23 | accepted challenger | | conversation-intelligence | Observe.AI | 2% | 8% | 13 | accepted challenger | | conversation-intelligence | NICE CXone | 2% | 8% | 13 | accepted challenger | | conversation-intelligence | Clari Copilot | 0% | 7% | 30 | accepted challenger | | conversation-intelligence | Salesloft Conversations | 0% | 12% | 16 | accepted challenger | | conversation-intelligence | CallMiner Eureka | 0% | 17% | 12 | accepted challenger | | conversation-intelligence | Chorus by ZoomInfo | 0% | 24% | 51 | accepted challenger | | conversation-intelligence | Fireflies.ai | 0% | 50% | 10 | criticized challenger | | conversational-marketing | Qualified | 44% | 10% | 49 | endorsed leader | | conversational-marketing | Drift | 15% | 53% | 58 | criticized challenger | | conversational-marketing | Intercom | 8% | 30% | 60 | criticized challenger | | conversational-marketing | 1mind | 6% | 10% | 20 | accepted challenger | | conversational-marketing | LivePerson | 4% | 12% | 26 | accepted challenger | | conversational-marketing | HubSpot Conversations | 2% | 20% | 15 | accepted challenger | | cpq | Salesforce Revenue Cloud | 49% | 31% | 72 | criticized default | | cpq | Oracle CPQ | 34% | 19% | 63 | endorsed leader | | cpq | Tacton | 4% | 5% | 21 | accepted challenger | | cpq | Conga CPQ | 4% | 16% | 50 | accepted challenger | | cpq | SAP CPQ | 4% | 21% | 43 | accepted challenger | | cpq | DealHub | 2% | 9% | 34 | accepted challenger | | cpq | PROS Smart CPQ | 0% | 0% | 18 | accepted challenger | | cpq | Zuora CPQ | 0% | 8% | 13 | accepted challenger | | cpq | PandaDoc | 0% | 60% | 10 | criticized challenger | | creative-automation | Celtra | 38% | 11% | 55 | endorsed leader | | creative-automation | Smartly | 13% | 23% | 43 | accepted challenger | | creative-automation | Canva | 8% | 50% | 18 | criticized challenger | | creative-automation | Marq Team | 6% | 5% | 21 | accepted challenger | | creative-automation | Adobe GenStudio | 4% | 0% | 17 | accepted challenger | | creative-automation | Storyteq | 4% | 3% | 30 | accepted challenger | | creative-automation | Bannerflow | 4% | 13% | 38 | accepted challenger | | creative-automation | Bynder | 2% | 6% | 17 | accepted challenger | | creative-automation | CHILI publish | 0% | 0% | 13 | accepted challenger | | crm | Salesforce Sales Cloud | 65% | 16% | 76 | endorsed leader | | crm | Microsoft Dynamics 365 Sales | 22% | 5% | 65 | accepted challenger | | crm | HubSpot CRM | 6% | 40% | 48 | criticized challenger | | crm | Oracle CX | 0% | 15% | 20 | accepted challenger | | crm | Oracle Sales | 0% | 18% | 11 | accepted challenger | | crm | SAP Sales Cloud | 0% | 19% | 21 | accepted challenger | | crm | Zoho CRM | 0% | 39% | 28 | criticized challenger | | crm | Pipedrive | 0% | 72% | 18 | criticized challenger | | crm-data-quality-and-deduplication | DemandTools | 33% | 21% | 63 | endorsed leader | | crm-data-quality-and-deduplication | Cloudingo | 19% | 17% | 41 | accepted challenger | | crm-data-quality-and-deduplication | Openprise | 9% | 0% | 16 | accepted challenger | | crm-data-quality-and-deduplication | Insycle | 5% | 24% | 29 | accepted challenger | | crm-data-quality-and-deduplication | Informatica Data Quality | 4% | 26% | 38 | criticized challenger | | crm-data-quality-and-deduplication | Plauti Deduplicate | 2% | 0% | 10 | accepted challenger | | crm-data-quality-and-deduplication | ZoomInfo | 2% | 14% | 14 | accepted challenger | | crm-data-quality-and-deduplication | ZoomInfo Operations | 2% | 32% | 25 | criticized challenger | | crm-data-quality-and-deduplication | Cognism | 0% | 0% | 12 | accepted challenger | | crm-data-quality-and-deduplication | Cleanlist | 0% | 0% | 12 | accepted challenger | | crm-data-quality-and-deduplication | Ataccama ONE | 0% | 7% | 15 | accepted challenger | | customer-data-platforms | Salesforce Data Cloud | 34% | 22% | 63 | endorsed leader | | customer-data-platforms | Adobe Real-Time CDP | 14% | 30% | 56 | criticized challenger | | customer-data-platforms | Tealium | 12% | 16% | 44 | accepted challenger | | customer-data-platforms | Segment | 7% | 36% | 45 | criticized challenger | | customer-data-platforms | Hightouch | 4% | 11% | 27 | accepted challenger | | customer-data-platforms | Treasure Data | 4% | 12% | 34 | accepted challenger | | customer-data-platforms | Amperity | 2% | 12% | 16 | accepted challenger | | customer-data-platforms | ActionIQ | 2% | 25% | 20 | criticized challenger | | customer-data-platforms | mParticle | 0% | 48% | 21 | criticized challenger | | customer-education-and-lms | Skilljar | 31% | 23% | 62 | endorsed leader | | customer-education-and-lms | Docebo | 19% | 23% | 62 | accepted challenger | | customer-education-and-lms | Gainsight Customer Education | 12% | 4% | 24 | accepted challenger | | customer-education-and-lms | Teachable | 8% | 47% | 15 | criticized challenger | | customer-education-and-lms | LearnUpon | 6% | 13% | 30 | accepted challenger | | customer-education-and-lms | Intellum | 6% | 17% | 30 | accepted challenger | | customer-education-and-lms | Thought Industries | 6% | 21% | 53 | accepted challenger | | customer-education-and-lms | WorkRamp | 2% | 5% | 21 | accepted challenger | | customer-education-and-lms | Thinkific | 2% | 40% | 15 | criticized challenger | | customer-education-and-lms | Absorb LMS | 0% | 17% | 23 | accepted challenger | | customer-feedback-and-surveys | Qualtrics CustomerXM | 41% | 15% | 66 | endorsed leader | | customer-feedback-and-surveys | CustomerGauge | 28% | 4% | 24 | accepted challenger | | customer-feedback-and-surveys | Medallia Experience Cloud | 11% | 17% | 59 | accepted challenger | | customer-feedback-and-surveys | SurveyMonkey | 6% | 43% | 46 | criticized challenger | | customer-feedback-and-surveys | Alchemer | 2% | 0% | 21 | accepted challenger | | customer-feedback-and-surveys | Survicate | 2% | 10% | 10 | accepted challenger | | customer-feedback-and-surveys | Typeform | 2% | 70% | 20 | criticized challenger | | customer-feedback-and-surveys | InMoment | 0% | 5% | 19 | accepted challenger | | customer-feedback-and-surveys | QuestionPro | 0% | 9% | 11 | accepted challenger | | customer-feedback-and-surveys | Google Forms | 0% | 82% | 11 | criticized challenger | | customer-intelligence-and-data-science | Adobe Customer Journey Analytics | 13% | 0% | 11 | accepted challenger | | customer-intelligence-and-data-science | Salesforce Data Cloud | 11% | 12% | 24 | accepted challenger | | customer-intelligence-and-data-science | Gainsight | 9% | 0% | 10 | accepted challenger | | customer-intelligence-and-data-science | Amplitude | 8% | 29% | 38 | criticized challenger | | customer-intelligence-and-data-science | Microsoft Power BI | 6% | 8% | 12 | accepted challenger | | customer-intelligence-and-data-science | Mixpanel | 4% | 39% | 36 | criticized challenger | | customer-intelligence-and-data-science | Contentsquare | 0% | 13% | 15 | accepted challenger | | customer-intelligence-and-data-science | Qualtrics | 0% | 24% | 17 | accepted challenger | | customer-intelligence-and-data-science | Segment | 0% | 33% | 24 | criticized challenger | | customer-intelligence-and-data-science | Medallia Experience Cloud | 0% | 36% | 11 | criticized challenger | | customer-intelligence-and-data-science | Adobe Real-Time CDP | 0% | 39% | 18 | criticized challenger | | customer-intelligence-and-data-science | Tableau | 0% | 42% | 12 | criticized challenger | | customer-success-platforms | Gainsight Customer Success | 69% | 23% | 75 | endorsed leader | | customer-success-platforms | Planhat | 14% | 15% | 54 | accepted challenger | | customer-success-platforms | Vitally | 4% | 28% | 29 | criticized challenger | | customer-success-platforms | Totango | 2% | 22% | 55 | accepted challenger | | customer-success-platforms | ChurnZero | 2% | 24% | 62 | accepted challenger | | customer-success-platforms | HubSpot Service Hub | 2% | 38% | 13 | criticized challenger | | customer-success-platforms | Catalyst | 0% | 15% | 13 | accepted challenger | | customer-success-platforms | ClientSuccess | 0% | 35% | 20 | criticized challenger | | customer-success-platforms | Custify | 0% | 50% | 10 | criticized challenger | | customer-support-helpdesk | Zendesk Support Suite | 49% | 19% | 74 | endorsed leader | | customer-support-helpdesk | Salesforce Service Cloud | 14% | 25% | 65 | accepted challenger | | customer-support-helpdesk | Jira Service Management | 5% | 5% | 22 | accepted challenger | | customer-support-helpdesk | ServiceNow | 5% | 25% | 32 | criticized challenger | | customer-support-helpdesk | Freshdesk | 4% | 26% | 42 | criticized challenger | | customer-support-helpdesk | ServiceNow Customer Service Management | 2% | 18% | 22 | accepted challenger | | customer-support-helpdesk | Zoho Desk | 2% | 29% | 14 | criticized challenger | | customer-support-helpdesk | Freshservice | 0% | 0% | 11 | accepted challenger | | customer-support-helpdesk | Intercom | 0% | 32% | 37 | criticized challenger | | customer-support-helpdesk | Front | 0% | 45% | 11 | criticized challenger | | dashboards-and-data-visualization | Microsoft Power BI | 58% | 10% | 72 | endorsed leader | | dashboards-and-data-visualization | Tableau | 26% | 28% | 72 | criticized challenger | | dashboards-and-data-visualization | Looker | 5% | 17% | 63 | accepted challenger | | dashboards-and-data-visualization | Sisense | 2% | 31% | 16 | criticized challenger | | dashboards-and-data-visualization | SAP Analytics Cloud | 0% | 0% | 11 | accepted challenger | | dashboards-and-data-visualization | Sigma | 0% | 7% | 15 | accepted challenger | | dashboards-and-data-visualization | Qlik Sense | 0% | 8% | 40 | accepted challenger | | dashboards-and-data-visualization | ThoughtSpot | 0% | 10% | 29 | accepted challenger | | dashboards-and-data-visualization | Domo | 0% | 39% | 23 | criticized challenger | | dashboards-and-data-visualization | Metabase | 0% | 75% | 12 | criticized challenger | | data-clean-rooms | Snowflake Data Clean Rooms | 38% | 12% | 59 | endorsed leader | | data-clean-rooms | AWS Clean Rooms | 11% | 16% | 49 | accepted challenger | | data-clean-rooms | InfoSum | 11% | 17% | 42 | accepted challenger | | data-clean-rooms | LiveRamp Clean Room | 9% | 9% | 45 | accepted challenger | | data-clean-rooms | Decentriq | 7% | 5% | 38 | accepted challenger | | data-clean-rooms | Habu | 2% | 13% | 15 | accepted challenger | | data-clean-rooms | Databricks Clean Rooms | 0% | 17% | 35 | accepted challenger | | data-clean-rooms | Google Ads Data Hub | 0% | 47% | 17 | criticized challenger | | data-clean-rooms | Amazon Marketing Cloud | 0% | 50% | 14 | criticized challenger | | data-enrichment | ZoomInfo | 62% | 23% | 70 | endorsed leader | | data-enrichment | Demandbase | 9% | 7% | 28 | accepted challenger | | data-enrichment | Apollo.io | 6% | 31% | 52 | criticized challenger | | data-enrichment | Clay | 6% | 38% | 32 | criticized challenger | | data-enrichment | People Data Labs | 2% | 0% | 11 | accepted challenger | | data-enrichment | Cognism | 2% | 9% | 55 | accepted challenger | | data-enrichment | 6sense | 0% | 19% | 27 | accepted challenger | | data-enrichment | HubSpot Breeze Intelligence | 0% | 29% | 48 | criticized challenger | | data-enrichment | Lusha | 0% | 38% | 21 | criticized challenger | | data-management-platforms | Salesforce Data Cloud | 21% | 9% | 33 | accepted challenger | | data-management-platforms | Adobe Real-Time CDP | 17% | 19% | 31 | accepted challenger | | data-management-platforms | Hightouch | 9% | 0% | 13 | accepted challenger | | data-management-platforms | Tealium Customer Data Hub | 7% | 24% | 17 | accepted challenger | | data-management-platforms | Informatica Intelligent Data Management Cloud | 5% | 14% | 21 | accepted challenger | | data-management-platforms | Adobe Audience Manager | 3% | 44% | 16 | criticized challenger | | data-management-platforms | Snowflake | 2% | 6% | 17 | accepted challenger | | data-management-platforms | Segment | 2% | 21% | 14 | accepted challenger | | data-management-platforms | Databricks Lakehouse | 0% | 7% | 14 | accepted challenger | | data-management-platforms | BigQuery | 0% | 15% | 13 | accepted challenger | | data-management-platforms | Collibra | 0% | 23% | 13 | accepted challenger | | data-management-platforms | Alation | 0% | 36% | 11 | criticized challenger | | data-management-platforms | Oracle BlueKai | 0% | 58% | 19 | criticized challenger | | data-warehouse-reverse-etl | Hightouch | 43% | 12% | 76 | endorsed leader | | data-warehouse-reverse-etl | Snowflake | 29% | 13% | 71 | accepted challenger | | data-warehouse-reverse-etl | Census | 13% | 19% | 70 | accepted challenger | | data-warehouse-reverse-etl | BigQuery | 6% | 9% | 69 | accepted challenger | | data-warehouse-reverse-etl | Polytomic | 2% | 5% | 20 | accepted challenger | | data-warehouse-reverse-etl | Databricks SQL Warehouse | 1% | 10% | 41 | accepted challenger | | data-warehouse-reverse-etl | RudderStack Reverse ETL | 1% | 17% | 30 | accepted challenger | | data-warehouse-reverse-etl | Amazon Redshift | 1% | 25% | 36 | criticized challenger | | data-warehouse-reverse-etl | dbt | 0% | 0% | 26 | accepted challenger | | data-warehouse-reverse-etl | Improvado | 0% | 7% | 15 | accepted challenger | | data-warehouse-reverse-etl | Fivetran | 0% | 8% | 40 | accepted challenger | | data-warehouse-reverse-etl | Airbyte | 0% | 9% | 23 | accepted challenger | | data-warehouse-reverse-etl | Segment | 0% | 50% | 10 | criticized challenger | | digital-adoption-and-onboarding | Whatfix | 36% | 18% | 61 | endorsed leader | | digital-adoption-and-onboarding | WalkMe | 34% | 30% | 70 | criticized default | | digital-adoption-and-onboarding | Pendo | 11% | 25% | 59 | criticized challenger | | digital-adoption-and-onboarding | Userlane | 7% | 5% | 19 | accepted challenger | | digital-adoption-and-onboarding | Apty | 4% | 8% | 25 | accepted challenger | | digital-adoption-and-onboarding | Userpilot | 4% | 39% | 23 | criticized challenger | | digital-adoption-and-onboarding | UserGuiding | 2% | 9% | 11 | accepted challenger | | digital-adoption-and-onboarding | Appcues | 2% | 50% | 28 | criticized challenger | | digital-asset-management | Bynder | 48% | 21% | 66 | endorsed leader | | digital-asset-management | MediaValet | 22% | 3% | 36 | accepted challenger | | digital-asset-management | Adobe Experience Manager Assets | 13% | 25% | 61 | accepted challenger | | digital-asset-management | Aprimo | 4% | 8% | 40 | accepted challenger | | digital-asset-management | Acquia DAM | 4% | 10% | 41 | accepted challenger | | digital-asset-management | Air | 2% | 20% | 10 | accepted challenger | | digital-asset-management | Canto | 2% | 39% | 31 | criticized challenger | | digital-asset-management | Orange Logic | 0% | 0% | 21 | accepted challenger | | digital-asset-management | Cloudinary | 0% | 4% | 25 | accepted challenger | | digital-asset-management | OpenText Media Management | 0% | 14% | 21 | accepted challenger | | digital-asset-management | Frontify | 0% | 17% | 12 | accepted challenger | | digital-asset-management | Brandfolder | 0% | 35% | 26 | criticized challenger | | digital-sales-rooms | Trumpet | 20% | 38% | 52 | criticized challenger | | digital-sales-rooms | Seismic | 16% | 14% | 63 | accepted challenger | | digital-sales-rooms | MindTickle | 13% | 3% | 39 | accepted challenger | | digital-sales-rooms | Highspot | 11% | 11% | 55 | accepted challenger | | digital-sales-rooms | Dock | 11% | 30% | 30 | criticized challenger | | digital-sales-rooms | DealHub DealRoom | 5% | 12% | 33 | accepted challenger | | digital-sales-rooms | Aligned | 5% | 18% | 38 | accepted challenger | | digital-sales-rooms | GetAccept | 4% | 22% | 36 | accepted challenger | | digital-sales-rooms | Allego | 2% | 0% | 20 | accepted challenger | | digital-sales-rooms | Showpad | 2% | 10% | 21 | accepted challenger | | digital-sales-rooms | Recapped | 0% | 92% | 13 | criticized challenger | | direct-mail-and-gifting | Sendoso | 44% | 22% | 69 | endorsed leader | | direct-mail-and-gifting | Reachdesk | 28% | 12% | 60 | accepted challenger | | direct-mail-and-gifting | Goody | 7% | 18% | 17 | accepted challenger | | direct-mail-and-gifting | Lob | 6% | 14% | 21 | accepted challenger | | direct-mail-and-gifting | Postal | 4% | 15% | 40 | accepted challenger | | direct-mail-and-gifting | PostGrid | 2% | 12% | 16 | accepted challenger | | direct-mail-and-gifting | PFL | 0% | 6% | 16 | accepted challenger | | direct-mail-and-gifting | Snappy | 0% | 21% | 19 | accepted challenger | | direct-mail-and-gifting | Alyce | 0% | 35% | 23 | criticized challenger | | ecommerce-marketing | Adobe Marketo Engage | 15% | 5% | 21 | accepted challenger | | ecommerce-marketing | Salesforce Marketing Cloud | 15% | 11% | 37 | accepted challenger | | ecommerce-marketing | Salesforce Commerce Cloud | 11% | 12% | 32 | accepted challenger | | ecommerce-marketing | HubSpot Marketing Hub | 9% | 33% | 27 | criticized challenger | | ecommerce-marketing | Adobe Commerce | 7% | 24% | 38 | accepted challenger | | ecommerce-marketing | Braze | 4% | 11% | 18 | accepted challenger | | ecommerce-marketing | BigCommerce | 4% | 12% | 26 | accepted challenger | | ecommerce-marketing | Shopify | 4% | 22% | 37 | accepted challenger | | ecommerce-marketing | Klaviyo | 2% | 38% | 29 | criticized challenger | | ecommerce-marketing | commercetools | 0% | 0% | 10 | accepted challenger | | ecommerce-marketing | SAP Commerce Cloud | 0% | 16% | 19 | accepted challenger | | ecommerce-platforms | Shopify | 31% | 21% | 63 | endorsed leader | | ecommerce-platforms | SAP Commerce Cloud | 27% | 27% | 44 | criticized challenger | | ecommerce-platforms | Adobe Commerce | 12% | 34% | 64 | criticized challenger | | ecommerce-platforms | BigCommerce B2B Edition | 8% | 12% | 59 | accepted challenger | | ecommerce-platforms | Salesforce Commerce Cloud | 4% | 25% | 51 | criticized challenger | | ecommerce-platforms | Spryker | 2% | 0% | 10 | accepted challenger | | ecommerce-platforms | Oracle CX Commerce | 2% | 25% | 12 | criticized challenger | | ecommerce-platforms | commercetools | 0% | 3% | 33 | accepted challenger | | ecommerce-platforms | Elastic Path Composable Commerce | 0% | 13% | 15 | accepted challenger | | ecommerce-platforms | WooCommerce | 0% | 77% | 13 | criticized challenger | | ecommerce-search-and-merchandising | Coveo | 26% | 11% | 61 | accepted challenger | | ecommerce-search-and-merchandising | Algolia | 17% | 21% | 68 | accepted challenger | | ecommerce-search-and-merchandising | Bloomreach Discovery | 13% | 13% | 62 | accepted challenger | | ecommerce-search-and-merchandising | Constructor | 9% | 9% | 45 | accepted challenger | | ecommerce-search-and-merchandising | Constructor.io | 4% | 8% | 12 | accepted challenger | | ecommerce-search-and-merchandising | Nosto | 4% | 21% | 19 | accepted challenger | | ecommerce-search-and-merchandising | Searchspring | 4% | 38% | 21 | criticized challenger | | ecommerce-search-and-merchandising | Elasticsearch | 4% | 42% | 12 | criticized challenger | | ecommerce-search-and-merchandising | Klevu | 0% | 36% | 22 | criticized challenger | | email-deliverability-and-testing | Validity Everest | 45% | 11% | 47 | endorsed leader | | email-deliverability-and-testing | Litmus | 6% | 15% | 27 | accepted challenger | | email-deliverability-and-testing | Mailgun | 6% | 22% | 23 | accepted challenger | | email-deliverability-and-testing | SendGrid | 6% | 29% | 17 | criticized challenger | | email-deliverability-and-testing | Inbox Monster | 2% | 0% | 10 | accepted challenger | | email-deliverability-and-testing | Folderly | 2% | 6% | 16 | accepted challenger | | email-deliverability-and-testing | GlockApps | 2% | 13% | 45 | accepted challenger | | email-deliverability-and-testing | MailReach | 2% | 24% | 17 | accepted challenger | | email-deliverability-and-testing | Google Postmaster Tools | 0% | 0% | 16 | accepted challenger | | email-deliverability-and-testing | Microsoft SNDS | 0% | 0% | 12 | accepted challenger | | email-deliverability-and-testing | ZeroBounce | 0% | 0% | 12 | accepted challenger | | email-deliverability-and-testing | Mailtrap | 0% | 10% | 10 | accepted challenger | | email-deliverability-and-testing | Email on Acid | 0% | 15% | 13 | accepted challenger | | email-deliverability-and-testing | MXToolbox | 0% | 45% | 11 | criticized challenger | | email-marketing | Adobe Marketo Engage | 29% | 6% | 35 | accepted challenger | | email-marketing | HubSpot Marketing Hub | 29% | 19% | 68 | accepted challenger | | email-marketing | Salesforce Marketing Cloud | 11% | 8% | 52 | accepted challenger | | email-marketing | Brevo | 9% | 38% | 16 | criticized challenger | | email-marketing | Salesforce Marketing Cloud Account Engagement | 4% | 0% | 15 | accepted challenger | | email-marketing | ActiveCampaign | 4% | 36% | 42 | criticized challenger | | email-marketing | Adobe Campaign | 2% | 4% | 25 | accepted challenger | | email-marketing | Oracle Eloqua | 2% | 10% | 20 | accepted challenger | | email-marketing | Klaviyo | 2% | 35% | 20 | criticized challenger | | email-marketing | Braze | 0% | 5% | 20 | accepted challenger | | email-marketing | Iterable | 0% | 7% | 14 | accepted challenger | | email-marketing | Constant Contact | 0% | 86% | 14 | criticized challenger | | email-marketing | Mailchimp | 0% | 88% | 25 | criticized challenger | | email-signature-management | Exclaimer | 59% | 10% | 69 | endorsed leader | | email-signature-management | CodeTwo Email Signatures 365 | 20% | 7% | 60 | accepted challenger | | email-signature-management | WiseStamp | 10% | 24% | 50 | accepted challenger | | email-signature-management | Opensense | 4% | 17% | 24 | accepted challenger | | email-signature-management | SyncSignature | 0% | 8% | 12 | accepted challenger | | email-signature-management | Letsignit | 0% | 15% | 20 | accepted challenger | | email-signature-management | Rocketseed | 0% | 27% | 11 | criticized challenger | | email-verification | ZeroBounce | 50% | 6% | 53 | endorsed leader | | email-verification | NeverBounce | 9% | 7% | 46 | accepted challenger | | email-verification | Kickbox | 5% | 7% | 44 | accepted challenger | | email-verification | BriteVerify | 0% | 0% | 11 | accepted challenger | | email-verification | Bouncer | 0% | 3% | 29 | accepted challenger | | email-verification | Emailable | 0% | 5% | 19 | accepted challenger | | email-verification | Clearout | 0% | 13% | 15 | accepted challenger | | email-verification | MillionVerifier | 0% | 29% | 14 | criticized challenger | | email-verification | Hunter Email Verifier | 0% | 29% | 17 | criticized challenger | | employee-advocacy | EveryoneSocial | 42% | 13% | 69 | endorsed leader | | employee-advocacy | Oktopost | 20% | 8% | 39 | accepted challenger | | employee-advocacy | DSMN8 | 16% | 12% | 49 | accepted challenger | | employee-advocacy | GaggleAMP | 9% | 24% | 38 | accepted challenger | | employee-advocacy | Haiilo | 4% | 17% | 18 | accepted challenger | | employee-advocacy | Sociabble | 2% | 11% | 45 | accepted challenger | | employee-advocacy | Sprout Social | 0% | 21% | 14 | accepted challenger | | employee-advocacy | Sprout Social Employee Advocacy | 0% | 25% | 16 | criticized challenger | | employee-advocacy | PostBeyond | 0% | 27% | 15 | criticized challenger | | employee-advocacy | Hootsuite Amplify | 0% | 34% | 35 | criticized challenger | | event-lead-capture | iCapture | 23% | 17% | 41 | accepted challenger | | event-lead-capture | Cvent LeadCapture | 21% | 17% | 46 | accepted challenger | | event-lead-capture | Captello | 11% | 8% | 38 | accepted challenger | | event-lead-capture | Blinq | 9% | 27% | 37 | criticized challenger | | event-lead-capture | momencio | 6% | 25% | 24 | criticized challenger | | event-lead-capture | B2Brain | 4% | 0% | 11 | accepted challenger | | event-lead-capture | BoothIQ | 4% | 0% | 10 | accepted challenger | | event-lead-capture | Bizzabo | 2% | 8% | 13 | accepted challenger | | event-lead-capture | Wave Connect | 2% | 20% | 25 | accepted challenger | | event-lead-capture | Mobly Capture | 2% | 27% | 15 | criticized challenger | | event-lead-capture | Popl | 2% | 39% | 23 | criticized challenger | | event-lead-capture | Whova | 0% | 64% | 11 | criticized challenger | | event-management-platforms | Cvent Event Marketing & Management | 49% | 25% | 71 | criticized default | | event-management-platforms | Bizzabo | 29% | 12% | 59 | accepted challenger | | event-management-platforms | Swoogo | 9% | 10% | 21 | accepted challenger | | event-management-platforms | RainFocus | 2% | 11% | 27 | accepted challenger | | event-management-platforms | InEvent | 0% | 0% | 14 | accepted challenger | | event-management-platforms | SpotMe | 0% | 0% | 19 | accepted challenger | | event-management-platforms | vFairs | 0% | 14% | 22 | accepted challenger | | event-management-platforms | Splash | 0% | 18% | 11 | accepted challenger | | event-management-platforms | Whova | 0% | 32% | 22 | criticized challenger | | event-management-platforms | RingCentral Events | 0% | 55% | 11 | criticized challenger | | event-management-platforms | Eventbrite | 0% | 92% | 24 | criticized challenger | | experimentation-and-personalization | Optimizely CMS | 46% | 24% | 66 | endorsed leader | | experimentation-and-personalization | Adobe Target | 16% | 28% | 67 | criticized challenger | | experimentation-and-personalization | Mutiny | 10% | 29% | 14 | criticized challenger | | experimentation-and-personalization | VWO | 7% | 28% | 47 | criticized challenger | | experimentation-and-personalization | GrowthBook | 5% | 0% | 11 | accepted challenger | | experimentation-and-personalization | Kameleoon | 3% | 0% | 34 | accepted challenger | | experimentation-and-personalization | Convert Experiences | 3% | 25% | 12 | criticized challenger | | experimentation-and-personalization | Statsig | 2% | 10% | 21 | accepted challenger | | experimentation-and-personalization | AB Tasty | 2% | 15% | 34 | accepted challenger | | experimentation-and-personalization | Dynamic Yield | 0% | 19% | 21 | accepted challenger | | experimentation-and-personalization | LaunchDarkly | 0% | 50% | 12 | criticized challenger | | field-sales-tools | Badger Maps | 19% | 22% | 46 | accepted challenger | | field-sales-tools | Salesforce Maps | 16% | 21% | 33 | accepted challenger | | field-sales-tools | Spotio | 14% | 12% | 42 | accepted challenger | | field-sales-tools | Salesforce Sales Cloud | 12% | 32% | 25 | criticized challenger | | field-sales-tools | Microsoft Dynamics 365 Sales | 4% | 14% | 14 | accepted challenger | | field-sales-tools | Map My Customers | 2% | 11% | 19 | accepted challenger | | field-sales-tools | HubSpot Sales Hub | 0% | 25% | 12 | criticized challenger | | field-sales-tools | SalesRabbit | 0% | 33% | 12 | criticized challenger | | identity-resolution | Salesforce Data Cloud | 17% | 7% | 30 | accepted challenger | | identity-resolution | LiveRamp Identity Resolution | 17% | 30% | 50 | criticized challenger | | identity-resolution | Hightouch Adaptive Identity Resolution | 7% | 0% | 30 | accepted challenger | | identity-resolution | Amperity | 6% | 16% | 25 | accepted challenger | | identity-resolution | Tealium | 4% | 30% | 20 | criticized challenger | | identity-resolution | Adobe Real-Time CDP | 2% | 19% | 16 | accepted challenger | | identity-resolution | Twilio Segment Unify | 2% | 58% | 19 | criticized challenger | | identity-resolution | mParticle IDSync | 2% | 64% | 11 | criticized challenger | | identity-resolution | Informatica MDM | 0% | 8% | 13 | accepted challenger | | identity-resolution | TransUnion TruAudience | 0% | 15% | 13 | accepted challenger | | identity-resolution | Experian Identity Resolution | 0% | 25% | 20 | criticized challenger | | identity-resolution | Acxiom Real Identity | 0% | 33% | 15 | criticized challenger | | in-app-messaging-and-customer-communications | Pendo | 15% | 8% | 26 | accepted challenger | | in-app-messaging-and-customer-communications | Braze | 9% | 18% | 38 | accepted challenger | | in-app-messaging-and-customer-communications | Sendbird | 9% | 19% | 21 | accepted challenger | | in-app-messaging-and-customer-communications | Intercom | 9% | 25% | 40 | criticized challenger | | in-app-messaging-and-customer-communications | CometChat | 4% | 0% | 15 | accepted challenger | | in-app-messaging-and-customer-communications | Twilio Conversations | 4% | 20% | 15 | accepted challenger | | in-app-messaging-and-customer-communications | Stream Chat | 4% | 20% | 20 | accepted challenger | | in-app-messaging-and-customer-communications | Userpilot | 2% | 0% | 13 | accepted challenger | | in-app-messaging-and-customer-communications | Rocket.Chat | 2% | 0% | 12 | accepted challenger | | in-app-messaging-and-customer-communications | Customer.io | 2% | 8% | 12 | accepted challenger | | in-app-messaging-and-customer-communications | Appcues | 0% | 13% | 23 | accepted challenger | | in-app-messaging-and-customer-communications | OneSignal | 0% | 23% | 22 | accepted challenger | | in-app-messaging-and-customer-communications | Slack | 0% | 50% | 10 | criticized challenger | | in-app-messaging-and-customer-communications | Microsoft Teams | 0% | 50% | 10 | criticized challenger | | in-app-messaging-and-customer-communications | WhatsApp | 0% | 100% | 12 | criticized challenger | | in-app-messaging-and-customer-communications | Telegram | 0% | 100% | 10 | criticized challenger | | influencer-platforms | CreatorIQ | 47% | 9% | 69 | endorsed leader | | influencer-platforms | Traackr | 17% | 10% | 49 | accepted challenger | | influencer-platforms | GRIN | 8% | 20% | 30 | accepted challenger | | influencer-platforms | Favikon | 4% | 0% | 10 | accepted challenger | | influencer-platforms | Meltwater | 2% | 8% | 13 | accepted challenger | | influencer-platforms | Upfluence | 2% | 23% | 31 | accepted challenger | | influencer-platforms | Aspire | 0% | 25% | 24 | criticized challenger | | interactive-demo-platforms | Reprise | 17% | 9% | 54 | accepted challenger | | interactive-demo-platforms | Walnut | 17% | 12% | 49 | accepted challenger | | interactive-demo-platforms | Navattic | 17% | 13% | 54 | accepted challenger | | interactive-demo-platforms | Storylane | 12% | 16% | 51 | accepted challenger | | interactive-demo-platforms | Consensus | 12% | 17% | 24 | accepted challenger | | interactive-demo-platforms | Demostack | 5% | 21% | 33 | accepted challenger | | interactive-demo-platforms | Guideflow | 3% | 8% | 12 | accepted challenger | | interactive-demo-platforms | Arcade | 0% | 32% | 28 | criticized challenger | | interactive-demo-platforms | Supademo | 0% | 38% | 24 | criticized challenger | | knowledge-base-and-self-service | Zendesk Guide | 28% | 5% | 44 | accepted challenger | | knowledge-base-and-self-service | Confluence | 24% | 15% | 54 | accepted challenger | | knowledge-base-and-self-service | Helpjuice | 10% | 16% | 19 | accepted challenger | | knowledge-base-and-self-service | Document360 | 6% | 8% | 37 | accepted challenger | | knowledge-base-and-self-service | SharePoint | 4% | 21% | 24 | accepted challenger | | knowledge-base-and-self-service | Bloomfire | 2% | 5% | 22 | accepted challenger | | knowledge-base-and-self-service | ServiceNow Knowledge Management | 2% | 8% | 12 | accepted challenger | | knowledge-base-and-self-service | Freshdesk | 2% | 9% | 11 | accepted challenger | | knowledge-base-and-self-service | Guru | 2% | 17% | 36 | accepted challenger | | knowledge-base-and-self-service | Glean | 0% | 20% | 10 | accepted challenger | | knowledge-base-and-self-service | Slite | 0% | 27% | 22 | criticized challenger | | knowledge-base-and-self-service | Notion | 0% | 40% | 40 | criticized challenger | | landing-pages-and-interactive-content | Instapage | 49% | 6% | 70 | endorsed leader | | landing-pages-and-interactive-content | Ceros | 7% | 10% | 10 | accepted challenger | | landing-pages-and-interactive-content | Webflow | 5% | 19% | 37 | accepted challenger | | landing-pages-and-interactive-content | Landingi | 5% | 23% | 26 | accepted challenger | | landing-pages-and-interactive-content | Leadpages | 5% | 48% | 23 | criticized challenger | | landing-pages-and-interactive-content | HubSpot Landing Pages | 4% | 14% | 28 | accepted challenger | | landing-pages-and-interactive-content | Unbounce | 4% | 17% | 53 | accepted challenger | | landing-pages-and-interactive-content | Wix | 0% | 90% | 10 | criticized challenger | | landing-pages-and-interactive-content | Carrd | 0% | 100% | 10 | criticized challenger | | lead-routing-and-management | LeanData | 64% | 12% | 68 | endorsed leader | | lead-routing-and-management | Kubaru | 9% | 8% | 12 | accepted challenger | | lead-routing-and-management | LeadAngel | 5% | 9% | 35 | accepted challenger | | lead-routing-and-management | Distribution Engine | 4% | 0% | 11 | accepted challenger | | lead-routing-and-management | Salesforce Lead Assignment Rules | 4% | 50% | 18 | criticized challenger | | lead-routing-and-management | Traction Complete | 2% | 0% | 14 | accepted challenger | | lead-routing-and-management | Default | 2% | 18% | 17 | accepted challenger | | lead-routing-and-management | HubSpot Sales Hub | 2% | 37% | 19 | criticized challenger | | lead-routing-and-management | Chili Piper | 0% | 23% | 39 | accepted challenger | | local-listings-management | Yext | 69% | 16% | 74 | endorsed leader | | local-listings-management | Uberall | 15% | 6% | 62 | accepted challenger | | local-listings-management | Birdeye | 9% | 17% | 46 | accepted challenger | | local-listings-management | SOCi | 2% | 16% | 31 | accepted challenger | | local-listings-management | Rio SEO | 0% | 9% | 11 | accepted challenger | | local-listings-management | Semrush Local | 0% | 21% | 14 | accepted challenger | | local-listings-management | Synup | 0% | 36% | 11 | criticized challenger | | local-listings-management | BrightLocal | 0% | 48% | 33 | criticized challenger | | local-listings-management | Moz Local | 0% | 56% | 25 | criticized challenger | | loyalty-advocacy-and-referrals | Influitive AdvocateHub | 29% | 9% | 32 | accepted challenger | | loyalty-advocacy-and-referrals | Annex Cloud | 12% | 22% | 27 | accepted challenger | | loyalty-advocacy-and-referrals | Talon.One | 8% | 8% | 26 | accepted challenger | | loyalty-advocacy-and-referrals | Open Loyalty | 8% | 9% | 22 | accepted challenger | | loyalty-advocacy-and-referrals | Friendbuy | 6% | 24% | 17 | accepted challenger | | loyalty-advocacy-and-referrals | Ambassador | 4% | 0% | 22 | accepted challenger | | loyalty-advocacy-and-referrals | Referral Rock | 4% | 0% | 12 | accepted challenger | | loyalty-advocacy-and-referrals | Voucherify | 4% | 7% | 15 | accepted challenger | | loyalty-advocacy-and-referrals | Extole | 4% | 11% | 37 | accepted challenger | | loyalty-advocacy-and-referrals | Comarch Loyalty Management | 2% | 14% | 14 | accepted challenger | | loyalty-advocacy-and-referrals | Antavo | 2% | 29% | 17 | criticized challenger | | loyalty-advocacy-and-referrals | ReferenceEdge | 0% | 0% | 10 | accepted challenger | | loyalty-advocacy-and-referrals | Salesforce Loyalty Management | 0% | 33% | 12 | criticized challenger | | loyalty-advocacy-and-referrals | LoyaltyLion | 0% | 60% | 15 | criticized challenger | | loyalty-advocacy-and-referrals | Yotpo Loyalty & Referrals | 0% | 62% | 24 | criticized challenger | | loyalty-advocacy-and-referrals | Smile.io | 0% | 65% | 17 | criticized challenger | | loyalty-advocacy-and-referrals | ReferralCandy | 0% | 78% | 18 | criticized challenger | | market-intelligence | ZoomInfo | 25% | 16% | 44 | accepted challenger | | market-intelligence | AlphaSense | 17% | 16% | 44 | accepted challenger | | market-intelligence | Klue | 7% | 18% | 49 | accepted challenger | | market-intelligence | Crayon | 7% | 23% | 44 | accepted challenger | | market-intelligence | Contify | 5% | 5% | 19 | accepted challenger | | market-intelligence | Gartner | 5% | 8% | 13 | accepted challenger | | market-intelligence | CB Insights | 3% | 9% | 22 | accepted challenger | | market-intelligence | Cognism | 3% | 15% | 13 | accepted challenger | | market-intelligence | Northern Light SinglePoint | 2% | 0% | 12 | accepted challenger | | market-intelligence | 6sense | 2% | 11% | 19 | accepted challenger | | market-intelligence | Similarweb | 2% | 32% | 22 | criticized challenger | | market-intelligence | Demandbase | 0% | 0% | 14 | accepted challenger | | market-intelligence | PitchBook | 0% | 29% | 14 | criticized challenger | | market-intelligence | Semrush | 0% | 64% | 14 | criticized challenger | | marketing-automation | Adobe Marketo Engage | 53% | 17% | 65 | endorsed leader | | marketing-automation | HubSpot Marketing Hub | 18% | 34% | 68 | criticized challenger | | marketing-automation | Salesforce Marketing Cloud | 12% | 25% | 51 | criticized challenger | | marketing-automation | Oracle Eloqua | 8% | 22% | 49 | accepted challenger | | marketing-automation | Salesforce Marketing Cloud Account Engagement | 2% | 19% | 36 | accepted challenger | | marketing-automation | Braze | 0% | 8% | 13 | accepted challenger | | marketing-automation | Iterable | 0% | 17% | 12 | accepted challenger | | marketing-automation | Klaviyo | 0% | 45% | 11 | criticized challenger | | marketing-automation | ActiveCampaign | 0% | 73% | 15 | criticized challenger | | marketing-automation | Mailchimp | 0% | 100% | 14 | criticized challenger | | marketing-cms | Adobe Experience Manager | 22% | 28% | 54 | criticized challenger | | marketing-cms | HubSpot Content Hub | 18% | 10% | 30 | accepted challenger | | marketing-cms | Sitecore Experience Platform | 10% | 29% | 51 | criticized challenger | | marketing-cms | Contentful | 8% | 23% | 57 | accepted challenger | | marketing-cms | WordPress | 8% | 35% | 49 | criticized challenger | | marketing-cms | Contentstack | 4% | 6% | 17 | accepted challenger | | marketing-cms | Webflow | 4% | 11% | 18 | accepted challenger | | marketing-cms | Optimizely CMS | 4% | 17% | 18 | accepted challenger | | marketing-cms | Storyblok | 4% | 21% | 19 | accepted challenger | | marketing-cms | Drupal | 2% | 28% | 32 | criticized challenger | | marketing-cms | Sanity | 0% | 21% | 29 | accepted challenger | | marketing-resource-management | Aprimo | 36% | 21% | 63 | endorsed leader | | marketing-resource-management | Uptempo | 20% | 8% | 25 | accepted challenger | | marketing-resource-management | Adobe Workfront | 18% | 29% | 51 | criticized challenger | | marketing-resource-management | Opal | 2% | 0% | 10 | accepted challenger | | marketing-resource-management | Screendragon | 2% | 7% | 14 | accepted challenger | | marketing-resource-management | monday.com Work Management | 2% | 37% | 27 | criticized challenger | | marketing-resource-management | Wrike for Marketing | 2% | 38% | 50 | criticized challenger | | marketing-resource-management | Asana | 0% | 38% | 24 | criticized challenger | | marketing-resource-management | Smartsheet | 0% | 42% | 12 | criticized challenger | | marketing-resource-management | Bynder | 0% | 42% | 19 | criticized challenger | | meeting-scheduling | Calendly | 46% | 17% | 75 | endorsed leader | | meeting-scheduling | Chili Piper | 27% | 17% | 47 | accepted challenger | | meeting-scheduling | Cal.com | 8% | 13% | 30 | accepted challenger | | meeting-scheduling | Microsoft Bookings | 5% | 7% | 29 | accepted challenger | | meeting-scheduling | HubSpot Meetings | 0% | 4% | 27 | accepted challenger | | meeting-scheduling | Acuity Scheduling | 0% | 43% | 14 | criticized challenger | | meeting-scheduling | Doodle | 0% | 50% | 14 | criticized challenger | | mobile-apps | Braze | 50% | 18% | 60 | endorsed leader | | mobile-apps | AppsFlyer | 12% | 25% | 32 | criticized challenger | | mobile-apps | Iterable | 4% | 0% | 19 | accepted challenger | | mobile-apps | Branch | 4% | 0% | 15 | accepted challenger | | mobile-apps | MoEngage | 4% | 10% | 21 | accepted challenger | | mobile-apps | Airship | 4% | 12% | 32 | accepted challenger | | mobile-apps | OneSignal | 4% | 20% | 10 | accepted challenger | | mobile-apps | Salesforce Marketing Cloud | 4% | 29% | 17 | criticized challenger | | mobile-apps | Adjust | 2% | 11% | 19 | accepted challenger | | mobile-apps | CleverTap | 0% | 5% | 22 | accepted challenger | | mobile-apps | Singular | 0% | 8% | 13 | accepted challenger | | mobile-apps | Kochava | 0% | 21% | 14 | accepted challenger | | mobile-marketing-and-push | Braze | 49% | 14% | 63 | endorsed leader | | mobile-marketing-and-push | OneSignal | 10% | 38% | 42 | criticized challenger | | mobile-marketing-and-push | Twilio Programmable Messaging | 5% | 29% | 34 | criticized challenger | | mobile-marketing-and-push | Airship | 3% | 11% | 53 | accepted challenger | | mobile-marketing-and-push | Courier | 3% | 17% | 12 | accepted challenger | | mobile-marketing-and-push | Pushwoosh | 3% | 23% | 13 | accepted challenger | | mobile-marketing-and-push | CleverTap | 2% | 0% | 15 | accepted challenger | | mobile-marketing-and-push | Attentive | 2% | 20% | 15 | accepted challenger | | mobile-marketing-and-push | MoEngage | 0% | 0% | 16 | accepted challenger | | mobile-marketing-and-push | Iterable | 0% | 7% | 29 | accepted challenger | | mobile-marketing-and-push | Vibes | 0% | 9% | 11 | accepted challenger | | mobile-marketing-and-push | Klaviyo | 0% | 46% | 13 | criticized challenger | | native-and-content-advertising | LinkedIn Sponsored Content | 20% | 0% | 17 | accepted challenger | | native-and-content-advertising | StackAdapt | 18% | 6% | 35 | accepted challenger | | native-and-content-advertising | Taboola | 16% | 29% | 55 | criticized challenger | | native-and-content-advertising | Nativo | 12% | 0% | 33 | accepted challenger | | native-and-content-advertising | Teads | 8% | 24% | 62 | accepted challenger | | native-and-content-advertising | The Trade Desk | 2% | 7% | 14 | accepted challenger | | native-and-content-advertising | Revcontent | 2% | 58% | 19 | criticized challenger | | native-and-content-advertising | MGID | 2% | 62% | 21 | criticized challenger | | native-and-content-advertising | Sharethrough | 0% | 0% | 18 | accepted challenger | | native-and-content-advertising | TripleLift | 0% | 5% | 19 | accepted challenger | | order-management-systems | IBM Sterling Order Management | 44% | 6% | 34 | endorsed leader | | order-management-systems | Manhattan Active Omni | 9% | 10% | 21 | accepted challenger | | order-management-systems | Manhattan Active Order Management | 7% | 0% | 11 | accepted challenger | | order-management-systems | Fluent Order Management | 4% | 5% | 22 | accepted challenger | | order-management-systems | NetSuite Order Management | 4% | 11% | 18 | accepted challenger | | order-management-systems | Kibo Order Management | 2% | 0% | 16 | accepted challenger | | order-management-systems | Oracle Order Management | 2% | 0% | 14 | accepted challenger | | order-management-systems | SAP Commerce Cloud | 2% | 11% | 19 | accepted challenger | | order-management-systems | SAP S/4HANA | 2% | 70% | 10 | criticized challenger | | order-management-systems | Blue Yonder Order Management | 0% | 0% | 19 | accepted challenger | | order-management-systems | SAP Order Management | 0% | 0% | 10 | accepted challenger | | order-management-systems | Salesforce Order Management | 0% | 18% | 33 | accepted challenger | | partner-relationship-management | Impartner PRM | 45% | 15% | 68 | endorsed leader | | partner-relationship-management | Salesforce PRM | 26% | 26% | 66 | criticized challenger | | partner-relationship-management | ZINFI Unified Partner Management | 10% | 8% | 48 | accepted challenger | | partner-relationship-management | Channelscaler | 10% | 14% | 37 | accepted challenger | | partner-relationship-management | Channeltivity | 2% | 35% | 17 | criticized challenger | | partner-relationship-management | Unifyr | 0% | 18% | 22 | accepted challenger | | partner-relationship-management | PartnerStack | 0% | 35% | 40 | criticized challenger | | partner-relationship-management | impact.com | 0% | 43% | 14 | criticized challenger | | partner-relationship-management | Kiflo PRM | 0% | 73% | 11 | criticized challenger | | pr-and-media-monitoring | Meltwater | 46% | 19% | 77 | endorsed leader | | pr-and-media-monitoring | CisionOne | 25% | 23% | 75 | accepted challenger | | pr-and-media-monitoring | Muck Rack | 12% | 14% | 44 | accepted challenger | | pr-and-media-monitoring | Brand24 | 4% | 50% | 12 | criticized challenger | | pr-and-media-monitoring | Onclusive | 2% | 4% | 27 | accepted challenger | | pr-and-media-monitoring | Agility PR Solutions | 2% | 8% | 13 | accepted challenger | | pr-and-media-monitoring | Talkwalker | 0% | 11% | 27 | accepted challenger | | pr-and-media-monitoring | Brandwatch | 0% | 13% | 45 | accepted challenger | | pricing-optimization | Pricefx | 38% | 4% | 54 | endorsed leader | | pricing-optimization | Vendavo | 17% | 6% | 49 | accepted challenger | | pricing-optimization | PROS Smart Price Optimization & Management | 17% | 11% | 47 | accepted challenger | | pricing-optimization | Conga Price Optimization & Management | 8% | 0% | 23 | accepted challenger | | pricing-optimization | Conga | 6% | 9% | 11 | accepted challenger | | pricing-optimization | Zilliant | 4% | 5% | 41 | accepted challenger | | pricing-optimization | Competera | 0% | 0% | 18 | accepted challenger | | print | Lob | 43% | 17% | 71 | endorsed leader | | print | Sendoso | 13% | 33% | 45 | criticized challenger | | print | PFL | 9% | 9% | 33 | accepted challenger | | print | Postalytics | 9% | 21% | 33 | accepted challenger | | print | PostGrid | 7% | 21% | 48 | accepted challenger | | print | Reachdesk | 4% | 25% | 24 | criticized challenger | | print | Postal | 4% | 36% | 14 | criticized challenger | | print | Quadient Inspire | 2% | 9% | 11 | accepted challenger | | product-analytics | Amplitude Analytics | 56% | 19% | 78 | endorsed leader | | product-analytics | Pendo | 18% | 11% | 63 | accepted challenger | | product-analytics | Mixpanel | 13% | 25% | 72 | criticized challenger | | product-analytics | Gainsight PX | 5% | 0% | 13 | accepted challenger | | product-analytics | PostHog | 2% | 17% | 36 | accepted challenger | | product-analytics | Quantum Metric | 0% | 0% | 10 | accepted challenger | | product-analytics | Fullstory | 0% | 11% | 18 | accepted challenger | | product-analytics | Contentsquare | 0% | 11% | 18 | accepted challenger | | product-analytics | Heap | 0% | 38% | 40 | criticized challenger | | product-analytics | Adobe Analytics | 0% | 50% | 16 | criticized challenger | | product-analytics | Google Analytics 4 | 0% | 83% | 12 | criticized challenger | | product-information-management | Inriver PIM | 27% | 18% | 56 | accepted challenger | | product-information-management | Akeneo PIM | 25% | 23% | 66 | accepted challenger | | product-information-management | Pimcore | 21% | 15% | 54 | accepted challenger | | product-information-management | Stibo Systems STEP | 12% | 11% | 35 | accepted challenger | | product-information-management | Salsify | 6% | 22% | 51 | accepted challenger | | product-information-management | Informatica Product 360 | 4% | 0% | 19 | accepted challenger | | product-information-management | Plytix | 4% | 35% | 17 | criticized challenger | | product-information-management | Syndigo | 0% | 20% | 25 | accepted challenger | | product-information-management | Sales Layer | 0% | 25% | 12 | criticized challenger | | programmatic-and-display-advertising | The Trade Desk | 39% | 14% | 69 | endorsed leader | | programmatic-and-display-advertising | Demandbase | 24% | 0% | 25 | accepted challenger | | programmatic-and-display-advertising | Google Display & Video 360 | 10% | 19% | 47 | accepted challenger | | programmatic-and-display-advertising | StackAdapt | 6% | 15% | 33 | accepted challenger | | programmatic-and-display-advertising | 6sense | 4% | 0% | 11 | accepted challenger | | programmatic-and-display-advertising | Amazon DSP | 4% | 22% | 41 | accepted challenger | | programmatic-and-display-advertising | Adobe Advertising | 2% | 0% | 17 | accepted challenger | | programmatic-and-display-advertising | DV360 | 2% | 18% | 11 | accepted challenger | | programmatic-and-display-advertising | Basis | 0% | 0% | 10 | accepted challenger | | programmatic-and-display-advertising | Microsoft Invest | 0% | 31% | 13 | criticized challenger | | proposal-software | PandaDoc | 19% | 29% | 58 | criticized challenger | | proposal-software | Conga Composer | 12% | 4% | 25 | accepted challenger | | proposal-software | Responsive | 12% | 7% | 42 | accepted challenger | | proposal-software | DealHub | 6% | 0% | 19 | accepted challenger | | proposal-software | Loopio | 6% | 5% | 38 | accepted challenger | | proposal-software | GetAccept | 4% | 0% | 18 | accepted challenger | | proposal-software | Better Proposals | 4% | 45% | 11 | criticized challenger | | proposal-software | Upland Qvidian | 0% | 16% | 19 | accepted challenger | | proposal-software | Qwilr | 0% | 41% | 27 | criticized challenger | | proposal-software | Proposify | 0% | 41% | 41 | criticized challenger | | referral-and-partner-programs | Impartner PRM | 22% | 0% | 13 | accepted challenger | | referral-and-partner-programs | Ambassador | 20% | 6% | 33 | accepted challenger | | referral-and-partner-programs | Referral Rock | 17% | 4% | 25 | accepted challenger | | referral-and-partner-programs | PartnerStack | 13% | 0% | 26 | accepted challenger | | referral-and-partner-programs | Friendbuy | 6% | 17% | 36 | accepted challenger | | referral-and-partner-programs | impact.com | 4% | 14% | 14 | accepted challenger | | referral-and-partner-programs | Extole | 4% | 17% | 46 | accepted challenger | | referral-and-partner-programs | Referral Factory | 4% | 27% | 22 | criticized challenger | | referral-and-partner-programs | SaaSquatch | 2% | 8% | 13 | accepted challenger | | referral-and-partner-programs | Talkable | 2% | 13% | 23 | accepted challenger | | referral-and-partner-programs | Mention Me | 0% | 0% | 12 | accepted challenger | | referral-and-partner-programs | ReferralCandy | 0% | 91% | 22 | criticized challenger | | retail-media-platforms | Skai | 30% | 0% | 36 | endorsed leader | | retail-media-platforms | Amazon Ads | 11% | 24% | 29 | accepted challenger | | retail-media-platforms | Pacvue | 9% | 5% | 19 | accepted challenger | | retail-media-platforms | Walmart Connect | 9% | 26% | 38 | criticized challenger | | retail-media-platforms | Kevel | 4% | 0% | 12 | accepted challenger | | retail-media-platforms | Amazon | 4% | 20% | 10 | accepted challenger | | retail-media-platforms | Kroger Precision Marketing | 0% | 0% | 12 | accepted challenger | | retail-media-platforms | CitrusAd | 0% | 8% | 12 | accepted challenger | | retail-media-platforms | Target Roundel | 0% | 16% | 19 | accepted challenger | | retail-media-platforms | Criteo | 0% | 18% | 17 | accepted challenger | | retail-media-platforms | Instacart Ads | 0% | 27% | 15 | criticized challenger | | retail-proximity-and-iot-marketing | Radar | 18% | 12% | 26 | accepted challenger | | retail-proximity-and-iot-marketing | Foursquare Proximity | 6% | 8% | 25 | accepted challenger | | retail-proximity-and-iot-marketing | Gimbal | 6% | 8% | 24 | accepted challenger | | retail-proximity-and-iot-marketing | Kontakt.io | 4% | 13% | 15 | accepted challenger | | retail-proximity-and-iot-marketing | GroundTruth | 2% | 0% | 14 | accepted challenger | | retail-proximity-and-iot-marketing | Estimote | 0% | 17% | 12 | accepted challenger | | revenue-intelligence-and-forecasting | Clari Copilot | 66% | 20% | 74 | endorsed leader | | revenue-intelligence-and-forecasting | Salesforce Revenue Intelligence | 8% | 12% | 32 | accepted challenger | | revenue-intelligence-and-forecasting | Aviso | 6% | 4% | 26 | accepted challenger | | revenue-intelligence-and-forecasting | Revenue Grid | 2% | 8% | 13 | accepted challenger | | revenue-intelligence-and-forecasting | Salesloft | 2% | 11% | 28 | accepted challenger | | revenue-intelligence-and-forecasting | Gong | 2% | 31% | 68 | criticized challenger | | revenue-intelligence-and-forecasting | Outreach | 0% | 12% | 17 | accepted challenger | | revenue-intelligence-and-forecasting | Demandbase | 0% | 20% | 10 | accepted challenger | | revenue-intelligence-and-forecasting | People.ai | 0% | 35% | 17 | criticized challenger | | revenue-intelligence-and-forecasting | Revenue.io | 0% | 50% | 10 | criticized challenger | | review-and-reputation-management | Birdeye | 26% | 15% | 61 | accepted challenger | | review-and-reputation-management | Reputation | 24% | 16% | 61 | accepted challenger | | review-and-reputation-management | Bazaarvoice | 2% | 0% | 12 | accepted challenger | | review-and-reputation-management | Trustpilot | 2% | 12% | 16 | accepted challenger | | review-and-reputation-management | Sprinklr | 2% | 17% | 12 | accepted challenger | | review-and-reputation-management | ReviewTrackers | 2% | 19% | 26 | accepted challenger | | review-and-reputation-management | SOCi | 0% | 0% | 13 | accepted challenger | | review-and-reputation-management | Yext | 0% | 18% | 28 | accepted challenger | | review-and-reputation-management | Podium | 0% | 50% | 20 | criticized challenger | | rfp-response-software | Responsive | 56% | 15% | 65 | endorsed leader | | rfp-response-software | Loopio | 13% | 17% | 60 | accepted challenger | | rfp-response-software | AutoRFP.ai | 10% | 12% | 24 | accepted challenger | | rfp-response-software | Inventive AI | 8% | 0% | 17 | accepted challenger | | rfp-response-software | PandaDoc | 2% | 69% | 16 | criticized challenger | | rfp-response-software | Arphie | 0% | 0% | 10 | accepted challenger | | rfp-response-software | Upland Qvidian | 0% | 20% | 45 | accepted challenger | | rfp-response-software | Proposify | 0% | 70% | 10 | criticized challenger | | sales-coaching-and-training | MindTickle | 46% | 13% | 61 | endorsed leader | | sales-coaching-and-training | Gong | 15% | 29% | 49 | criticized challenger | | sales-coaching-and-training | Seismic Enablement Cloud | 10% | 26% | 39 | criticized challenger | | sales-coaching-and-training | SalesHood | 2% | 9% | 11 | accepted challenger | | sales-coaching-and-training | Allego | 2% | 16% | 25 | accepted challenger | | sales-coaching-and-training | Highspot | 2% | 26% | 46 | criticized challenger | | sales-coaching-and-training | Salesloft Conversations | 0% | 0% | 13 | accepted challenger | | sales-coaching-and-training | Showpad Coach | 0% | 9% | 22 | accepted challenger | | sales-coaching-and-training | Hyperbound | 0% | 20% | 10 | accepted challenger | | sales-coaching-and-training | Chorus by ZoomInfo | 0% | 25% | 20 | criticized challenger | | sales-coaching-and-training | Second Nature | 0% | 27% | 11 | criticized challenger | | sales-commissions-and-incentive-compensation | Xactly Incent | 28% | 34% | 71 | criticized challenger | | sales-commissions-and-incentive-compensation | CaptivateIQ | 24% | 14% | 59 | accepted challenger | | sales-commissions-and-incentive-compensation | Varicent | 22% | 28% | 54 | criticized challenger | | sales-commissions-and-incentive-compensation | Qobra | 6% | 12% | 16 | accepted challenger | | sales-commissions-and-incentive-compensation | Performio | 6% | 17% | 29 | accepted challenger | | sales-commissions-and-incentive-compensation | Salesforce Spiff | 4% | 18% | 44 | accepted challenger | | sales-commissions-and-incentive-compensation | QuotaPath | 4% | 39% | 18 | criticized challenger | | sales-commissions-and-incentive-compensation | Forma.ai | 2% | 0% | 13 | accepted challenger | | sales-commissions-and-incentive-compensation | Everstage | 0% | 12% | 32 | accepted challenger | | sales-commissions-and-incentive-compensation | Anaplan | 0% | 20% | 10 | accepted challenger | | sales-commissions-and-incentive-compensation | SAP Commissions | 0% | 44% | 18 | criticized challenger | | sales-dialers-and-calling | Five9 | 16% | 15% | 41 | accepted challenger | | sales-dialers-and-calling | Outreach Voice | 12% | 5% | 19 | accepted challenger | | sales-dialers-and-calling | Salesloft Dialer | 9% | 9% | 23 | accepted challenger | | sales-dialers-and-calling | Orum | 7% | 16% | 31 | accepted challenger | | sales-dialers-and-calling | Nooks | 5% | 14% | 22 | accepted challenger | | sales-dialers-and-calling | RingCentral Events | 5% | 17% | 18 | accepted challenger | | sales-dialers-and-calling | Dialpad | 5% | 18% | 17 | accepted challenger | | sales-dialers-and-calling | Genesys Cloud CX | 4% | 12% | 17 | accepted challenger | | sales-dialers-and-calling | Aircall | 4% | 40% | 15 | criticized challenger | | sales-dialers-and-calling | PhoneBurner | 4% | 41% | 17 | criticized challenger | | sales-dialers-and-calling | JustCall | 4% | 45% | 11 | criticized challenger | | sales-dialers-and-calling | Talkdesk | 0% | 8% | 13 | accepted challenger | | sales-dialers-and-calling | NICE CXone | 0% | 27% | 15 | criticized challenger | | sales-dialers-and-calling | CloudTalk | 0% | 40% | 15 | criticized challenger | | sales-enablement-and-content | Seismic | 58% | 21% | 75 | endorsed leader | | sales-enablement-and-content | Highspot | 23% | 26% | 74 | criticized challenger | | sales-enablement-and-content | Allego | 4% | 7% | 27 | accepted challenger | | sales-enablement-and-content | Salesforce Sales Cloud | 2% | 10% | 10 | accepted challenger | | sales-enablement-and-content | MindTickle | 2% | 14% | 42 | accepted challenger | | sales-enablement-and-content | Showpad | 2% | 20% | 56 | accepted challenger | | sales-enablement-and-content | HubSpot Sales Hub | 2% | 45% | 11 | criticized challenger | | sales-enablement-and-content | Gong Enable | 0% | 17% | 18 | accepted challenger | | sales-enablement-and-content | SalesHood | 0% | 20% | 10 | accepted challenger | | sales-enablement-and-content | Bigtincan | 0% | 35% | 20 | criticized challenger | | sales-engagement | Outreach | 57% | 18% | 73 | endorsed leader | | sales-engagement | Salesloft | 25% | 18% | 72 | accepted challenger | | sales-engagement | Salesforce Sales Engagement | 11% | 10% | 30 | accepted challenger | | sales-engagement | HubSpot Sales Hub | 4% | 11% | 27 | accepted challenger | | sales-engagement | Gong Engage | 0% | 17% | 18 | accepted challenger | | sales-engagement | ZoomInfo Engage | 0% | 26% | 19 | criticized challenger | | sales-engagement | Groove | 0% | 27% | 26 | criticized challenger | | sales-engagement | Apollo.io | 0% | 49% | 37 | criticized challenger | | sales-gamification | Spinify | 38% | 25% | 67 | criticized default | | sales-gamification | Ambition | 36% | 21% | 70 | endorsed leader | | sales-gamification | SalesScreen | 13% | 17% | 53 | accepted challenger | | sales-gamification | Centrical | 2% | 8% | 25 | accepted challenger | | sales-gamification | Plecto | 2% | 19% | 21 | accepted challenger | | sales-gamification | LevelEleven | 2% | 20% | 30 | accepted challenger | | sales-gamification | Hoopla | 0% | 25% | 12 | criticized challenger | | sales-gamification | SmartWinnr | 0% | 32% | 25 | criticized challenger | | sales-intelligence-and-contact-data | ZoomInfo | 67% | 27% | 78 | criticized default | | sales-intelligence-and-contact-data | Apollo.io | 12% | 29% | 68 | criticized challenger | | sales-intelligence-and-contact-data | Cognism | 10% | 12% | 64 | accepted challenger | | sales-intelligence-and-contact-data | Seamless.AI | 2% | 64% | 11 | criticized challenger | | sales-intelligence-and-contact-data | Demandbase | 0% | 7% | 14 | accepted challenger | | sales-intelligence-and-contact-data | LinkedIn Sales Navigator | 0% | 9% | 23 | accepted challenger | | sales-intelligence-and-contact-data | 6sense | 0% | 17% | 23 | accepted challenger | | sales-intelligence-and-contact-data | Lusha | 0% | 38% | 37 | criticized challenger | | search-and-social-advertising-platforms | Skai | 44% | 9% | 58 | endorsed leader | | search-and-social-advertising-platforms | Marin Software | 11% | 24% | 49 | accepted challenger | | search-and-social-advertising-platforms | Adobe Advertising | 7% | 17% | 30 | accepted challenger | | search-and-social-advertising-platforms | Sprinklr | 4% | 9% | 23 | accepted challenger | | search-and-social-advertising-platforms | Google Search Ads 360 | 4% | 14% | 22 | accepted challenger | | search-and-social-advertising-platforms | Smartly | 4% | 14% | 28 | accepted challenger | | search-and-social-advertising-platforms | LinkedIn Campaign Manager | 4% | 27% | 11 | criticized challenger | | search-and-social-advertising-platforms | Optmyzr | 2% | 14% | 14 | accepted challenger | | search-and-social-advertising-platforms | Google Ads | 0% | 56% | 16 | criticized challenger | | seo-content-optimization | Conductor | 40% | 12% | 65 | endorsed leader | | seo-content-optimization | seoClarity | 13% | 10% | 41 | accepted challenger | | seo-content-optimization | Clearscope | 11% | 18% | 38 | accepted challenger | | seo-content-optimization | BrightEdge | 11% | 24% | 58 | accepted challenger | | seo-content-optimization | Semrush | 9% | 15% | 47 | accepted challenger | | seo-content-optimization | Surfer SEO | 6% | 35% | 26 | criticized challenger | | seo-content-optimization | MarketMuse | 4% | 23% | 26 | accepted challenger | | seo-content-optimization | Botify | 0% | 14% | 22 | accepted challenger | | seo-content-optimization | Siteimprove | 0% | 18% | 11 | accepted challenger | | seo-content-optimization | Ahrefs | 0% | 21% | 34 | accepted challenger | | seo-content-optimization | Moz | 0% | 57% | 14 | criticized challenger | | session-replay-and-heatmaps | Fullstory | 28% | 20% | 66 | accepted challenger | | session-replay-and-heatmaps | Contentsquare | 19% | 12% | 51 | accepted challenger | | session-replay-and-heatmaps | Glassbox | 11% | 0% | 42 | accepted challenger | | session-replay-and-heatmaps | Microsoft Clarity | 9% | 53% | 38 | criticized challenger | | session-replay-and-heatmaps | Quantum Metric | 8% | 8% | 38 | accepted challenger | | session-replay-and-heatmaps | OpenReplay | 2% | 6% | 16 | accepted challenger | | session-replay-and-heatmaps | PostHog | 2% | 11% | 18 | accepted challenger | | session-replay-and-heatmaps | LogRocket | 2% | 23% | 39 | accepted challenger | | session-replay-and-heatmaps | Hotjar | 2% | 48% | 44 | criticized challenger | | session-replay-and-heatmaps | Amplitude | 0% | 7% | 15 | accepted challenger | | session-replay-and-heatmaps | Smartlook | 0% | 36% | 14 | criticized challenger | | session-replay-and-heatmaps | Mouseflow | 0% | 62% | 16 | criticized challenger | | sms-and-whatsapp-marketing | Braze | 24% | 3% | 31 | accepted challenger | | sms-and-whatsapp-marketing | Twilio | 20% | 16% | 55 | accepted challenger | | sms-and-whatsapp-marketing | Attentive | 9% | 18% | 39 | accepted challenger | | sms-and-whatsapp-marketing | Vibes | 6% | 0% | 14 | accepted challenger | | sms-and-whatsapp-marketing | Infobip | 4% | 7% | 29 | accepted challenger | | sms-and-whatsapp-marketing | Salesforce Marketing Cloud | 4% | 17% | 12 | accepted challenger | | sms-and-whatsapp-marketing | Sinch | 2% | 5% | 21 | accepted challenger | | sms-and-whatsapp-marketing | Klaviyo SMS | 2% | 28% | 29 | criticized challenger | | sms-and-whatsapp-marketing | Bird | 0% | 11% | 19 | accepted challenger | | social-media-management | Sprout Social | 26% | 19% | 67 | accepted challenger | | social-media-management | Sprinklr Social | 20% | 20% | 55 | accepted challenger | | social-media-management | Oktopost | 19% | 0% | 22 | accepted challenger | | social-media-management | Hootsuite | 17% | 19% | 64 | accepted challenger | | social-media-management | Emplifi | 2% | 0% | 12 | accepted challenger | | social-media-management | Khoros | 2% | 26% | 19 | criticized challenger | | social-media-management | Brandwatch | 0% | 10% | 21 | accepted challenger | | social-media-management | Agorapulse | 0% | 58% | 12 | criticized challenger | | social-media-management | Buffer | 0% | 88% | 16 | criticized challenger | | tag-management | Tealium iQ Tag Management | 49% | 17% | 71 | endorsed leader | | tag-management | Google Tag Manager | 33% | 31% | 78 | criticized default | | tag-management | Piwik PRO Tag Manager | 4% | 8% | 24 | accepted challenger | | tag-management | Adobe Experience Platform Tags | 4% | 11% | 63 | accepted challenger | | tag-management | Commanders Act Enterprise Tag Manager | 0% | 5% | 19 | accepted challenger | | tag-management | Ensighten | 0% | 29% | 24 | criticized challenger | | tag-management | Segment | 0% | 33% | 15 | criticized challenger | | territory-and-quota-planning | Anaplan Territory & Quota Planning | 32% | 19% | 59 | endorsed leader | | territory-and-quota-planning | Varicent Territory and Quota Planning | 29% | 14% | 50 | accepted challenger | | territory-and-quota-planning | CaptivateIQ Planning | 5% | 14% | 37 | accepted challenger | | territory-and-quota-planning | Xactly | 5% | 18% | 38 | accepted challenger | | territory-and-quota-planning | Salesforce Sales Planning | 3% | 17% | 18 | accepted challenger | | territory-and-quota-planning | Salesforce Maps | 3% | 50% | 18 | criticized challenger | | territory-and-quota-planning | Fullcast | 2% | 11% | 27 | accepted challenger | | territory-and-quota-planning | Workday Adaptive Planning | 0% | 14% | 14 | accepted challenger | | territory-and-quota-planning | eSpatial | 0% | 40% | 15 | criticized challenger | | value-selling-tools | Mediafly | 20% | 6% | 31 | accepted challenger | | value-selling-tools | Mediafly Value | 15% | 12% | 16 | accepted challenger | | value-selling-tools | Cuvama | 13% | 4% | 25 | accepted challenger | | value-selling-tools | Minoa | 11% | 0% | 16 | accepted challenger | | value-selling-tools | Symbe | 9% | 19% | 27 | accepted challenger | | value-selling-tools | ValueCore | 4% | 4% | 23 | accepted challenger | | value-selling-tools | Ecosystems | 4% | 10% | 20 | accepted challenger | | value-selling-tools | LeveragePoint | 2% | 18% | 11 | accepted challenger | | value-selling-tools | The ROI Shop | 0% | 7% | 15 | accepted challenger | | value-selling-tools | Seismic | 0% | 36% | 14 | criticized challenger | | value-selling-tools | Highspot | 0% | 40% | 10 | criticized challenger | | video-advertising | LinkedIn Video Ads | 14% | 0% | 10 | accepted challenger | | video-advertising | Google Display & Video 360 | 12% | 6% | 32 | accepted challenger | | video-advertising | The Trade Desk | 10% | 9% | 46 | accepted challenger | | video-advertising | YouTube Ads | 4% | 37% | 27 | criticized challenger | | video-advertising | MNTN | 2% | 0% | 10 | accepted challenger | | video-advertising | StackAdapt | 2% | 12% | 17 | accepted challenger | | video-advertising | Amazon DSP | 0% | 0% | 22 | accepted challenger | | video-advertising | Brightcove | 0% | 0% | 10 | accepted challenger | | video-advertising | TikTok Ads | 0% | 100% | 12 | criticized challenger | | video-marketing-and-hosting | Wistia | 32% | 13% | 70 | endorsed leader | | video-marketing-and-hosting | Brightcove | 23% | 5% | 62 | accepted challenger | | video-marketing-and-hosting | Vidyard | 20% | 8% | 48 | accepted challenger | | video-marketing-and-hosting | Vimeo | 14% | 22% | 68 | accepted challenger | | video-marketing-and-hosting | Kaltura | 5% | 13% | 38 | accepted challenger | | video-marketing-and-hosting | SproutVideo | 0% | 9% | 11 | accepted challenger | | video-marketing-and-hosting | YouTube | 0% | 100% | 17 | criticized challenger | | web-analytics | Adobe Analytics | 41% | 22% | 64 | endorsed leader | | web-analytics | Google Analytics 360 | 16% | 6% | 33 | accepted challenger | | web-analytics | Google Analytics 4 | 10% | 54% | 41 | criticized challenger | | web-analytics | Piwik PRO | 4% | 4% | 25 | accepted challenger | | web-analytics | Mixpanel | 4% | 21% | 39 | accepted challenger | | web-analytics | Matomo | 2% | 3% | 35 | accepted challenger | | web-analytics | Snowplow | 0% | 8% | 12 | accepted challenger | | web-analytics | Fullstory | 0% | 17% | 12 | accepted challenger | | web-analytics | Amplitude | 0% | 25% | 36 | criticized challenger | | web-analytics | Heap | 0% | 36% | 14 | criticized challenger | | web-analytics | Plausible Analytics | 0% | 60% | 10 | criticized challenger | | webinar-virtual-events | ON24 | 35% | 10% | 60 | endorsed leader | | webinar-virtual-events | Webex Webinars | 16% | 16% | 51 | accepted challenger | | webinar-virtual-events | Zoom Webinars | 14% | 26% | 74 | criticized challenger | | webinar-virtual-events | Bizzabo | 12% | 6% | 34 | accepted challenger | | webinar-virtual-events | Cisco Webex Webinars | 6% | 0% | 10 | accepted challenger | | webinar-virtual-events | Goldcast | 4% | 3% | 29 | accepted challenger | | webinar-virtual-events | Microsoft Teams | 4% | 29% | 17 | criticized challenger | | webinar-virtual-events | GoTo Webinar | 2% | 58% | 24 | criticized challenger | | webinar-virtual-events | vFairs | 0% | 9% | 11 | accepted challenger | | webinar-virtual-events | Cvent | 0% | 12% | 32 | accepted challenger | | webinar-virtual-events | RingCentral Events | 0% | 27% | 11 | criticized challenger | | webinar-virtual-events | Livestorm | 0% | 43% | 21 | criticized challenger | | webinar-virtual-events | WebinarJam | 0% | 90% | 10 | criticized challenger | | website-governance-and-accessibility | Siteimprove | 62% | 6% | 68 | endorsed leader | | website-governance-and-accessibility | Level Access | 15% | 4% | 45 | accepted challenger | | website-governance-and-accessibility | Silktide | 8% | 3% | 35 | accepted challenger | | website-governance-and-accessibility | Acquia Web Governance | 6% | 0% | 23 | accepted challenger | | website-governance-and-accessibility | Deque axe Platform | 2% | 4% | 23 | accepted challenger | | website-governance-and-accessibility | accessiBe | 2% | 64% | 22 | criticized challenger | | website-governance-and-accessibility | AudioEye | 0% | 43% | 21 | criticized challenger | | website-governance-and-accessibility | UserWay | 0% | 92% | 12 | criticized challenger | | workflow-automation-and-ipaas | Workato | 42% | 10% | 71 | endorsed leader | | workflow-automation-and-ipaas | MuleSoft Anypoint Platform | 12% | 14% | 51 | accepted challenger | | workflow-automation-and-ipaas | Microsoft Power Automate | 11% | 26% | 46 | criticized challenger | | workflow-automation-and-ipaas | Boomi | 9% | 10% | 41 | accepted challenger | | workflow-automation-and-ipaas | Zapier | 4% | 57% | 47 | criticized challenger | | workflow-automation-and-ipaas | Informatica Intelligent Cloud Services | 2% | 0% | 16 | accepted challenger | | workflow-automation-and-ipaas | Tray.ai | 2% | 6% | 18 | accepted challenger | | workflow-automation-and-ipaas | n8n | 2% | 33% | 18 | criticized challenger | | workflow-automation-and-ipaas | ServiceNow Flow Designer | 0% | 0% | 13 | accepted challenger | | workflow-automation-and-ipaas | SAP Integration Suite | 0% | 0% | 14 | accepted challenger | | workflow-automation-and-ipaas | Celigo | 0% | 6% | 16 | accepted challenger | | workflow-automation-and-ipaas | Automation Anywhere | 0% | 18% | 11 | accepted challenger | | workflow-automation-and-ipaas | UiPath | 0% | 23% | 13 | accepted challenger | | workflow-automation-and-ipaas | Make | 0% | 70% | 27 | criticized challenger | ## Treatment of lab-affiliated products by model Self-preference is only measurable with a control group: how the lab's own model treats its products compared with how every other model treats the same products. Anthropic have no products in the covered categories with enough labels to measure, so nothing is claimed about them. **OpenAI products** (2 products, 21 labels). Cells are positive/negative/all labels. | Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 | GPT-6 Luna | Muse Glimmer 30B | |---|---|---|---|---|---|---|---|---|---|---|---|---|---|---| | ChatGPT | 0/3/3 | | 1/2/3 | 0/2/2 | | 0/1/1 | 0/3/3 | 1/0/1 | | 0/1/1 | 1/3/4 | | | 0/2/2 | | OpenAI Realtime / Voice agents | | 1/0/1 | | | | | | | | | | | | | Mean label weight on OpenAI products: GPT-5.4 mini, GPT-6 Luna +1.00 over 1 labels; the other 12 models -2.20 over 20 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding. **Google products** (56 products, 716 labels). Cells are positive/negative/all labels. | Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 | GPT-6 Luna | Muse Glimmer 30B | |---|---|---|---|---|---|---|---|---|---|---|---|---|---|---| | Google Display & Video 360 | 3/0/3 | 8/0/8 | 9/2/11 | 4/0/4 | 10/1/11 | 5/0/5 | 7/2/9 | 2/0/2 | 7/0/7 | 7/0/7 | 6/3/9 | 7/2/9 | 3/1/4 | 6/1/7 | | BigQuery | 3/0/3 | 6/0/6 | 6/0/6 | 5/1/6 | 8/0/8 | 8/0/8 | 6/0/6 | 1/0/1 | 7/2/9 | 4/3/7 | 4/1/5 | 6/1/7 | 7/0/7 | 6/1/7 | | Looker | 5/0/5 | 4/1/5 | 5/3/8 | 2/1/3 | 8/2/10 | 3/2/5 | 4/2/6 | 2/1/3 | 4/2/6 | 5/2/7 | 6/1/7 | 5/1/6 | 6/0/6 | 5/0/5 | | Google Tag Manager | 3/1/4 | 5/0/5 | 6/1/7 | 2/3/5 | 5/1/6 | 5/1/6 | 6/1/7 | 4/1/5 | 1/4/5 | 3/3/6 | 4/1/5 | 4/1/5 | 6/1/7 | 1/5/6 | | Google Analytics 4 | 2/5/7 | 2/1/3 | 3/4/7 | 2/5/7 | 0/4/4 | 4/2/6 | 0/4/4 | 3/1/4 | 3/3/6 | 1/3/4 | 2/5/7 | 3/3/6 | 0/2/2 | 1/3/4 | | Google Analytics 360 | 3/0/3 | 4/0/4 | 1/0/1 | 2/1/3 | 8/2/10 | 4/0/4 | 4/3/7 | | 2/0/2 | 3/2/5 | 2/0/2 | 2/0/2 | 3/0/3 | 4/0/4 | | Google Ads | 4/0/4 | 1/1/2 | | 0/1/1 | 2/2/4 | 3/0/3 | 0/2/2 | 1/0/1 | 0/1/1 | 1/0/1 | 2/1/3 | 2/1/3 | | 1/0/1 | | Google Search Ads 360 | | 1/0/1 | 4/0/4 | 3/0/3 | 1/0/1 | 1/0/1 | 2/0/2 | 1/0/1 | | 2/0/2 | 1/0/1 | 1/0/1 | 1/3/4 | 1/0/1 | | Google Meridian | 0/1/1 | 2/0/2 | 2/0/2 | | 1/1/2 | 0/1/1 | 0/2/2 | | | | 2/1/3 | | 2/2/4 | 1/1/2 | | Google Ads Data Hub | 1/0/1 | 2/0/2 | 0/1/1 | | 0/1/1 | 1/1/2 | 1/1/2 | | 1/0/1 | 0/1/1 | 0/1/1 | 1/1/2 | 1/1/2 | 1/0/1 | | Google Postmaster Tools | 1/0/1 | | 2/0/2 | 2/0/2 | 2/0/2 | 1/0/1 | 1/0/1 | 1/0/1 | 2/0/2 | 1/0/1 | | 1/0/1 | 2/0/2 | | | Google Drive | | | 0/2/2 | 0/1/1 | 0/1/1 | 0/1/1 | 0/2/2 | | 0/1/1 | 0/1/1 | 0/2/2 | 0/1/1 | 0/1/1 | | | Google Marketing Platform | | 3/0/3 | | 1/0/1 | 1/0/1 | 1/0/1 | | 1/0/1 | 0/1/1 | | 1/0/1 | 2/0/2 | | 1/0/1 | | Google Forms | 1/1/2 | | 0/1/1 | 0/1/1 | 0/1/1 | | 0/1/1 | 1/0/1 | | 0/1/1 | 0/1/1 | | 0/1/1 | 0/1/1 | | Looker Studio | | | 1/1/2 | 0/1/1 | 0/1/1 | | 0/1/1 | | | | 1/0/1 | | | 2/1/3 | | Google Dialogflow CX | | 1/0/1 | 1/0/1 | | 4/0/4 | | 1/0/1 | 1/0/1 | | 1/0/1 | | | | | | Google Calendar Appointment Scheduling | 0/1/1 | 1/0/1 | 1/0/1 | | | | 1/0/1 | | 1/0/1 | | | 1/0/1 | 1/0/1 | 0/1/1 | | Google Address Validation API | | | 0/2/2 | 1/0/1 | | | | | | 1/1/2 | | | 0/1/1 | 1/1/2 | | Google Meet | | | 0/1/1 | | 0/1/1 | | 0/1/1 | | | 0/1/1 | | 0/1/1 | | 0/2/2 | | Google Alerts | 0/1/1 | 0/1/1 | 0/1/1 | | 0/1/1 | | | | | | 0/1/1 | 1/0/1 | | | | Google Ad Manager | | 2/0/2 | | 0/1/1 | 1/0/1 | | | | | | | | | 1/0/1 | | Google BigQuery Data Clean Rooms | | | | | 1/0/1 | | | | | 1/0/1 | 2/0/2 | | 1/0/1 | | | Google Workspace | | | 0/1/1 | 1/1/2 | | | | 0/1/1 | 0/1/1 | | | | | | | Google Optimize | | | | | | 1/1/2 | | | | 0/1/1 | | | 0/1/1 | | | Google Address Validation | | | | | 0/1/1 | | 1/0/1 | | | | | 0/1/1 | 0/1/1 | | | Google Maps | | | 0/2/2 | 0/1/1 | | | | | 0/1/1 | | | | | | | Google Maps API | | | | | | 0/1/1 | | | | 0/1/1 | 0/1/1 | | | 0/1/1 | | YouTube Live | | | 0/1/1 | | | | 0/1/1 | | 1/0/1 | | | | | | | Google CCAI | | | | | | | | | | 1/0/1 | | 1/0/1 | | 1/0/1 | | Google Cloud Contact Center AI | | 1/0/1 | | | | | | | | | | 0/1/1 | | | | Google Business Profile | | 1/0/1 | | | | | | | | | | 0/1/1 | | | | Google Campaign Manager 360 | | | | | | | | | | 1/0/1 | 0/1/1 | | | | | Google Funding Choices | | | | | 0/1/1 | | | | | | | | 0/1/1 | | | Google Lighthouse | | | | | 0/1/1 | | | | | | 1/0/1 | | | | | Attribution 360 | | | | 1/0/1 | | | | | | | | | | | | Google Firebase Cloud Messaging | | | | | | | | | 0/1/1 | | | | | | | Google Display Network | | | | | | | | | | | | 1/0/1 | | | | Google Demand Gen | | | | | | | 1/0/1 | | | | | | | | | Google's Performance Max | | | 0/1/1 | | | | | | | | | | | | | Google Nearby Notifications | | | 0/1/1 | | | | | | | | | | | | | Google Video | | | | | | | | | | | | | | 1/0/1 | | Google TrueView | | | | | | | | | 0/1/1 | | | | | | | Google Performance Max | | | | | | | | | | | | | | 0/1/1 | | Google Chat | | | | | 0/1/1 | | | | | | | | | | | Google Dialogflow | | | | | 1/0/1 | | | | | | | | | | | Google Maps Address Validation | | | | | | | | | | | | | 1/0/1 | | | Google Maps Address Validation API | | | | | | | | | | | 1/0/1 | | | | | Google Maps Geocoding API | | | | | 0/1/1 | | | | | | | | | | | Google Cloud BigQuery | | | | | | | | | | | 1/0/1 | | | | | Google BigQuery Clean Rooms | | | 1/0/1 | | | | | | | | | | | | | Google ADH | | | 1/0/1 | | | | | | | | | | | | | Google Cloud BigQuery Data Clean Rooms | | | | | | | | 1/0/1 | | | | | | | | Google Gemini | | | | | | 0/1/1 | | | | | | | | | | Google Play Console | | | | | | | | | | 1/0/1 | | | | | | Google Voice | | | | | | | | | 1/0/1 | | | | | | | Google Postmaster | | | | | 1/0/1 | | | | | | | | | | Mean label weight on Google products: Gemini 3.5 Flash +0.37 over 68 labels; the other 13 models +0.61 over 648 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding. ## Discontinued products recommended Positive labels on products the catalog marks discontinued. A model offering a shut-down product is a retrieval failure worth naming. - Attribution 360 (Discontinued.) labeled mention by Perplexity Sonar on the comparative prompt in attribution-mmm - BlueJeans Events (Verizon shut BlueJeans down in 2024.) labeled alternative by MiniMax M2.5 on the comparative prompt in webinar-virtual-events - Grouparoo (Open source reverse ETL, shut down 2023.) labeled mention by Muse Glimmer 30B on the direct prompt in data-warehouse-reverse-etl - Grouparoo (Open source reverse ETL, shut down 2023.) labeled mention by Muse Glimmer 30B on the paraphrase prompt in data-warehouse-reverse-etl - Grouparoo (Open source reverse ETL, shut down 2023.) labeled mention by Muse Glimmer 30B on the scale prompt in data-warehouse-reverse-etl - Grouparoo (Open source reverse ETL, shut down 2023.) labeled mention by Mistral Small on the scale prompt in data-warehouse-reverse-etl - Grouparoo (Open source reverse ETL, shut down 2023.) labeled mention by GLM 4.7 FlashX on the scale prompt in data-warehouse-reverse-etl - Indicative (Folded into mParticle after acquisition.) labeled alternative by Gemini 3.5 Flash on the negative prompt in product-analytics ## Normalization Unresolved, 2034 labels counted under the raw name, for human review: Twilio in sms-and-whatsapp-marketing (51), Gartner in market-intelligence (12), Twilio in ai-voice-agents (8), Pulsar Platform in audience-and-consumer-insights (7), Adobe in content-marketing-platforms (4), Cisco in contact-center-platforms (4), Acquia in website-governance-and-accessibility (3), Agentforce Sales in field-sales-tools (3), Google in data-clean-rooms (3), Oracle in order-management-systems (3), Outreach.ai in sales-engagement (3), Salesforce in channel-partner-and-local-marketing (3), Salesforce in client-onboarding (3), Salesforce in field-sales-tools (3), Salesforce in order-management-systems (3), Salesforce in value-selling-tools (3), Acquia in content-marketing-platforms (2), Artisan.ai in ai-sdr-agents (2), Boomi Enterprise Platform in workflow-automation-and-ipaas (2), Gartner in audience-and-consumer-insights (2), Google in mobile-apps (2), Google in video-advertising (2), Google Maps Platform in field-sales-tools (2), Matomo Cloud in web-analytics (2), Meta in attribution-mmm (2), OpenAI in ai-voice-agents (2), Oracle in marketing-resource-management (2), Piwik PRO Enterprise in web-analytics (2), SAP in marketing-resource-management (2), SAP in partner-relationship-management (2), Salesforce in customer-intelligence-and-data-science (2), Salesforce in ecommerce-marketing (2), Salesforce in market-intelligence (2), Salesforce in sales-dialers-and-calling (2), Zoho in order-management-systems (2), 11x – Alice and Julian in ai-sdr-agents (1), 11x's Alice in ai-marketing-agents (1), 11x.ai – Alice + Julian in ai-sdr-agents (1), 27x.ai in ai-sdr-agents (1), 6sense AI Agents in ai-marketing-agents (1), 6sense Advertising in account-based-marketing-platforms (1), 6sense Conversational Email in conversational-marketing (1), 6sense Sales Intelligence in sales-intelligence-and-contact-data (1), 76th St in audience-and-consumer-insights (1), AEM Assets in marketing-resource-management (1), AI Growth Agent in content-marketing-platforms (1), AIT in email-marketing (1), AIT.com's Email Marketing in email-marketing (1), AMW Proposals in proposal-software (1), API-based agents (OpenAI, Anthropic) in ai-marketing-agents (1), APNs in mobile-marketing-and-push (1), ART19 in audio-and-podcast-advertising (1), ASO Scan in app-store-optimization (1), ASOWorld in app-store-optimization (1), AT Internet in web-analytics (1), AWS AppFlow in workflow-automation-and-ipaas (1), AWS Cognito in identity-resolution (1), AWS Connect in contact-center-platforms (1), AWS DMS Fleet Advisor in data-management-platforms (1), AWS Data Lake & Analytics in data-management-platforms (1), AWS DataZone in data-management-platforms (1), AWS Migration Evaluator in data-management-platforms (1), AWS data governance/catalog capabilities in data-management-platforms (1), Aavenir in contract-lifecycle-management-and-e-signature (1), Ab Initio in data-management-platforms (1), Abmatic.ai in ai-sdr-agents (1), Academy Ocean in customer-education-and-lms (1), Accel Events in event-lead-capture (1), Accessibly in website-governance-and-accessibility (1), Accevents in webinar-virtual-events (1), Accruent EMS in event-management-platforms (1), Accruent EMS in meeting-scheduling (1), AccuroAI in ai-visibility-tracking (1), Ackee in web-analytics (1), Acquia in marketing-resource-management (1), Acquia / Drupal Cloud in content-marketing-platforms (1), Acquia DXP (Drupal-based) in marketing-cms (1), Acquia Drupal Cloud / Acquia DXP in marketing-cms (1), Acquia Widen Collective in marketing-resource-management (1), Activations (the Census product under Fivetran) in data-warehouse-reverse-etl (1), Acxiom's Real Identity in identity-resolution (1), Ad Layer in creative-automation (1), AdButler in programmatic-and-display-advertising (1), AdButler in retail-media-platforms (1), AdGear in data-enrichment (1), AdSovereign in programmatic-and-display-advertising (1), AdStellar AI in creative-automation (1), AdStellar AI in search-and-social-advertising-platforms (1), Ada.cx in chatbots-and-conversational-ai-for-support (1), Address Verification APIs by apollotechnical.com in address-verification (1), Address Verification Services by gitnux.org in address-verification (1), AddressValid in address-verification (1), Adjust - AppLovin in mobile-apps (1), Admanage.ai in programmatic-and-display-advertising (1), Adobe in creative-automation (1), Adobe AAM in audience-and-consumer-insights (1), Adobe Advertising Search, Social, and Commerce in search-and-social-advertising-platforms (1), Adobe Agent Orchestrator in ai-marketing-agents (1), Adobe CX Enterprise / Experience Platform Agent Orchestrator in ai-marketing-agents (1), Adobe CX Enterprise Coworker in ai-marketing-agents (1), Adobe Clean Room in data-clean-rooms (1), Adobe Commerce (Magento) Order Management in order-management-systems (1), Adobe Commerce (Magento) product management in product-information-management (1), Adobe Creative Cloud for Enterprise in creative-automation (1), Adobe Customer Experience Platform (Adobe CDP) in customer-data-platforms (1), Adobe Customer Journey Analytics, specifically the B2B Edition in customer-intelligence-and-data-science (1), Adobe Experience Cloud AI Agents / GenStudio for Performance Marketing in ai-marketing-agents (1), Adobe Experience Platform Agent Orchestrator / Agents in ai-marketing-agents (1), Adobe Firefly Creative Production for Enterprise in creative-automation (1), Adobe InDesign in proposal-software (1), Adobe Journey Optimizer B2B Edition in mobile-apps (1), Adobe Journey Optimizer B2B Edition with AI Agents in ai-marketing-agents (1), Adobe Marketing Cloud MMM in attribution-mmm (1), Adobe Marketo Engage ABM in account-based-marketing-platforms (1), Adobe Marketo Engage AI in ai-marketing-agents (1), Adobe Marketo Engage SEO in seo-content-optimization (1), Adobe Marketo Engage with AI/Agentic capabilities in ai-marketing-agents (1), Adobe Marketo Engage with AJO B2B Edition in ai-marketing-agents (1), Adobe Product Analytics / Adobe Analytics ecosystem in product-analytics (1), Adobe Product Analytics / Customer Journey Analytics in product-analytics (1), Adobe Real-Time CDP: B2B Edition in customer-data-platforms (1), Adobe SiteCatalyst (pre-AA) in web-analytics (1), Adobe Workfront Planning in marketing-resource-management (1), Adobe Workfront Planning + Workfront in marketing-resource-management (1), Adobe's AI agents in Journey Optimizer and Campaign in ai-marketing-agents (1), Adobe\u2019s legacy Audience Manager in data-management-platforms (1), Ads Data Hub in search-and-social-advertising-platforms (1), AdsWizz AudioMatic / Audio Marketplace in audio-and-podcast-advertising (1), Adtelligent in retail-media-platforms (1), Adtelligent Retail Media Platform in retail-media-platforms (1), Adthena in search-and-social-advertising-platforms (1), Advantage CPQ in cpq (1), Advocate Hub in loyalty-advocacy-and-referrals (1), Adyen for Subscriptions in billing-and-subscription-management (1), AeroLeads in email-verification (1), Affinio in audience-and-consumer-insights (1), Aforza in field-sales-tools (1), AgentModeAI in ai-marketing-agents (1), Agentforce Contact Center in contact-center-platforms (1), Agentforce Sales (Salesforce Sales Cloud) in territory-and-quota-planning (1), Agentforce Sales (Salesforce) in field-sales-tools (1), Agentforce Sales / Salesforce Revenue Intelligence with Einstein Forecasting in revenue-intelligence-and-forecasting (1), Agentforce Sales / Salesforce Sales Cloud in revenue-intelligence-and-forecasting (1), AgilOne in audience-and-consumer-insights (1), Agility in pr-and-media-monitoring (1), Agility PIM in product-information-management (1), Aha! Communities in community-platforms (1), Ahold Delhaize in retail-media-platforms (1), Ahrefs Site Explorer in seo-content-optimization (1), Ahrefs Web Analytics in web-analytics (1), AiSDR Ami in ai-sdr-agents (1), Air Inc. in creative-automation (1), Airgrid in mobile-marketing-and-push (1), Alchemer Listings & Reputation (formerly Chatmeter) in local-listings-management (1), Alexa in market-intelligence (1), Algonomy in experimentation-and-personalization (1), Alhena AI Visibility in ai-visibility-tracking (1), Alinean (ValueStory) in value-selling-tools (1), All Accessible in website-governance-and-accessibility (1), All in One SEO in seo-content-optimization (1), Alloy in client-onboarding (1), Allure Security in brand-protection (1), AllyScan Enterprise in website-governance-and-accessibility (1), Alpha in market-intelligence (1), Alysio in sales-gamification (1), Amazon Ads audio ads in audio-and-podcast-advertising (1), Amazon Ads console in retail-media-platforms (1), Amazon Ads on Amazon Business in retail-media-platforms (1), Amazon Advertising Clean Room in data-clean-rooms (1), Amazon Brand Storefront in retail-media-platforms (1), Amazon Business On-Demand in ecommerce-platforms (1), Amazon Location Service (AWS) in retail-proximity-and-iot-marketing (1), Amazon Personalize in experimentation-and-personalization (1), Amazon QuickSight with Amazon Q in dashboards-and-data-visualization (1), Amazon RDS Postgres in data-warehouse-reverse-etl (1), Amazon Simple Notification Service (SNS) in mobile-marketing-and-push (1), Amazon Web Services (AWS) in contact-center-platforms (1), Amazon Web Services (AWS) in data-clean-rooms (1), Amazon's Retail Ad Service in retail-media-platforms (1), Amazon's consolidated automated campaign structures in programmatic-and-display-advertising (1), Ambition.com in sales-gamification (1), Amity Social Cloud in in-app-messaging-and-customer-communications (1), Amperity Customer Data Cloud in customer-intelligence-and-data-science (1), Amplience in website-governance-and-accessibility (1), Amplify ABM Intel in account-based-marketing-platforms (1), Amplitude Session Replay in session-replay-and-heatmaps (1), Analytics 360 in search-and-social-advertising-platforms (1), Anaplan SPM in territory-and-quota-planning (1), Anaplan – Sales Territory & Quota Planning in territory-and-quota-planning (1), Animoto in creative-automation (1), Apache Druid in dashboards-and-data-visualization (1), Apache Hadoop Ecosystems in data-management-platforms (1), Apostle in employee-advocacy (1), AppDiscovery in mobile-apps (1), AppLearn / Nexthink Adopt in digital-adoption-and-onboarding (1), AppTweak Grow / Grow Plus in app-store-optimization (1), Appian Connected Onboarding in client-onboarding (1), Appier AIXON in audience-and-consumer-insights (1), Apple Podcasts in audio-and-podcast-advertising (1), Appointedd Enterprise in meeting-scheduling (1), Appspace in retail-proximity-and-iot-marketing (1), Aprimo Content Operations in content-marketing-platforms (1), Apriso in digital-asset-management (1), ApsteQ in app-store-optimization (1), Apttus legacy in cpq (1), Aqua in crm-data-quality-and-deduplication (1), Arc4 in local-listings-management (1), Arcapix in sms-and-whatsapp-marketing (1), Argus Demo in interactive-demo-platforms (1), Arima Data in attribution-mmm (1), ArticSledge in territory-and-quota-planning (1), Articledge in lead-routing-and-management (1), Articulate.io in creative-automation (1), Artisan — Ava in ai-sdr-agents (1), Aruba in retail-proximity-and-iot-marketing (1), Aruba Networks in retail-proximity-and-iot-marketing (1), Aspire, formerly AspireIQ in influencer-platforms (1), AstroASO in app-store-optimization (1), Atlassian (Jira / Confluence / Loom) in marketing-resource-management (1), Atlassian (Jira, Confluence, Rovo) in marketing-resource-management (1), Atlassian Jira Service Management in customer-support-helpdesk (1), Attendee Hub in event-management-platforms (1), Attentive® in sms-and-whatsapp-marketing (1), Attivio in ecommerce-search-and-merchandising (1), Audience Science (Conversant) in retail-media-platforms (1), AudienceView in data-management-platforms (1), Audio.Ad in audio-and-podcast-advertising (1), AudioStack in audio-and-podcast-advertising (1), Audiobrain in audio-and-podcast-advertising (1), Audiomotive in audio-and-podcast-advertising (1), Authentix Online Brand Protection in brand-protection (1), AutoGen in ai-voice-agents (1), Automat in conversational-marketing (1), Automo in creative-automation (1), Avanser in call-tracking (1), AvantLink in affiliate-and-partner-management (1), Avaya OneCloud in contact-center-platforms (1), Awardco in direct-mail-and-gifting (1), Aweber SMS in sms-and-whatsapp-marketing (1), Axonify in sales-coaching-and-training (1), Azure ADLS in data-management-platforms (1), Azure Bot in chatbots-and-conversational-ai-for-support (1), Azure OpenAI in audience-and-consumer-insights (1), B2BMail in print (1), B2b Programmatic Platform in programmatic-and-display-advertising (1), BJ's Wholesale Club in retail-media-platforms (1), BLOYL in loyalty-advocacy-and-referrals (1), BMC Helix in customer-support-helpdesk (1), BMC Helix ITSM in customer-support-helpdesk (1), BUSINESSNEXT in crm (1), Badgeville in sales-gamification (1), Barometer in audio-and-podcast-advertising (1), Basecamp Pro Unlimited in client-onboarding (1), Basic Apple Search Ads in mobile-apps (1), Basic Helpjuice in knowledge-base-and-self-service (1), Basic Oracle/SAP Modules in customer-data-platforms (1), Basic Salesforce Maps add‑on in territory-and-quota-planning (1), Basic WordPress in content-marketing-platforms (1), Basic WordPress Page Builders in landing-pages-and-interactive-content (1), BatchDialer in sales-dialers-and-calling (1), BeFunky in creative-automation (1), Beefree SDK in landing-pages-and-interactive-content (1), Belay in sales-coaching-and-training (1), BetterUp/CoachHub in sales-coaching-and-training (1), Bettermode formerly Tribe in community-platforms (1), BigCommerce native in ecommerce-search-and-merchandising (1), BigMailer in email-marketing (1), BigQuery Clean Rooms in data-clean-rooms (1), BigSteps in client-onboarding (1), BigTreetry in sales-gamification (1), Bigmind in revenue-intelligence-and-forecasting (1), Bingo Box in sales-gamification (1), Bird Email in email-deliverability-and-testing (1), Bird, formerly MessageBird in mobile-marketing-and-push (1), Birgeye in review-and-reputation-management (1), Biteful in consent-and-privacy-management (1), Bizzabo Lead Capture in event-lead-capture (1), Bizzabo Lead Retrieval in event-lead-capture (1), Bizzabo's Klik SmartBadge in event-lead-capture (1), BlackBerry Secure in in-app-messaging-and-customer-communications (1), Blend in client-onboarding (1), BlitzAPI in data-enrichment (1), Blogger/Buffer/Agorapulse (mid-market) in social-media-management (1), Bloomberg Intelligence in market-intelligence (1), Bloomberg Second Measure in market-intelligence (1), Bloomreach Commerce in ecommerce-search-and-merchandising (1), Bloomreach Experience in ecommerce-marketing (1), BlueSnap in billing-and-subscription-management (1), Bluecore in retail-proximity-and-iot-marketing (1), Bluefish AI in ai-visibility-tracking (1), Bluefish AI Monitoring Suite in ai-visibility-tracking (1), Bluepixel Technologies in retail-proximity-and-iot-marketing (1), BluestonePIM in product-information-management (1), Bond Brand Loyalty (Synapze LX) in loyalty-advocacy-and-referrals (1), Bonita in workflow-automation-and-ipaas (1), Booking Engine (NC Squared) in meeting-scheduling (1), Bookings in meeting-scheduling (1), Booksy in meeting-scheduling (1), Boomi AtomSphere in workflow-automation-and-ipaas (1), Boomi AtomSphere / Boomi Enterprise Platform in workflow-automation-and-ipaas (1), Boomi iPaaS in workflow-automation-and-ipaas (1), BoothMaven in event-lead-capture (1), BotBonnie in conversational-marketing (1), Bouncer Shield in email-verification (1), Bouncezero in email-verification (1), BrandMonitoring.ai in brand-protection (1), Brandwatch Consumer Research in audience-and-consumer-insights (1), Brandwatch Influencer Marketing in influencer-platforms (1), Bridge.io in partner-relationship-management (1), BrightEdge AI Agent Insights / AI Hyper Cube in ai-visibility-tracking (1), Brilliant Made in direct-mail-and-gifting (1), Broadleaf Commerce in ecommerce-platforms (1), Bubble in client-onboarding (1), Bunchball Nitro in sales-gamification (1), Bunchball Nitro / BI WorldWide in sales-gamification (1), Bunchball Nitro for Salesforce in sales-gamification (1), Bynder Enterprise DAM in digital-asset-management (1), Bynder MRM in marketing-resource-management (1), Byteplant in address-verification (1), C3 Metrics in attribution-mmm (1), C5i in attribution-mmm (1), C5i Compete in market-intelligence (1), CDP in ai-marketing-agents (1), CDP.com in customer-data-platforms (1), CDS in event-lead-capture (1), CELUM in digital-asset-management (1), CHEQ ClickCease / CHEQ in click-fraud-protection (1), CHEQ Ensighten in tag-management (1), CSG Xponent in customer-intelligence-and-data-science (1), Cal.com self-hosted in meeting-scheduling (1), Cal.diy in meeting-scheduling (1), Calabrio ONE Quality Management in contact-center-quality-assurance (1), Calendly's Enterprise plan in meeting-scheduling (1), Caliber in review-and-reputation-management (1), Calilio in call-tracking (1), CallGrid in call-tracking (1), CallTrackingMetrics (CTM) — Enterprise Plan in call-tracking (1), Campaign Manager 360 in search-and-social-advertising-platforms (1), CandyBar in lead-routing-and-management (1), Capillary Technologies' Customer Insights Platform in customer-intelligence-and-data-science (1), Captiwate in conversational-marketing (1), Captiwate in lead-routing-and-management (1), Carbon in ecommerce-platforms (1), Carbon in ecommerce-search-and-merchandising (1), Cartloop in sms-and-whatsapp-marketing (1), Casted in audio-and-podcast-advertising (1), Catapush in mobile-marketing-and-push (1), Centric PXM in product-information-management (1), Cequence Security in click-fraud-protection (1), Certain in event-management-platforms (1), Certinia in client-onboarding (1), ChannelAdvisor in partner-relationship-management (1), Chase Media in retail-media-platforms (1), ChaseLabs in ai-sdr-agents (1), ChatGPT API in chatbots-and-conversational-ai-for-support (1), ChatSpot/HubSpot AI in ai-marketing-agents (1), Checkaso in app-store-optimization (1), Chewy's in retail-media-platforms (1), Chrisp in sales-coaching-and-training (1), CinnaLab in partner-relationship-management (1), Cint in audience-and-consumer-insights (1), Cint (formerly 4171 Solutions) in identity-resolution (1), Cint/Lucid (Programmatic Panel Exchange) in audience-and-consumer-insights (1), Circana — Marketing Mix / Liquid Mix in attribution-mmm (1), Circuit for Teams in field-sales-tools (1), Cisco in retail-proximity-and-iot-marketing (1), Cisco Contact Center in contact-center-platforms (1), Cisco Contact Center Express/Webex Contact Center in contact-center-platforms (1), Cisco Hyperlocation in retail-proximity-and-iot-marketing (1), Cisco Umbrella in click-fraud-protection (1), Cisco Unified Contact Center Express in contact-center-platforms (1), Cisco Webex CC in contact-center-platforms (1), Cisco/Webex in contact-center-platforms (1), Cision Communications Cloud in pr-and-media-monitoring (1), Clari Revenue Orchestration Platform in value-selling-tools (1), Clarisights in data-warehouse-reverse-etl (1), Claritas in audience-and-consumer-insights (1), Clarivate AppPlus (formerly Thomson CompuMark) in brand-protection (1), Clay.ai in ai-sdr-agents (1), Clear My Name in review-and-reputation-management (1), ClickBoss in ecommerce-marketing (1), ClickDefense in click-fraud-protection (1), ClickTracker in click-fraud-protection (1), ClientSuccess Enterprise Package in customer-success-platforms (1), CliffWatch in market-intelligence (1), Close.io in crm (1), CloudSense in cpq (1), Cloudera Data Warehouse in data-management-platforms (1), Cloudflare One (Gateway) in click-fraud-protection (1), CoHost in audio-and-podcast-advertising (1), Cogito in conversation-intelligence (1), Cognidox in client-onboarding (1), Cognigy AI (by NICE) in ai-voice-agents (1), Cognism Elevate (Enterprise) in data-enrichment (1), Cognism Sales Companion in ai-sdr-agents (1), Cognizo AI Visibility in ai-visibility-tracking (1), Comestri PIM in product-information-management (1), Command AI in audience-and-consumer-insights (1), Commerce.AI in pricing-optimization (1), CommerceTools’ Search & Discovery in ecommerce-search-and-merchandising (1), Community.com in community-platforms (1), ComplyCube in address-verification (1), Composio in workflow-automation-and-ipaas (1), CompuSystems in event-lead-capture (1), Concur CLM in contract-lifecycle-management-and-e-signature (1), Conductor AEO in ai-visibility-tracking (1), Configure One in cpq (1), Confluence with Atlassian Rovo in knowledge-base-and-self-service (1), Conga CPQ, Advantage CPQ in proposal-software (1), Connect and Sell in sales-dialers-and-calling (1), Conquer in sales-dialers-and-calling (1), Consentik in consent-and-privacy-management (1), Consumr.ai in audience-and-consumer-insights (1), Contata's Identity Resolution Services in identity-resolution (1), ContentKing in seo-content-optimization (1), Contentsquare Product Analytics (including Heap capabilities) in product-analytics (1), Contentsquare — Hotjar by Contentsquare in session-replay-and-heatmaps (1), Convcai in contact-center-quality-assurance (1), ConvoCore in chatbots-and-conversational-ai-for-support (1), Core.com in digital-sales-rooms (1), CoreCommerce in ecommerce-platforms (1), CorporateGift in direct-mail-and-gifting (1), Corsearch Zeal in brand-protection (1), Courire in mobile-marketing-and-push (1), Coveo for Commerce in ecommerce-search-and-merchandising (1), Coworker in workflow-automation-and-ipaas (1), CozyCal in meeting-scheduling (1), CraftCMS in marketing-cms (1), Create Totally in creative-automation (1), Creative Cloud in creative-automation (1), Crello in creative-automation (1), Croclub in sales-gamification (1), Crossware Email Signature in email-signature-management (1), Crownpeak Fredhopper in ecommerce-search-and-merchandising (1), Culture Amp in review-and-reputation-management (1), Cuspera in customer-success-platforms (1), Custom Airflow/Dbt + Scripts in data-warehouse-reverse-etl (1), Custom Salesforce Apex/Flows in lead-routing-and-management (1), Custom-Built Solutions (on Azure/AWS) in community-platforms (1), Customer.io Data Pipelines in customer-data-platforms (1), Custora in value-selling-tools (1), Cyberhaven in ai-marketing-agents (1), Cylance/Census in data-warehouse-reverse-etl (1), Cynerio in revenue-intelligence-and-forecasting (1), D&B in crm-data-quality-and-deduplication (1), DMARC Advisor in brand-protection (1), DSM8 in employee-advocacy (1), DT Ignite Platform in mobile-apps (1), DWELL™ in retail-proximity-and-iot-marketing (1), Dale Carnegie in sales-coaching-and-training (1), Dapta.ai in ai-marketing-agents (1), DashThis in data-warehouse-reverse-etl (1), Data Center in knowledge-base-and-self-service (1), DataLadder DataMatch Enterprise in address-verification (1), Databook in market-intelligence (1), Databricks Data Clean Rooms in data-clean-rooms (1), Databricks-style lakehouse platforms in data-management-platforms (1), Datamagnet in data-enrichment (1), Dataminr in pr-and-media-monitoring (1), Dataslayer in data-warehouse-reverse-etl (1), Davenport in value-selling-tools (1), DaySchedule Enterprise in meeting-scheduling (1), Dealfront Leadfeeder in session-replay-and-heatmaps (1), Decibel Insight in web-analytics (1), DecisionLink's ValueCloud in value-selling-tools (1), Dedup by Insycle in crm-data-quality-and-deduplication (1), Dell Boomi AtomSphere in workflow-automation-and-ipaas (1), Delphi Group in audience-and-consumer-insights (1), DemandScience Ionic, formerly Terminus in account-based-marketing-platforms (1), Demandbase Intent in b2b-intent-data (1), Dentsu AdTech / Rakuten Marketing in retail-media-platforms (1), Deployed Labs in ai-marketing-agents (1), Deque Digital Accessibility Platform in website-governance-and-accessibility (1), Deque's axe Monitor in website-governance-and-accessibility (1), Deque’s axe platform in website-governance-and-accessibility (1), Descartes in order-management-systems (1), Dialogflow CX in ai-voice-agents (1), Dialpad Ai Sales in sales-dialers-and-calling (1), Dialpad Contact Center in conversation-intelligence (1), Dialpad Talk (with Voice Intelligence) in conversation-intelligence (1), DigitalA11Y in website-governance-and-accessibility (1), Direct Mail software in direct-mail-and-gifting (1), Direct Sales via Publishers in native-and-content-advertising (1), Discord server in community-platforms (1), Disney in video-advertising (1), Distill in competitive-intelligence (1), Distill Intelligence in competitive-intelligence (1), Distributed Marketing in channel-partner-and-local-marketing (1), Docket AI in conversational-marketing (1), Docsmit in print (1), Docsmit Mail in print (1), DocuSign IAM + CLM in contract-lifecycle-management-and-e-signature (1), Documentum in contract-lifecycle-management-and-e-signature (1), Dotstorm in ecommerce-search-and-merchandising (1), DoubleClick (by Google) in search-and-social-advertising-platforms (1), Dragon Metrics in seo-content-optimization (1), Drift Conversational AI in ai-marketing-agents (1), Druid AI in chatbots-and-conversational-ai-for-support (1), Drupal Commerce in ecommerce-platforms (1), Drupal via Acquia or Pantheon in marketing-cms (1), Dstillery in audience-and-consumer-insights (1), Dun & Bradstreet Buyer Intent in b2b-intent-data (1), Dun & Bradstreet CDP in customer-data-platforms (1), Dun & Bradstreet D&B Connect in identity-resolution (1), Dun & Bradstreet Hoovers in sales-intelligence-and-contact-data (1), Dynamic Yield – Mastercard in experimentation-and-personalization (1), DynamicAction in pricing-optimization (1), Dynamics 365 Field Service (via Dynamics Mobile) in field-sales-tools (1), Dynamics 365 Supply Chain Management in order-management-systems (1), Dynamics 365 duplicate detection in crm-data-quality-and-deduplication (1), Dynasend in email-signature-management (1), ER/Studio in data-management-platforms (1), EVS7 in sales-dialers-and-calling (1), EasyCloudify in marketing-automation (1), EchoVideo in video-advertising (1), Echosig in email-signature-management (1), Eddystone (Physical Web) in retail-proximity-and-iot-marketing (1), Einstein AI-Powered Customer Communications Management Software in in-app-messaging-and-customer-communications (1), Ekimetrics — Marketing Effectiveness / Eki.Decisions in attribution-mmm (1), Elai powered by Panopto in video-advertising (1), Elastic App Search / standalone Enterprise Search in ecommerce-search-and-merchandising (1), Elastic Path SCAYLE in ecommerce-platforms (1), Elcom Partner Portal in partner-relationship-management (1), Elemica in ecommerce-platforms (1), Email Hippo in email-verification (1), Email List Valid in email-verification (1), EmailVerify in email-verification (1), Emma HQ by Marigold in email-marketing (1), Empathy.co in ecommerce-search-and-merchandising (1), Enalyzer in customer-feedback-and-surveys (1), Encompass in client-onboarding (1), Endeca in ecommerce-search-and-merchandising (1), Enginy in ai-sdr-agents (1), Ensighten Agile Marketing Platform in tag-management (1), Enterprise Chatbot Platform in chatbots-and-conversational-ai-for-support (1), Enterprise Territory Management in territory-and-quota-planning (1), Entry-level HubSpot in customer-data-platforms (1), Enzo in sales-dialers-and-calling (1), Epsilon Digital in programmatic-and-display-advertising (1), Equifax Identity Matching in identity-resolution (1), Equifax's Identity Matching in identity-resolution (1), Esri ArcGIS Business Analyst in territory-and-quota-planning (1), EthicalAds in native-and-content-advertising (1), Evaluesolve in market-intelligence (1), Evam in sms-and-whatsapp-marketing (1), Event Tech Stack in event-management-platforms (1), Eventbase in event-lead-capture (1), Eventsquid in event-lead-capture (1), EverString in market-intelligence (1), Evertune AI in ai-visibility-tracking (1), Everworker in ai-marketing-agents (1), Evidence.dev in dashboards-and-data-visualization (1), Evocalize in native-and-content-advertising (1), Evolution API in sms-and-whatsapp-marketing (1), ExactMatch.io in audience-and-consumer-insights (1), Exceed.ai in sales-coaching-and-training (1), Excel/Access-style "BI" in dashboards-and-data-visualization (1), Excel/Google Sheets Templates in value-selling-tools (1), Exchange in email-signature-management (1), Expo Logic Lead Retrieval in event-lead-capture (1), Extradata in data-warehouse-reverse-etl (1), EyeOut in pr-and-media-monitoring (1), FM Scam in audio-and-podcast-advertising (1), FNP in direct-mail-and-gifting (1), Facebook Live in webinar-virtual-events (1), Facebook Live / other social video platforms in video-marketing-and-hosting (1), Falcon in tag-management (1), Fandom in knowledge-base-and-self-service (1), FantasySalesTeam (Microsoft Dynamics 365) in sales-gamification (1), Feefo in review-and-reputation-management (1), Fencemaker in retail-proximity-and-iot-marketing (1), Fielo in loyalty-advocacy-and-referrals (1), Filament Digital in channel-partner-and-local-marketing (1), FileHold in digital-asset-management (1), FinancialForce in client-onboarding (1), FindThatLead in email-verification (1), FindTuner in ecommerce-search-and-merchandising (1), Fintastic in territory-and-quota-planning (1), Firebase Realtime Database in in-app-messaging-and-customer-communications (1), Firebolt in data-warehouse-reverse-etl (1), Firefly Creative Production in creative-automation (1), Five9 Genius AI / Voice AI Agents in ai-voice-agents (1), Five9 IVA in ai-voice-agents (1), Fixify in customer-support-helpdesk (1), Flintfox in pricing-optimization (1), Flockjay in sales-gamification (1), Flokzu in workflow-automation-and-ipaas (1), Flowable in workflow-automation-and-ipaas (1), Fluent Commerce Fluent Order Management in order-management-systems (1), Flux Community (by Forum One) in community-platforms (1), Fohr in influencer-platforms (1), Footmarks in retail-proximity-and-iot-marketing (1), Footmarks SmartConnect in retail-proximity-and-iot-marketing (1), Force Multiplier Rep in ai-sdr-agents (1), Formspree in customer-feedback-and-surveys (1), Fortra PhishLabs in brand-protection (1), Fortra’s PhishLabs in brand-protection (1), Fosbury & Roximity in retail-proximity-and-iot-marketing (1), Foursquare Place-Based Marketing in retail-proximity-and-iot-marketing (1), FraudBlocker in click-fraud-protection (1), Freckle in data-enrichment (1), Fredhopper in ecommerce-search-and-merchandising (1), Fresh Proposals in proposal-software (1), Freshdesk Community in community-platforms (1), Freshsales Fresh CRM (by Freshworks) in field-sales-tools (1), Freshworks CPQ in cpq (1), Freshworks Suite in customer-support-helpdesk (1), Full Circle Insights in attribution-mmm (1), FullCircl (formerly dueDil) in identity-resolution (1), FunctionFox in marketing-resource-management (1), Funnel's Data Hub in data-warehouse-reverse-etl (1), Fyrebase in interactive-demo-platforms (1), G2 Intent in b2b-intent-data (1), G2 Order Management Software in order-management-systems (1), G2 – Sales Planning (platform) in territory-and-quota-planning (1), GBG Loqate in address-verification (1), GEOimpact Pro in retail-proximity-and-iot-marketing (1), GLX Studio Enterprise in video-advertising (1), GRAVTY (by Loyalty Juggernaut) in loyalty-advocacy-and-referrals (1), GS1 in retail-proximity-and-iot-marketing (1), GTM Studio (ZoomInfo) in lead-routing-and-management (1), Gaggle AMP in employee-advocacy (1), Gainsight Customer Cloud in client-onboarding (1), Gainsight Customer Hub (formerly Insided) in community-platforms (1), Gainsight PULSE in meeting-scheduling (1), Gainsight PX Communities in community-platforms (1), Gartner in b2b-intent-data (1), Gartner in competitive-intelligence (1), Gartner (Peer Insights / Market Research) in market-intelligence (1), GatherContent in content-marketing-platforms (1), Gemini for Workspace in chatbots-and-conversational-ai-for-support (1), Generic ChatGPT/Claude/Gemini Embeddings in chatbots-and-conversational-ai-for-support (1), Genesys AI in ai-voice-agents (1), Genesys Cloud CX Journey Management in customer-intelligence-and-data-science (1), Genesys Cloud CX Quality in contact-center-quality-assurance (1), Genesys Cloud CX Quality Management in contact-center-quality-assurance (1), Genesys Cloud Private Edition in contact-center-platforms (1), Genesys Cloud's Agentic Virtual Agent in ai-voice-agents (1), Genesys Recording, Quality Management, and Speech Analytics in contact-center-quality-assurance (1), Genesys Virtual Agent in ai-voice-agents (1), Geocodio Enterprise Flex in address-verification (1), Geocodio Enterprise Unlimited in address-verification (1), GetCrux in attribution-mmm (1), GetReviews.ai Enterprise in review-and-reputation-management (1), Ghostery Enterprise in click-fraud-protection (1), Gigapay in influencer-platforms (1), Givingli Pro in direct-mail-and-gifting (1), Glassdoor Enterprise in review-and-reputation-management (1), GoDaddy Site Builder in landing-pages-and-interactive-content (1), GoGift in direct-mail-and-gifting (1), GoToConnect in conversation-intelligence (1), GoodData.AI (Enterprise) in dashboards-and-data-visualization (1), GoodTime in meeting-scheduling (1), Google in attribution-mmm (1), Google in contact-center-platforms (1), Google in customer-intelligence-and-data-science (1), Google AI Commerce Search in ecommerce-search-and-merchandising (1), Google Audience in data-management-platforms (1), Google Campaign Manager 360 Attribution Modeling in attribution-mmm (1), Google Cloud in data-clean-rooms (1), Google Cloud (Dialogflow CX / Contact Center AI - CCAI) in ai-voice-agents (1), Google Cloud (Dialogflow CX / Vertex AI) in chatbots-and-conversational-ai-for-support (1), Google Cloud CCAI (Contact Center AI) in ai-voice-agents (1), Google Cloud CCAI / Dialogflow CX in ai-voice-agents (1), Google Cloud Clean Rooms (BigQuery Data Clean Rooms) in data-clean-rooms (1), Google Cloud Dialogflow CX in chatbots-and-conversational-ai-for-support (1), Google Cloud Sales AI in ai-sdr-agents (1), Google Cloud Storage in video-marketing-and-hosting (1), Google Cloud governance capabilities in enterprise data mesh patterns in data-management-platforms (1), Google Contact Center AI (now Customer Engagement Suite) in contact-center-platforms (1), Google Dataplex in data-management-platforms (1), Google Display & Video 360, DV360 in programmatic-and-display-advertising (1), Google Display & Video 360, DV360 in video-advertising (1), Google Docs/Drive in knowledge-base-and-self-service (1), Google Gemini Enterprise Agent Platform in chatbots-and-conversational-ai-for-support (1), Google Gemini Enterprise for CX in chatbots-and-conversational-ai-for-support (1), Google LLC in data-clean-rooms (1), Google Maps Platform (Address Validation & Geocoding API) in address-verification (1), Google Maps Platform / Places API in address-verification (1), Google Marketing Platform, especially Display & Video 360 (DV360) in programmatic-and-display-advertising (1), Google SA360 in search-and-social-advertising-platforms (1), Google Tag Manager's free version in tag-management (1), Google Vertex AI Agent Builder in ai-marketing-agents (1), Google Vertex AI Search for Commerce in ecommerce-search-and-merchandising (1), Google Workspace signatures in email-signature-management (1), Google — Meridian / Meridian Studio in attribution-mmm (1), Google's BigQuery clean rooms in data-clean-rooms (1), Google's Deprecated Beacon Platform (Eddystone/Proximity API) in retail-proximity-and-iot-marketing (1), Google's MMM in attribution-mmm (1), Google's Non-YouTube Video Networks (e.g., Google Search Partners, some third-party video sites) in video-advertising (1), Google's Search Console in ai-visibility-tracking (1), Google\u2019s Beacon Platform (Eddystone) in retail-proximity-and-iot-marketing (1), Gotransverse in billing-and-subscription-management (1), GovWin in rfp-response-software (1), Gradial in ai-marketing-agents (1), Grasp in influencer-platforms (1), Grok's Ani in ai-voice-agents (1), Groove HQ in customer-support-helpdesk (1), Group-IB in brand-protection (1), Growth Tech Spotlight in ai-marketing-agents (1), Guidewire in client-onboarding (1), Gummicube – Smart ASO in app-store-optimization (1), Guru AI Knowledge Hub in knowledge-base-and-self-service (1), HERE Technologies in address-verification (1), HUMAN Ad Click Defense in click-fraud-protection (1), HUMAN Advertising Protection in click-fraud-protection (1), Hailio in employee-advocacy (1), Hana Commerce in order-management-systems (1), Harbor in seo-content-optimization (1), Harmon.ie in ai-visibility-tracking (1), Hashmeta in ai-marketing-agents (1), Heap Premier in web-analytics (1), Heatwave in email-deliverability-and-testing (1), HelloGrowthCRM in crm-data-quality-and-deduplication (1), Helo.ai in sms-and-whatsapp-marketing (1), Here Technologies in retail-proximity-and-iot-marketing (1), HiHello Email Signature Manager in email-signature-management (1), HiHello Events in event-lead-capture (1), HighRadius in billing-and-subscription-management (1), Higher Logic's Vanilla in community-platforms (1), Higson in pricing-optimization (1), Hive9 in marketing-resource-management (1), Hootsuite Communities (by Sprinklr or Hootsuite) in community-platforms (1), Hoppier in direct-mail-and-gifting (1), HtmlEmailSignature in email-signature-management (1), HubSpot AI SDR in ai-sdr-agents (1), HubSpot CIP in customer-intelligence-and-data-science (1), HubSpot CS in customer-success-platforms (1), HubSpot Dedupe in crm-data-quality-and-deduplication (1), HubSpot Enterprise ABM in account-based-marketing-platforms (1), HubSpot Enterprise with HubSpot Credits in ai-marketing-agents (1), HubSpot Marketing Free-Tier in data-enrichment (1), HubSpot Marketing Hub AI in ai-marketing-agents (1), HubSpot Owner Rotation in lead-routing-and-management (1), HubSpot Pages in landing-pages-and-interactive-content (1), HubSpot Revenue Intelligence (RI) (beta/add-on) in revenue-intelligence-and-forecasting (1), HubSpot Sales / Marketing Hub in lead-routing-and-management (1), HubSpot Sales – Territory & Quota Management in territory-and-quota-planning (1), HubSpot Sales/Service Hub (Enterprise tier) in crm (1), HubSpot Social Media in social-media-management (1), HubSpot native territory tools in territory-and-quota-planning (1), HubSpot"s standard deduplication in crm-data-quality-and-deduplication (1), HubSpot's AEO tool in ai-visibility-tracking (1), HubSpot's AI tools in ai-marketing-agents (1), HubSpot's Agent Hub / Breeze in ai-marketing-agents (1), HubSpot's SMS add-on in sms-and-whatsapp-marketing (1), HubSpot's agents in ai-marketing-agents (1), HubSpot's landing page builder in landing-pages-and-interactive-content (1), HubSpot's native enrichment (formerly Clearbit/Breeze) in crm-data-quality-and-deduplication (1), HubSpot's native round-robin in lead-routing-and-management (1), Hurrah! Leaderboards in sales-gamification (1), Hyland OnBase in marketing-cms (1), Hyperbound.ai in sales-coaching-and-training (1), IBM Db2 Hybrid Data Management Console in data-management-platforms (1), IBM FileNet/Ancept in digital-asset-management (1), IBM InfoSphere DataStage in data-management-platforms (1), IBM InfoSphere Governance Catalog in data-management-platforms (1), IBM InfoSphere Information Governance Catalog and Quality in crm-data-quality-and-deduplication (1), IBM InfoSphere Information Server for Data Quality in crm-data-quality-and-deduplication (1), IBM InfoSphere Master Data Management in data-management-platforms (1), IBM InfoSphere Quality Stage in data-management-platforms (1), IBM Master Data Management in data-management-platforms (1), IBM Sterling Partner Engagement Manager in partner-relationship-management (1), IBM Tealeaf & Customer Insight in customer-intelligence-and-data-science (1), IBM Verify CIAM in consent-and-privacy-management (1), IBM Watson Campaign Automation in mobile-apps (1), IBM Watson Customer Experience Analytics in web-analytics (1), IBM Watson Marketing Insights in web-analytics (1), IBM data-management offerings in data-management-platforms (1), IBM iPaaS in workflow-automation-and-ipaas (1), IBM watsonx Orchestrate in chatbots-and-conversational-ai-for-support (1), IBM webMethods in workflow-automation-and-ipaas (1), IBM webMethods Hybrid Integration / IBM Integration SaaS in workflow-automation-and-ipaas (1), IBX in channel-partner-and-local-marketing (1), IFS in field-sales-tools (1), IPQualityScore in click-fraud-protection (1), Ibbaka in value-selling-tools (1), Immuta in data-clean-rooms (1), Impact Networking (GrowWith) in channel-partner-and-local-marketing (1), Imparta in sales-coaching-and-training (1), Impartner Software in channel-partner-and-local-marketing (1), Imperva in click-fraud-protection (1), Import.io in market-intelligence (1), Imprint Engine in direct-mail-and-gifting (1), Improvado.io in market-intelligence (1), Improve/Talisman in data-warehouse-reverse-etl (1), Improvo in attribution-mmm (1), InMoment XI Platform in customer-feedback-and-surveys (1), InboxMonster in email-deliverability-and-testing (1), Incentiv in loyalty-advocacy-and-referrals (1), Income Access in affiliate-and-partner-management (1), Incopro – Talisman in brand-protection (1), IndexBox in market-intelligence (1), Infegy in audience-and-consumer-insights (1), Infegy Starscape in audience-and-consumer-insights (1), Influential powered by Captiv8 in influencer-platforms (1), InfoSum Data Clean Rooms in data-clean-rooms (1), Infor CloudSuite in ecommerce-platforms (1), Infor CloudSuite in order-management-systems (1), Informatica AddressDoctor (by Precisely) in address-verification (1), Informatica Axon in data-management-platforms (1), Informatica Cloud in data-management-platforms (1), Informatica InfoSphere QualityStage in crm-data-quality-and-deduplication (1), Informatica MDM – Product 360 in product-information-management (1), Informatica PIM in product-information-management (1), Infraforge in email-deliverability-and-testing (1), Inhubber in contract-lifecycle-management-and-e-signature (1), Insider One AI in ai-marketing-agents (1), Insightful in contact-center-quality-assurance (1), Instabase (formerly Kenshoo) in search-and-social-advertising-platforms (1), Instagram DMs in in-app-messaging-and-customer-communications (1), Instantly Ai Copilot in ai-sdr-agents (1), Instructure (formerly Higher Logic) in community-platforms (1), Instructure Community in community-platforms (1), Intelipost in brand-protection (1), Interactio in event-management-platforms (1), Interaction Insights in conversation-intelligence (1), Intercom's Fin Voice in ai-voice-agents (1), Interwoven MediaBin in digital-asset-management (1), Invest DSP (formerly Xandr) in programmatic-and-display-advertising (1), InvestGlass in lead-routing-and-management (1), Inworld in ai-voice-agents (1), IrisAgent in chatbots-and-conversational-ai-for-support (1), Jasper PIM in product-information-management (1), Jasper for Business in ai-marketing-agents (1), Jasper for Business in seo-content-optimization (1), JetOctopus in seo-content-optimization (1), Jinba Flow in order-management-systems (1), Jira Community/Confluence in community-platforms (1), Jira automation in workflow-automation-and-ipaas (1), Jitbit in customer-support-helpdesk (1), Jitbit Helpdesk in customer-support-helpdesk (1), Jive in community-platforms (1), John Snow Labs in address-verification (1), Journey Builder in content-marketing-platforms (1), Journey.io in digital-sales-rooms (1), JoySuite in sales-enablement-and-content (1), JoySuite AI in sales-coaching-and-training (1), Julian in ai-sdr-agents (1), July Systems – Proximity MX in retail-proximity-and-iot-marketing (1), Jumio in client-onboarding (1), Juniper Mist in retail-proximity-and-iot-marketing (1), Kaelio in product-analytics (1), Kalavio in landing-pages-and-interactive-content (1), Kantar — LIFT ROI in attribution-mmm (1), Karrot.ai in creative-automation (1), Keen IO in attribution-mmm (1), Kensiu in retail-media-platforms (1), Kentico Kontent.ai in marketing-cms (1), Kevel Retail Media Cloud in retail-media-platforms (1), Keyapp.top in app-store-optimization (1), Khoros Aurora in community-platforms (1), Khoros Social Media Management in social-media-management (1), Kibo Composable Commerce Platform in order-management-systems (1), KickMessage in email-deliverability-and-testing (1), Kime AI in ai-visibility-tracking (1), Kinaxis in ecommerce-platforms (1), Kintone in data-management-platforms (1), Klaviyo Composer in ai-marketing-agents (1), Klaviyo-based solutions in ecommerce-platforms (1), Klear Enterprise Suite in influencer-platforms (1), Knock.app in in-app-messaging-and-customer-communications (1), Kooperativa in data-enrichment (1), Krea.ai in creative-automation (1), Kudos in review-and-reputation-management (1), Kudosity in sms-and-whatsapp-marketing (1), Kylas in field-sales-tools (1), Körber OMS in order-management-systems (1), LINEN Cloud Territory Management in territory-and-quota-planning (1), LangChain in ai-voice-agents (1), LangGraph in ai-marketing-agents (1), Larksuite in knowledge-base-and-self-service (1), Lastmile Retail in retail-proximity-and-iot-marketing (1), Lately.ai in ai-sdr-agents (1), LayerSEO in seo-content-optimization (1), Lead Capsule in event-lead-capture (1), LeadLynk in event-lead-capture (1), Leadspace B2B Customer Data Platform in data-management-platforms (1), Legacy Adobe DTM in tag-management (1), Legacy Adobe Tag Manager (DTM) in tag-management (1), Legacy Adobe Tag Manager / DTM in tag-management (1), Legacy Chat / Live Agent in customer-support-helpdesk (1), Legacy Cisco in contact-center-platforms (1), Legacy SAP Portals in partner-relationship-management (1), Lenovo's Lena in chatbots-and-conversational-ai-for-support (1), LetSigntit in email-signature-management (1), Level 6 in direct-mail-and-gifting (1), LeverageRx in channel-partner-and-local-marketing (1), Libsyn AdvertiseCast in audio-and-podcast-advertising (1), Life360 Ads featuring Nativo in native-and-content-advertising (1), Liferay in marketing-cms (1), Lightmeter in email-deliverability-and-testing (1), LinkedIn in retail-media-platforms (1), LinkedIn in video-marketing-and-hosting (1), LinkedIn Page Admin in social-media-management (1), LinkedIn employee advocacy-style approaches in employee-advocacy (1), LinkedIn's Campaign Manager in native-and-content-advertising (1), ListKit Sales Intelligence in email-verification (1), Live Nation in event-management-platforms (1), LivePerson Conversational Cloud in conversational-marketing (1), LiveWorld in conversational-marketing (1), Lnk.Bio in landing-pages-and-interactive-content (1), Local/regional grocers in retail-media-platforms (1), Locale in local-listings-management (1), Locl in local-listings-management (1), Logfire in ai-visibility-tracking (1), LogistieX in order-management-systems (1), Logseq in knowledge-base-and-self-service (1), Loiale in loyalty-advocacy-and-referrals (1), Lookback in customer-feedback-and-surveys (1), Lorelight (GEO) in seo-content-optimization (1), Lorikeet CX in contact-center-quality-assurance (1), LuMay in ai-voice-agents (1), Lucene/Elastic Stack in ecommerce-search-and-merchandising (1), Lucidpress in creative-automation (1), LumApps in mobile-apps (1), LupaSearch in ecommerce-search-and-merchandising (1), Lytho Planner, formerly DivvyHQ in content-marketing-platforms (1), Lytho Workflow (formerly inMotionNow) in marketing-resource-management (1), MEDDICC in value-selling-tools (1), MS Copilot in rfp-response-software (1), MadisonLogic in account-based-marketing-platforms (1), Maextro in data-management-platforms (1), MagHub in partner-relationship-management (1), Magento (Adobe Commerce) Native Search in ecommerce-search-and-merchandising (1), MagicTalk in chatbots-and-conversational-ai-for-support (1), Magna in video-advertising (1), Mail-PHP in email-deliverability-and-testing (1), MailPro in print (1), MailWizz in marketing-automation (1), Mailchimp's SMS in mobile-marketing-and-push (1), Mailosaur in email-deliverability-and-testing (1), Mainstay's Sales Value Advisor in value-selling-tools (1), Mambo.IO in sales-gamification (1), Manh Order Management Software in order-management-systems (1), Manhattan ActiveOrder in order-management-systems (1), MapInfo in territory-and-quota-planning (1), Maple in print (1), Mappia in crm-data-quality-and-deduplication (1), MarinOne Search in search-and-social-advertising-platforms (1), Marketing Titan in ai-marketing-agents (1), Marketo Engage AI in ai-marketing-agents (1), Markify Brand Monitor in brand-protection (1), Masset Us in sales-enablement-and-content (1), Mastercard Dynamic Yield (Experience OS) in experimentation-and-personalization (1), Matomo (formerly Piwik) Cloud in web-analytics (1), Matomo Cloud Enterprise in web-analytics (1), Matomo Enterprise Web Analytics in web-analytics (1), Matomo On-Premise Community in web-analytics (1), Matomo TMS in tag-management (1), Matomo for Enterprise in web-analytics (1), Matomo free tier in web-analytics (1), Max Access in website-governance-and-accessibility (1), MaxAccess in website-governance-and-accessibility (1), Maxma in attribution-mmm (1), McDonald's Media Network in retail-media-platforms (1), McKinsey & Company in market-intelligence (1), Measured.com in attribution-mmm (1), Medallia Agent Connect in contact-center-quality-assurance (1), MediaBeacon in digital-asset-management (1), Medusa.js in ecommerce-platforms (1), Meetup in event-management-platforms (1), Melissa - US Address Verification UNL (Unlimited) in address-verification (1), Melissa Clean Suite for CRM in crm-data-quality-and-deduplication (1), Melissa Data Quality Suite in address-verification (1), Melissa's Personator Identity in identity-resolution (1), Meltwater AI Visibility in ai-visibility-tracking (1), Meltwater AI Visibility Tracking in ai-visibility-tracking (1), Memberply in loyalty-advocacy-and-referrals (1), Mendix in contract-lifecycle-management-and-e-signature (1), Mention-Me in referral-and-partner-programs (1), Merch.co in print (1), Merkle B2B in search-and-social-advertising-platforms (1), Messangi in sms-and-whatsapp-marketing (1), Meta in search-and-social-advertising-platforms (1), Meta (Facebook/Instagram) in video-marketing-and-hosting (1), Meta / Facebook Audience Insights standalone in audience-and-consumer-insights (1), Meta Advantage+ App in mobile-apps (1), Meta Business Solution Providers (BSPs) in sms-and-whatsapp-marketing (1), Meta's Advantage+ in programmatic-and-display-advertising (1), Meta's WhatsApp Cloud API in sms-and-whatsapp-marketing (1), Metaflow in ai-marketing-agents (1), Metro in retail-media-platforms (1), Microsoft in ai-marketing-agents (1), Microsoft in click-fraud-protection (1), Microsoft in crm (1), Microsoft in customer-intelligence-and-data-science (1), Microsoft in in-app-messaging-and-customer-communications (1), Microsoft in partner-relationship-management (1), Microsoft in retail-proximity-and-iot-marketing (1), Microsoft in workflow-automation-and-ipaas (1), Microsoft (Azure Logic Apps + Power Automate) in workflow-automation-and-ipaas (1), Microsoft Azure AI Bot Service / Bot Framework & Power Virtual Agents in chatbots-and-conversational-ai-for-support (1), Microsoft Azure AI Speech in ai-voice-agents (1), Microsoft Azure Active Directory in identity-resolution (1), Microsoft Azure Bot Service + Copilot in chatbots-and-conversational-ai-for-support (1), Microsoft Azure Bot Service / Copilot Studio in chatbots-and-conversational-ai-for-support (1), Microsoft Azure Clean Rooms in data-clean-rooms (1), Microsoft Azure Confidential Clean Rooms in data-clean-rooms (1), Microsoft Azure Logic Apps / Power Automate in workflow-automation-and-ipaas (1), Microsoft Azure Personalizer in experimentation-and-personalization (1), Microsoft Copilot for M365 in knowledge-base-and-self-service (1), Microsoft Copilot for Marketing in ai-marketing-agents (1), Microsoft Dynamics 365 Commerce in order-management-systems (1), Microsoft Dynamics 365 Customer Insights – Journeys in marketing-automation (1), Microsoft Dynamics 365 Gamification (formerly FantasySalesTeam) in sales-gamification (1), Microsoft Dynamics 365 Implementation Portal / FastTrack in client-onboarding (1), Microsoft Dynamics 365 Partner Center in partner-relationship-management (1), Microsoft Dynamics 365 Partner Portal in channel-partner-and-local-marketing (1), Microsoft Dynamics 365 Sales Insights in revenue-intelligence-and-forecasting (1), Microsoft Dynamics 365 Supply Chain Management in order-management-systems (1), Microsoft Dynamics 365 for Sales in partner-relationship-management (1), Microsoft Dynamics 365 with Power BI in value-selling-tools (1), Microsoft Dynamics Field Service in field-sales-tools (1), Microsoft Dynamics duplicate detection in crm-data-quality-and-deduplication (1), Microsoft Fabric Warehouse in data-warehouse-reverse-etl (1), Microsoft Intelligent Data Platform in data-management-platforms (1), Microsoft Monetize in programmatic-and-display-advertising (1), Microsoft Places in meeting-scheduling (1), Microsoft Power Apps in field-sales-tools (1), Microsoft Power BI on Fabric capacity in dashboards-and-data-visualization (1), Microsoft Power BI with Premium capacity (now Microsoft Fabric F64+) in dashboards-and-data-visualization (1), Microsoft Power Pages in landing-pages-and-interactive-content (1), Microsoft Stream in webinar-virtual-events (1), Microsoft Teams Voice in contact-center-platforms (1), Microsoft Teams scheduling in meeting-scheduling (1), Microsoft Teams-only CCaaS in contact-center-platforms (1), Microsoft Viva Conversations in conversation-intelligence (1), Microsoft Viva Engage in community-platforms (1), Microsoft Viva Sales / Teams Premium in conversation-intelligence (1), Microsoft Word Online + Office 365 in proposal-software (1), Mirotype in ai-visibility-tracking (1), Miva in ecommerce-platforms (1), Mixpost in social-media-management (1), MobiWork in field-sales-tools (1), Mobilo Card in event-lead-capture (1), Mobrium in review-and-reputation-management (1), Mojoh (Enterprise tier) in local-listings-management (1), Moloco Commerce Media in retail-media-platforms (1), MomentFeed in local-listings-management (1), Momentive/GetFeedback in customer-feedback-and-surveys (1), Momentus in event-management-platforms (1), Monido (Acquia Web Governance) in website-governance-and-accessibility (1), MonogramGroup in app-store-optimization (1), Moovila in client-onboarding (1), Morebeacon in retail-proximity-and-iot-marketing (1), Moxo B2B Order Management Software in order-management-systems (1), MuleSoft RPA in workflow-automation-and-ipaas (1), Munro Agency in marketing-automation (1), Muntri in value-selling-tools (1), MyGift Enterprise in direct-mail-and-gifting (1), NC Squared Distribution Engine in lead-routing-and-management (1), NICE CXone with Enlighten AI Quality Management in contact-center-quality-assurance (1), NICE Enlighten AI Quality Management in contact-center-quality-assurance (1), NICE Nexidia in contact-center-quality-assurance (1), NICE SPM in sales-commissions-and-incentive-compensation (1), NICE Satmetrix in customer-feedback-and-surveys (1), NICE Systems in contact-center-platforms (1), NIQ — Cadence with Meridian in attribution-mmm (1), Nango in workflow-automation-and-ipaas (1), Native Microsoft 365 in email-signature-management (1), Native Salesforce Assignment Rules in lead-routing-and-management (1), Native Salesforce or HubSpot automation in lead-routing-and-management (1), Navee in brand-protection (1), Near in ecommerce-search-and-merchandising (1), Neocrm in crm (1), NetSuite ERP Order Management in order-management-systems (1), NetSuite SuiteCommerce (Oracle NetSuite OMS) in order-management-systems (1), Netcraft Digital Brand Protection Platform in brand-protection (1), Neuroflash in ai-marketing-agents (1), Neustar Localeze in local-listings-management (1), NeverDrop in event-lead-capture (1), Newsroom Software in pr-and-media-monitoring (1), Nexmo (Vonage) in mobile-marketing-and-push (1), Nexmo/Vonage in mobile-marketing-and-push (1), NiCE SPM / ICM in sales-commissions-and-incentive-compensation (1), Nielsen IQ in audience-and-consumer-insights (1), Nielsen Scarborough / Nielsen ONE in audience-and-consumer-insights (1), NielsenIQ One in audience-and-consumer-insights (1), Nightfall in ai-marketing-agents (1), Nimble CRM in crm (1), Noble Studio (formerly AdvertiseCast) in audio-and-podcast-advertising (1), Nodify in competitive-intelligence (1), Nomadia Sales in field-sales-tools (1), Nominatim in address-verification (1), Nortel in conversation-intelligence (1), Northplains in digital-asset-management (1), Notifyre in sms-and-whatsapp-marketing (1), Noxus in workflow-automation-and-ipaas (1), NuPlay in ai-voice-agents (1), Nudges in native-and-content-advertising (1), Nudj in sales-gamification (1), Numerator in audience-and-consumer-insights (1), ONEiO in workflow-automation-and-ipaas (1), Obero SPM in territory-and-quota-planning (1), Octoparse in market-intelligence (1), Office 365 in email-deliverability-and-testing (1), OfficeDepot in retail-media-platforms (1), Okta's Auth0 in identity-resolution (1), Omilia in ai-voice-agents (1), Omnilert in mobile-marketing-and-push (1), On-premise Adobe Commerce (formerly Magento On-Premise) in ecommerce-platforms (1), OnSolve in mobile-marketing-and-push (1), OneGraph in identity-resolution (1), OneSpan in contract-lifecycle-management-and-e-signature (1), OneTrust Privacy Automation in consent-and-privacy-management (1), Onspring in workflow-automation-and-ipaas (1), OpSec International in brand-protection (1), Open Web Analytics (OWA) in web-analytics (1), OpenAI in chatbots-and-conversational-ai-for-support (1), OpenAI Enterprise in ai-voice-agents (1), OpenAI Realtime API in ai-voice-agents (1), OpenAI's ChatGPT Enterprise in chatbots-and-conversational-ai-for-support (1), OpenAI's own voice stack in ai-voice-agents (1), OpenStreetMap-based in address-verification (1), OpenTable in review-and-reputation-management (1), OpenText Artesia in digital-asset-management (1), OpenText Communications (Exstream) in in-app-messaging-and-customer-communications (1), OpenText Content Hub in website-governance-and-accessibility (1), OpenText Content Management in marketing-cms (1), OpenText Extended ECM in content-marketing-platforms (1), Openbravo’s Commerce Cloud in retail-proximity-and-iot-marketing (1), Openli in consent-and-privacy-management (1), Opera Ads in video-advertising (1), Operator plan in referral-and-partner-programs (1), Ophir.io in revenue-intelligence-and-forecasting (1), Optimizely Opal in ai-marketing-agents (1), Optimizely Opal / marketing agent platform in ai-marketing-agents (1), Optimizely Warehouse-Native Analytics (formerly NetSpring) in product-analytics (1), Oracle in ai-marketing-agents (1), Oracle in client-onboarding (1), Oracle in content-marketing-platforms (1), Oracle in customer-feedback-and-surveys (1), Oracle in customer-intelligence-and-data-science (1), Oracle in ecommerce-marketing (1), Oracle in field-sales-tools (1), Oracle in product-information-management (1), Oracle in sales-commissions-and-incentive-compensation (1), Oracle Advanced Pricing in pricing-optimization (1), Oracle B2B Commerce in ecommerce-marketing (1), Oracle B2B Marketing Automation in customer-intelligence-and-data-science (1), Oracle CDH in crm-data-quality-and-deduplication (1), Oracle CPQ Cloud, formerly BigMachines in cpq (1), Oracle CX Audience (formerly BlueKai) in data-management-platforms (1), Oracle CX CPQ in proposal-software (1), Oracle CX Sales Territory Management in territory-and-quota-planning (1), Oracle CX Service in customer-support-helpdesk (1), Oracle Contract Management in contract-lifecycle-management-and-e-signature (1), Oracle Data Integration Platform Cloud in data-management-platforms (1), Oracle Database / Oracle Cloud Infrastructure in data-management-platforms (1), Oracle Database 19c in data-management-platforms (1), Oracle EBS in order-management-systems (1), Oracle EDQ in crm-data-quality-and-deduplication (1), Oracle ERP in order-management-systems (1), Oracle Enterprise Data Management Cloud in data-management-platforms (1), Oracle Fusion Cloud CPQ in cpq (1), Oracle Fusion Cloud SCM (Supply Chain Management) in order-management-systems (1), Oracle Fusion Cloud Sales in crm (1), Oracle Fusion Cloud Service in customer-support-helpdesk (1), Oracle Fusion Customer Data Platform in customer-data-platforms (1), Oracle Fusion Order Management in order-management-systems (1), Oracle Fusion Unity Data Platform in customer-data-platforms (1), Oracle MDM in data-management-platforms (1), Oracle Marketing in marketing-resource-management (1), Oracle NetSuite Billing in billing-and-subscription-management (1), Oracle NetSuite PRM in partner-relationship-management (1), Oracle NetSuite Subscription Management in billing-and-subscription-management (1), Oracle NetSuite SuiteBilling in billing-and-subscription-management (1), Oracle NetSuite SuiteCommerce Advanced in order-management-systems (1), Oracle Partner Management within CX Cloud in partner-relationship-management (1), Oracle Sales Planning Cloud in territory-and-quota-planning (1), Oracle Siebel CRM in crm (1), OrbitShift rfpOS in rfp-response-software (1), Orca Customer Marketing in loyalty-advocacy-and-referrals (1), Orderchamp Cloud in ecommerce-platforms (1), Otanes in customer-education-and-lms (1), Othello in sales-coaching-and-training (1), OttoQA in contact-center-quality-assurance (1), OutSystems in contract-lifecycle-management-and-e-signature (1), OutSystems in field-sales-tools (1), Outfront Media in ai-marketing-agents (1), Outreach Amplify in ai-sdr-agents (1), Outreach Impact Analysis in value-selling-tools (1), Outsales in sales-engagement (1), OvalEdge Unified Data Governance in data-management-platforms (1), Overvue in sales-coaching-and-training (1), PFL Direct Mail in print (1), PFL Tactile Marketing Automation in direct-mail-and-gifting (1), PPM Express Enterprise in marketing-resource-management (1), PRINTgenie in print (1), PROS Smart Price Optimization and Management in pricing-optimization (1), PROS Travel in pricing-optimization (1), Pacvue Commerce Platform in retail-media-platforms (1), Paddle Billing in billing-and-subscription-management (1), Pana Events in event-lead-capture (1), Pandora for Business in audio-and-podcast-advertising (1), Papirfly in creative-automation (1), PartnerStack PRM in referral-and-partner-programs (1), Pathmatics/Skai in competitive-intelligence (1), Peer39 in click-fraud-protection (1), Pega CRM in crm (1), Pega Client Lifecycle Management in client-onboarding (1), Pendo Product Experience in in-app-messaging-and-customer-communications (1), PeopleDataLabs in b2b-intent-data (1), Perceptrium in website-governance-and-accessibility (1), Perfect Address (ZipInfo) in address-verification (1), Perkville in loyalty-advocacy-and-referrals (1), Personnect in sales-dialers-and-calling (1), Perx Technology in loyalty-advocacy-and-referrals (1), PheedLoop in event-management-platforms (1), Phiture in app-store-optimization (1), Phonely Enterprise in ai-voice-agents (1), PicsArt in creative-automation (1), Piktochart in creative-automation (1), Pilgrim in interactive-demo-platforms (1), Pimcore open core in product-information-management (1), PinnacleCart in ecommerce-platforms (1), Pipedrive Assignment Rules in lead-routing-and-management (1), Pipeline (ZoomInfo) Territory and Quota Planning in territory-and-quota-planning (1), PitchPrfct in sms-and-whatsapp-marketing (1), Piwigo in digital-asset-management (1), Piwik PRO TMS in tag-management (1), Pixara in creative-automation (1), PlaceIQ in retail-proximity-and-iot-marketing (1), Plainly Videos in video-marketing-and-hosting (1), Planogram in social-media-management (1), Plauti Data Management (PDM) in crm-data-quality-and-deduplication (1), Ply in product-information-management (1), Podsights in audio-and-podcast-advertising (1), PointerBP in brand-protection (1), Pointillist (by Genesys) in customer-intelligence-and-data-science (1), Portfolio DAM in digital-asset-management (1), Post Affiliate Pro Enterprise in affiliate-and-partner-management (1), PostgreSQL used as a warehouse in data-warehouse-reverse-etl (1), PostgreSQL-based warehouses in data-warehouse-reverse-etl (1), Postiz in employee-advocacy (1), Postmastery in email-deliverability-and-testing (1), Power Apps in cpq (1), Power BI Premium Per Capacity in dashboards-and-data-visualization (1), Power BI Pro only in dashboards-and-data-visualization (1), Pramata in contract-lifecycle-management-and-e-signature (1), PreciseFP in data-management-platforms (1), Precisely EnterWorks in product-information-management (1), Precisely Geo Addressing in address-verification (1), Precisely Spectrum in address-verification (1), Predictive Dialer in sales-dialers-and-calling (1), Prefixbox in ecommerce-search-and-merchandising (1), Prezentor in value-selling-tools (1), PricePro in pricing-optimization (1), Prisjakt in pricing-optimization (1), PrivCo in market-intelligence (1), Prizm by DQLabs in crm-data-quality-and-deduplication (1), Procurement Sciences AI (Awarded AI) in rfp-response-software (1), Profit.co in value-selling-tools (1), Promomash in field-sales-tools (1), Proof Analytics in attribution-mmm (1), Proof GTM Manager in marketing-resource-management (1), Proofpoint Email Fraud Defense in email-deliverability-and-testing (1), Prophecy Software in pricing-optimization (1), Proponent in revenue-intelligence-and-forecasting (1), Prospeo's B2B contact resolution in identity-resolution (1), Protect Lane in brand-protection (1), Pulsi in retail-proximity-and-iot-marketing (1), Pyramid Analytics in dashboards-and-data-visualization (1), QMSdesk in contact-center-quality-assurance (1), Qlik Sense Cloud in dashboards-and-data-visualization (1), Qlik Talend Data Quality in crm-data-quality-and-deduplication (1), Qntrl in workflow-automation-and-ipaas (1), Quad in direct-mail-and-gifting (1), Qualcomm in retail-proximity-and-iot-marketing (1), Qualent Media in native-and-content-advertising (1), Qualtrics CX in customer-intelligence-and-data-science (1), Qualtrics Enterprise XM in customer-intelligence-and-data-science (1), Qualtrics Experience Management (XM) in customer-feedback-and-surveys (1), Quantitative Sales Coaching in sales-coaching-and-training (1), QuantumDigital in direct-mail-and-gifting (1), Quest Data Intelligence in crm-data-quality-and-deduplication (1), Questel in brand-protection (1), QuickLink in print (1), Quiq's Agentic AI platform in chatbots-and-conversational-ai-for-support (1), Qvida in rfp-response-software (1), Qvidian By Upland in proposal-software (1), RELAYTO AI in interactive-demo-platforms (1), RIO SEO Local in local-listings-management (1), RLSolutions / Bluecadium in identity-resolution (1), RM Nimbus in rfp-response-software (1), Rackspace in video-marketing-and-hosting (1), Rank Ranger in seo-content-optimization (1), RapidPro in mobile-marketing-and-push (1), Rave Mobile Safety in mobile-marketing-and-push (1), Real-Time CDP in data-management-platforms (1), Realm in rfp-response-software (1), Recast.io in attribution-mmm (1), Recorded Future Brand Intelligence in brand-protection (1), Recue in data-enrichment (1), Red Brand in brand-protection (1), RedBox.ai in data-management-platforms (1), RedDog in sales-dialers-and-calling (1), Redpoint Identity Studio / Redpoint Data Readiness Hub / Redpoint Data Management in identity-resolution (1), Redpointglobal.com in identity-resolution (1), Referral Magic in referral-and-partner-programs (1), Referral SaaSquatch in loyalty-advocacy-and-referrals (1), ReflexAI in contact-center-quality-assurance (1), RegieOne in ai-sdr-agents (1), Regroup in mobile-marketing-and-push (1), Rejoiner in print (1), Relay in referral-and-partner-programs (1), Releem in email-verification (1), Reltio Data Cloud in data-management-platforms (1), Reltio Multidomain MDM in identity-resolution (1), Remove in brand-protection (1), Renderforest in creative-automation (1), RepVantage (Zoom) in conversation-intelligence (1), Replicon in field-sales-tools (1), Reprise Demo Software in interactive-demo-platforms (1), Reputation Defender in review-and-reputation-management (1), Reputation Pros in review-and-reputation-management (1), Reputation, formerly Reputation.com in review-and-reputation-management (1), Research and Markets in market-intelligence (1), Resonance Advertising in audio-and-podcast-advertising (1), ResponseTap in call-tracking (1), ReviewGate / Trustpilot in review-and-reputation-management (1), ReviewInc Enterprise Reputation Management in review-and-reputation-management (1), ReviewVio in review-and-reputation-management (1), RevoScale in email-verification (1), RevoScale's Unlimited Email Finder in email-verification (1), Revs in revenue-intelligence-and-forecasting (1), Rework Commerce Ops in order-management-systems (1), Rework Sales Ops in sales-engagement (1), Rezolve (formerly Bluedot) in retail-proximity-and-iot-marketing (1), Rezolve.ai in workflow-automation-and-ipaas (1), Richardson in sales-coaching-and-training (1), RingCentral Conversations AI in conversation-intelligence (1), RingCentral Events, formerly Hopin in webinar-virtual-events (1), Ringlyn in ai-voice-agents (1), RiskProfiler in brand-protection (1), Rival Tech in audience-and-consumer-insights (1), Rivalus in data-clean-rooms (1), Roam Research in knowledge-base-and-self-service (1), Robocorp in workflow-automation-and-ipaas (1), Rohirrim in rfp-response-software (1), Rolljak in sales-gamification (1), Roster in identity-resolution (1), Roundel Precision Plus in retail-media-platforms (1), Routee in lead-routing-and-management (1), Rspamd in email-deliverability-and-testing (1), Rubicon Carbon in pricing-optimization (1), RunPod in creative-automation (1), Runner EDQ in address-verification (1), S&P Global (formerly Capital IQ) in market-intelligence (1), S&P Global MI in market-intelligence (1), S3 in video-marketing-and-hosting (1), SAP in client-onboarding (1), SAP in crm-data-quality-and-deduplication (1), SAP in customer-feedback-and-surveys (1), SAP in data-management-platforms (1), SAP in field-sales-tools (1), SAP in loyalty-advocacy-and-referrals (1), SAP in sales-commissions-and-incentive-compensation (1), SAP BRIM in billing-and-subscription-management (1), SAP Cloud Platform Integration (CPI) in workflow-automation-and-ipaas (1), SAP Commerce in ecommerce-marketing (1), SAP Commerce in ecommerce-platforms (1), SAP Commerce Cloud OMS in order-management-systems (1), SAP Commerce Cloud PIM in product-information-management (1), SAP Convergent Charging in pricing-optimization (1), SAP Customer Data Cloud in customer-data-platforms (1), SAP Customer Data Cloud & Qualtrics XM in customer-intelligence-and-data-science (1), SAP ECC in data-management-platforms (1), SAP ECC/ S/4HANA in order-management-systems (1), SAP Hybris Cloud for Customer (C4C) in crm (1), SAP Hybris Native Solr Search in ecommerce-search-and-merchandising (1), SAP NetWeaver in data-management-platforms (1), SAP Order Management foundation in order-management-systems (1), SAP Order Management foundation / SAP Order Management Services in order-management-systems (1), SAP Partner Management in SAP CX suite in partner-relationship-management (1), SAP Price Optimization / SAP Pricing in pricing-optimization (1), SAP S/4HANA Cloud Order Management in order-management-systems (1), SAP S/4HANA Cloud Order Management / SAP Commerce Cloud in order-management-systems (1), SAP S/4HANA Order Management in order-management-systems (1), SAP SPM in territory-and-quota-planning (1), SAP Sales Territory and Quota in territory-and-quota-planning (1), SAP Sales/Service Cloud in crm (1), SAP Territory and Quota Management in territory-and-quota-planning (1), SAP's order-management capabilities in order-management-systems (1), SAS MDM in data-management-platforms (1), SEMrush-like intelligence tools in search-and-social-advertising-platforms (1), SEOcrawl AI in seo-content-optimization (1), SEQUESTO in rfp-response-software (1), SK Pricer (by Simon-Kucher & Partners) in pricing-optimization (1), SOCi Platform in channel-partner-and-local-marketing (1), SQM CX Quality in contact-center-quality-assurance (1), SQM Group AutoCX in contact-center-quality-assurance (1), Sage Sales Management (ForceManager) in field-sales-tools (1), Sailes in ai-sdr-agents (1), Sales Programs in sales-enablement-and-content (1), SalesLoft AI in ai-sdr-agents (1), SalesStack in sales-engagement (1), SalesTools (Sally AI) in ai-sdr-agents (1), Salesboom CRM Software in lead-routing-and-management (1), Salesforce in ai-sdr-agents (1), Salesforce in audience-and-consumer-insights (1), Salesforce in billing-and-subscription-management (1), Salesforce in content-marketing-platforms (1), Salesforce in contract-lifecycle-management-and-e-signature (1), Salesforce in customer-feedback-and-surveys (1), Salesforce in digital-asset-management (1), Salesforce in digital-sales-rooms (1), Salesforce in email-deliverability-and-testing (1), Salesforce in experimentation-and-personalization (1), Salesforce in product-information-management (1), Salesforce in proposal-software (1), Salesforce in retail-proximity-and-iot-marketing (1), Salesforce in sms-and-whatsapp-marketing (1), Salesforce in social-media-management (1), Salesforce (Customer 360) in customer-intelligence-and-data-science (1), Salesforce (Data Cloud / Customer 360 / CDP offerings) in customer-intelligence-and-data-science (1), Salesforce (Einstein Analytics / Tableau) in customer-intelligence-and-data-science (1), Salesforce (MuleSoft Anypoint Platform) in workflow-automation-and-ipaas (1), Salesforce (Sales Cloud + Einstein GPT) in ai-sdr-agents (1), Salesforce (with Einstein AI for market intelligence) in market-intelligence (1), Salesforce (with field sales add-ons) in field-sales-tools (1), Salesforce (with integrated dialer) in sales-dialers-and-calling (1), Salesforce Advertising Studio / Audience Studio in search-and-social-advertising-platforms (1), Salesforce Agentforce Commerce in ecommerce-platforms (1), Salesforce Agentforce Contact Center in contact-center-platforms (1), Salesforce Agentforce Prospecting in ai-sdr-agents (1), Salesforce Agentforce Service Cloud in knowledge-base-and-self-service (1), Salesforce Analytics/Einstein in customer-intelligence-and-data-science (1), Salesforce Attribution in attribution-mmm (1), Salesforce CLM / CPQ in contract-lifecycle-management-and-e-signature (1), Salesforce CLM bolt-ons in contract-lifecycle-management-and-e-signature (1), Salesforce Channel Engagement in channel-partner-and-local-marketing (1), Salesforce Chatter badges in sales-gamification (1), Salesforce Cloud Platform in field-sales-tools (1), Salesforce Commerce Cloud B2B Commerce in ecommerce-search-and-merchandising (1), Salesforce Commerce Cloud Standard Analytics in web-analytics (1), Salesforce Commerce Cloud catalogs in product-information-management (1), Salesforce Community in community-platforms (1), Salesforce Contact Center with Amazon Connect in contact-center-platforms (1), Salesforce Conversation Cloud in conversational-marketing (1), Salesforce Data Clean Rooms (Data 360) in data-clean-rooms (1), Salesforce Digital Accessibility in website-governance-and-accessibility (1), Salesforce Distributed Marketing & Partner Experience Cloud in channel-partner-and-local-marketing (1), Salesforce Einstein Coaching in sales-coaching-and-training (1), Salesforce Einstein Onboarding in client-onboarding (1), Salesforce Einstein SDR in ai-sdr-agents (1), Salesforce Einstein Service Agent in chatbots-and-conversational-ai-for-support (1), Salesforce Einstein Service Agent / Einstein Bots in chatbots-and-conversational-ai-for-support (1), Salesforce Event Connect in event-lead-capture (1), Salesforce Field Service or Sales Cloud in field-sales-tools (1), Salesforce Health Cloud in customer-success-platforms (1), Salesforce Identity in identity-resolution (1), Salesforce Industries CPQ / Salesforce CPQ in cpq (1), Salesforce Knowledge with Experience Cloud in knowledge-base-and-self-service (1), Salesforce Live Agent in conversational-marketing (1), Salesforce Loyalty Management with B2B Referral Management in loyalty-advocacy-and-referrals (1), Salesforce MC in email-deliverability-and-testing (1), Salesforce Maps standalone mobile in field-sales-tools (1), Salesforce Marketing Cloud Account Engagement – formerly Pardot in marketing-automation (1), Salesforce Marketing Cloud Account Engagement, formerly Pardot in marketing-automation (1), Salesforce Marketing Cloud Mobile Studio in sms-and-whatsapp-marketing (1), Salesforce Marketing Cloud with Einstein AI in ai-marketing-agents (1), Salesforce Marketing Cloud with Einstein/Agentforce in ai-marketing-agents (1), Salesforce Marketing Cloud, incl. Marketing Cloud Account Engagement / Pardot in ecommerce-marketing (1), Salesforce Marketing Intelligence in customer-intelligence-and-data-science (1), Salesforce Mobile Cloud in field-sales-tools (1), Salesforce Native Scheduling in meeting-scheduling (1), Salesforce OmniStudio in lead-routing-and-management (1), Salesforce Real-Time CDP in data-management-platforms (1), Salesforce Revenue Cloud CPQ / Salesforce CPQ in proposal-software (1), Salesforce Sales Cloud with Einstein Lead Routing in lead-routing-and-management (1), Salesforce Sales Cloud with Field Service Lightning in field-sales-tools (1), Salesforce Sales Cloud with Sales Engagement in sales-engagement (1), Salesforce Sales Enablement in sales-coaching-and-training (1), Salesforce Sales Performance Management Suite in territory-and-quota-planning (1), Salesforce Service Cloud Einstein in chatbots-and-conversational-ai-for-support (1), Salesforce Service Cloud Einstein in contact-center-platforms (1), Salesforce Service Cloud with Einstein AI in chatbots-and-conversational-ai-for-support (1), Salesforce Standard Lead Assignment Rules in lead-routing-and-management (1), Salesforce Value Selling (formerly Valeant) in value-selling-tools (1), Salesforce native assignment rules alone in lead-routing-and-management (1), Salesforce native data quality tools in crm-data-quality-and-deduplication (1), Salesforce with Salesforce Maps in field-sales-tools (1), Salesforce's Agentforce 360 Platform in consent-and-privacy-management (1), Salesforce's Einstein commerce capabilities in ecommerce-search-and-merchandising (1), Salesforce's current Revenue Management/Revenue Cloud offering in cpq (1), Salesforce's newer Revenue Management product in cpq (1), Salesforce-native models in attribution-mmm (1), Salesforce-native options in customer-success-platforms (1), Salesforce-native routing in lead-routing-and-management (1), Salesforce/Pardot in landing-pages-and-interactive-content (1), Salesforce\u2019s Territory Planning in territory-and-quota-planning (1), Saleshub.ai in data-enrichment (1), Salesloft Chat Agents in chatbots-and-conversational-ai-for-support (1), Sam's Club in retail-media-platforms (1), Samooha in data-clean-rooms (1), Samsung Ads in programmatic-and-display-advertising (1), Sana Commerce Cloud in ecommerce-platforms (1), ScoreNotch in sales-gamification (1), Scorecard Research in review-and-reputation-management (1), Screaming Frog standalone in seo-content-optimization (1), Search Atlas LLM Visibility in ai-visibility-tracking (1), Search.io in ecommerce-search-and-merchandising (1), Search4Clicks in affiliate-and-partner-management (1), SearchTap in ecommerce-search-and-merchandising (1), Searchandising in ecommerce-search-and-merchandising (1), Sears AI Chatbot in ai-voice-agents (1), SecureCompute in data-clean-rooms (1), Seedtag in native-and-content-advertising (1), Seismic – Highspot in sales-coaching-and-training (1), Self-Hosted Confluence in knowledge-base-and-self-service (1), Self-Hosted PostHog in product-analytics (1), Self-Managed WordPress in marketing-cms (1), Self-hosted Elasticsearch/OpenSearch in ecommerce-search-and-merchandising (1), Self-hosted WordPress.org in marketing-cms (1), SellerChamp in pricing-optimization (1), Sellora in ai-sdr-agents (1), Semalt in seo-content-optimization (1), Semrush Content Template in seo-content-optimization (1), Semrush's Enterprise AI visibility offering in ai-visibility-tracking (1), Sendoso, now Alyce by Sendoso in direct-mail-and-gifting (1), Sendoso, specifically Alyce by Sendoso in direct-mail-and-gifting (1), Senseloom in conversation-intelligence (1), Sensorberg in retail-proximity-and-iot-marketing (1), Sequel.io in webinar-virtual-events (1), Sequesto in proposal-software (1), ServiceFusion in field-sales-tools (1), ServiceNow App Engine in workflow-automation-and-ipaas (1), ServiceNow CRM in crm (1), ServiceNow Integration Hub in workflow-automation-and-ipaas (1), ServiceNow Orchestration in workflow-automation-and-ipaas (1), ServiceNow Sales Automation in field-sales-tools (1), ServicePath in cpq (1), SessionCam in session-replay-and-heatmaps (1), Seven by Radost IT in web-analytics (1), SharePoint Online in knowledge-base-and-self-service (1), SharePoint-based "CLM" solutions in contract-lifecycle-management-and-e-signature (1), Sharepoint-based advocates in employee-advocacy (1), Sharewave in employee-advocacy (1), Shareworthy in employee-advocacy (1), Shiftboard in meeting-scheduling (1), Shine Studio in review-and-reputation-management (1), Shinka in programmatic-and-display-advertising (1), Shopify Analytics in web-analytics (1), Shopify Billing in billing-and-subscription-management (1), Shopify Native Search in ecommerce-search-and-merchandising (1), Shopify Plus with B2B in ecommerce-platforms (1), Shopify native in ecommerce-search-and-merchandising (1), Shopify on Basic, Grow, or Advanced in ecommerce-platforms (1), Shopify's native product catalog in product-information-management (1), Shopify-native analytics in web-analytics (1), Showz in interactive-demo-platforms (1), Signature Hound in email-signature-management (1), Signicat (formerly eSignature.com) in email-signature-management (1), Signilio in sms-and-whatsapp-marketing (1), Signzy in client-onboarding (1), Similarweb GenAI Intelligence in ai-visibility-tracking (1), Simple Admation in marketing-resource-management (1), Simple SAP Territory & Quota in territory-and-quota-planning (1), Simple SiteChat in conversational-marketing (1), SimpliPost in print (1), Simulmedia (TV+) in video-advertising (1), Sinch Mailgun Optimize in email-deliverability-and-testing (1), Singlewire InformaCast in mobile-marketing-and-push (1), Sirion Labs in contract-lifecycle-management-and-e-signature (1), Sitation in product-information-management (1), Sitecore DAM in digital-asset-management (1), Sitecore Experience Commerce in ecommerce-platforms (1), Skopx in ai-marketing-agents (1), Skype in webinar-virtual-events (1), Slack Connect in in-app-messaging-and-customer-communications (1), Slack channels in knowledge-base-and-self-service (1), Slack group in community-platforms (1), SmartRefer in referral-and-partner-programs (1), Smartico in sales-gamification (1), Smartproxy in competitive-intelligence (1), Smarty - Enterprise Plans in address-verification (1), Snap in video-advertising (1), SnapApp in landing-pages-and-interactive-content (1), SnapDragon in brand-protection (1), Snapchat Ads Manager in video-advertising (1), Snaps in conversational-marketing (1), Snoball in loyalty-advocacy-and-referrals (1), Snowflake Global Data Clean Rooms in data-clean-rooms (1), Snowflake Identity Resolution in identity-resolution (1), Snowflake ecosystem solutions in identity-resolution (1), Snowflake's legacy Provider and Consumer Data Clean Rooms in data-management-platforms (1), Social Places in local-listings-management (1), Solitics in sales-gamification (1), Sona.ai in b2b-intent-data (1), SoundHound in ai-voice-agents (1), Sounder in audio-and-podcast-advertising (1), SphereMail in print (1), Spider Labs (by Protected Media) in click-fraud-protection (1), Spindle Yowza! Beacon Platform in retail-proximity-and-iot-marketing (1), Spot Intelligence in search-and-social-advertising-platforms (1), SpotRoku in video-advertising (1), Spotbookr in audience-and-consumer-insights (1), Spotify for Brands in audio-and-podcast-advertising (1), Spotify‑Centric Solutions in audio-and-podcast-advertising (1), Sprad.io in loyalty-advocacy-and-referrals (1), Spree Commerce in ecommerce-platforms (1), Spree Enterprise in ecommerce-platforms (1), Sprello in ecommerce-search-and-merchandising (1), SpringCM in contract-lifecycle-management-and-e-signature (1), Sprinklr Advocacy in employee-advocacy (1), Sprinklr Communities in community-platforms (1), Sprinklr Distributed in social-media-management (1), Sprinklr Social Advertising in search-and-social-advertising-platforms (1), Sprout Social Advocacy formerly Bambu in employee-advocacy (1), Sprout Social Suite in influencer-platforms (1), Sprout Social's Employee Advocacy in employee-advocacy (1), Spry in ecommerce-platforms (1), Spryker Search in ecommerce-search-and-merchandising (1), Squarespace Email in ecommerce-marketing (1), Stable Diffusion in creative-automation (1), Stackline in retail-media-platforms (1), Stacksync in workflow-automation-and-ipaas (1), Standalone Lead Routing Tools in territory-and-quota-planning (1), Standard BigCommerce in ecommerce-platforms (1), Standard Google Analytics in seo-content-optimization (1), Statisfy in customer-success-platforms (1), Statsig Warehouse Native in experimentation-and-personalization (1), SteadyPoint HelpDesk in customer-support-helpdesk (1), Steeple in digital-adoption-and-onboarding (1), Stibo STEP in product-information-management (1), Stibo Systems Product Experience Data Cloud in product-information-management (1), StoreHippo in ecommerce-platforms (1), StoreHippo in ecommerce-search-and-merchandising (1), Stova (formerly Aventri) Lead Capture in event-lead-capture (1), Stova Lead Capture in event-lead-capture (1), Strategy One in dashboards-and-data-visualization (1), Streamz in sales-gamification (1), Structure in channel-partner-and-local-marketing (1), SugarAI in crm (1), Suite (by Beta Systems) in workflow-automation-and-ipaas (1), SuiteBilling in billing-and-subscription-management (1), Sumboard in customer-intelligence-and-data-science (1), SundaySky in video-advertising (1), Supergrow.ai in employee-advocacy (1), SupportPal in customer-support-helpdesk (1), SurferSEO's AI Visibility Tools in ai-visibility-tracking (1), SurveyLama in customer-feedback-and-surveys (1), SurveyMonkey’s self-serve or team plans in customer-feedback-and-surveys (1), SutiCLM in contract-lifecycle-management-and-e-signature (1), Swirl Network in retail-proximity-and-iot-marketing (1), Symphony in in-app-messaging-and-customer-communications (1), SymphonyAI (Sybill) in conversation-intelligence (1), Symprex in email-signature-management (1), Synchronize Pro in meeting-scheduling (1), Syncron in pricing-optimization (1), Synervation.net in affiliate-and-partner-management (1), Syniti in data-management-platforms (1), Syntermedia.ai in programmatic-and-display-advertising (1), Synthetic in ai-voice-agents (1), Systech in brand-protection (1), TD Synnex Media Network in retail-media-platforms (1), Tableau Embedded in web-analytics (1), Tableau Prep in dashboards-and-data-visualization (1), Tableau Server in dashboards-and-data-visualization (1), Tactic in direct-mail-and-gifting (1), Tactic in print (1), Tagger Media in influencer-platforms (1), Talkdesk Autopilot in ai-voice-agents (1), Talkdesk CX Cloud / Customer Experience Automation in contact-center-platforms (1), Talkdesk Interaction & Quality Analytics in contact-center-quality-assurance (1), Talos in billing-and-subscription-management (1), Tarmac / RingCentral in conversation-intelligence (1), Teams Meetings in webinar-virtual-events (1), Teams Town Hall in webinar-virtual-events (1), Teams Webinars in webinar-virtual-events (1), TechDogs in retail-media-platforms (1), Telestream in video-advertising (1), Telmar/Helixa in audience-and-consumer-insights (1), Telum Media in pr-and-media-monitoring (1), Templafy Email Signature Server in email-signature-management (1), Temso in ai-visibility-tracking (1), Teneo.ai in ai-voice-agents (1), Tenon in content-marketing-platforms (1), Tenon HQ in channel-partner-and-local-marketing (1), Teradata Vantage in data-management-platforms (1), TestParty in website-governance-and-accessibility (1), Text Request in review-and-reputation-management (1), TextBolt in mobile-marketing-and-push (1), Textellent in sms-and-whatsapp-marketing (1), The Bricks in workflow-automation-and-ipaas (1), The Brooks Group in sales-coaching-and-training (1), The CTO Club in address-verification (1), TheBestReputation in review-and-reputation-management (1), TheBestReputation / Managed Service Providers in review-and-reputation-management (1), Threema Work in in-app-messaging-and-customer-communications (1), Tiger Pistol in video-advertising (1), Tightknit in community-platforms (1), TikTok Creator Center in social-media-management (1), Tinuiti in search-and-social-advertising-platforms (1), TomTom in retail-proximity-and-iot-marketing (1), Totango with Catalyst in customer-intelligence-and-data-science (1), Totara Learn in customer-education-and-lms (1), Touch Call Recording in conversation-intelligence (1), Touchbase in interactive-demo-platforms (1), TraceLink in ecommerce-platforms (1), Traditional Hadoop/Hive in data-warehouse-reverse-etl (1), Traditional SAP Commerce Cloud (Hybris) in ecommerce-marketing (1), Trainingpeaks in customer-education-and-lms (1), TransUnion Identity in identity-resolution (1), TransUnion TruAudience Identity in identity-resolution (1), Treasure Data Marketing Super Agent in ai-marketing-agents (1), Tribe.so (now Bettermode) in community-platforms (1), Trino in data-clean-rooms (1), TripAdvisor-centric tools in review-and-reputation-management (1), Triptych in channel-partner-and-local-marketing (1), Triton Digital - Triton Audio Marketplace / TAP in audio-and-podcast-advertising (1), Triton Digital Audio Marketplace in audio-and-podcast-advertising (1), Triton Digital TAP in audio-and-podcast-advertising (1), Truelty in identity-resolution (1), Trupeer AI in client-onboarding (1), TrustYou in review-and-reputation-management (1), Twilio in call-tracking (1), Twilio in chatbots-and-conversational-ai-for-support (1), Twilio in conversation-intelligence (1), Twilio (Enterprise SMS) in sms-and-whatsapp-marketing (1), Twilio (Programmable Messaging) in sms-and-whatsapp-marketing (1), Twilio (Programmable Voice + Flex) in ai-voice-agents (1), Twilio (including Twilio Engage) in sms-and-whatsapp-marketing (1), Twilio (with Twilio Segment & Twilio Engage) in sms-and-whatsapp-marketing (1), Twilio Call Tracking in call-tracking (1), Twilio Segment Engage in mobile-marketing-and-push (1), Twilio Sendbird in in-app-messaging-and-customer-communications (1), Twilio raw infrastructure in mobile-marketing-and-push (1), UBL Me in retail-proximity-and-iot-marketing (1), USPS Direct API in address-verification (1), USPS resellers in direct-mail-and-gifting (1), Uber Advertising in retail-media-platforms (1), Ulta Beauty's UB Media in retail-media-platforms (1), Unanimous AI in retail-proximity-and-iot-marketing (1), Unbounce Concierge in landing-pages-and-interactive-content (1), Uniform DXP in content-marketing-platforms (1), UnifyGTM in ai-sdr-agents (1), Unifyr One, formerly Zift Solutions / ZiftONE in partner-relationship-management (1), United's Kinective Media in retail-media-platforms (1), Universal Knowledge by KPSOL in knowledge-base-and-self-service (1), Unkover in competitive-intelligence (1), Unlayer SDK in landing-pages-and-interactive-content (1), Unwrap AI in customer-intelligence-and-data-science (1), UpResponse in customer-support-helpdesk (1), User1st in website-governance-and-accessibility (1), Usercentrics Cookiebot in consent-and-privacy-management (1), Usercentrics Enterprise Consent Management in consent-and-privacy-management (1), Usertour in in-app-messaging-and-customer-communications (1), VDX in video-advertising (1), Vablet in sales-enablement-and-content (1), Validity's contact-data-quality offering, powered by BriteVerify in email-verification (1), Valorem Logic in value-selling-tools (1), ValueCore, formerly VisualizeROI in value-selling-tools (1), ValueSell.ai in value-selling-tools (1), ValueSelling Framework in value-selling-tools (1), Variable in sales-commissions-and-incentive-compensation (1), Varicent SPM in territory-and-quota-planning (1), Varicent Sales Planning, Territory & Quota, and Quota Management in territory-and-quota-planning (1), Varicent – Sales Performance Management in territory-and-quota-planning (1), Varicent's Incentive Compensation Management (ICM) product in sales-commissions-and-incentive-compensation (1), Vast.ai in creative-automation (1), Vayu in pricing-optimization (1), Vbrick Rev in video-marketing-and-hosting (1), Veeva Vault CRM in field-sales-tools (1), Vencru (formerly CaptivateIQ) in sales-commissions-and-incentive-compensation (1), Vendori in cpq (1), Verida in identity-resolution (1), Verification.io in email-verification (1), VerifyClicks in click-fraud-protection (1), Verint CX Automation Platform in contact-center-quality-assurance (1), Verint Interaction Analytics in contact-center-quality-assurance (1), Verint Quality Excellence in contact-center-quality-assurance (1), Veritone in audio-and-podcast-advertising (1), Veritonic in audio-and-podcast-advertising (1), Verloop in conversational-marketing (1), ViBRA in ai-voice-agents (1), Viafoura in community-platforms (1), Vimeo Livestream in webinar-virtual-events (1), Viral Nation_Empower in loyalty-advocacy-and-referrals (1), ViralGain in in-app-messaging-and-customer-communications (1), Virto in ecommerce-marketing (1), Vistagy in value-selling-tools (1), Viva Engage in community-platforms (1), VizUp / newer entrants in content-marketing-platforms (1), Vocus/RFP360 in proposal-software (1), Vodlix in video-advertising (1), VoiceMap in contact-center-quality-assurance (1), Vonage Nice CXone in sales-dialers-and-calling (1), VouchedIn in referral-and-partner-programs (1), Voxentis in ai-voice-agents (1), WAHA in sms-and-whatsapp-marketing (1), WPP’s GroupM in data-clean-rooms (1), WSO2 in workflow-automation-and-ipaas (1), WatEase (by Wati) in sms-and-whatsapp-marketing (1), Wave cnct in event-lead-capture (1), Waymark in video-advertising (1), We Brand in creative-automation (1), Web Tonic in sms-and-whatsapp-marketing (1), Webcasts.com in event-management-platforms (1), Webex Contact Center AI QM in contact-center-quality-assurance (1), Weborama DMP in data-management-platforms (1), Welcoming Web in website-governance-and-accessibility (1), Whale in local-listings-management (1), WhatsApp Business Platform in sms-and-whatsapp-marketing (1), WhatsApp Business Platform (API) in sms-and-whatsapp-marketing (1), WhatsApp Business Platform with Wati in sms-and-whatsapp-marketing (1), WhatsApp threads in knowledge-base-and-self-service (1), Whisper in ai-voice-agents (1), WhoisXML API in brand-protection (1), Whopify in local-listings-management (1), Wide Angle Analytics in web-analytics (1), Wildcard in direct-mail-and-gifting (1), Wingify (The newly unified VWO + AB Tasty Platform) in experimentation-and-personalization (1), WoodWing Assets in digital-asset-management (1), WordPress with plugins in content-marketing-platforms (1), Workday Compensation in sales-commissions-and-incentive-compensation (1), Worksuite in contract-lifecycle-management-and-e-signature (1), Wpromote's MMM in attribution-mmm (1), Wufoo in customer-feedback-and-surveys (1), XPress Leads in event-lead-capture (1), XVerify Address Verification in address-verification (1), Xactly Align in territory-and-quota-planning (1), Xactly Incentive in territory-and-quota-planning (1), Xandr Invest (Microsoft) in video-advertising (1), Xfactor.io Value Selling Center in value-selling-tools (1), Xnurta in retail-media-platforms (1), Xymity in rfp-response-software (1), X‑Mode Social / Outlogic in retail-proximity-and-iot-marketing (1), Yammer add-ons in employee-advocacy (1), YellowBP in brand-protection (1), Yocale in meeting-scheduling (1), YouTube Programmatic Guaranteed on Display & Video 360 in video-advertising (1), YouTube Select in video-advertising (1), YouTube Studio Ads Manager in video-advertising (1), YouTube unlisted in video-marketing-and-hosting (1), ZINFI Technologies Unified Partner Management in partner-relationship-management (1), ZINFI Unified Channel Management (PRM + TCMA) in partner-relationship-management (1), Zapt / indoo.rs in retail-proximity-and-iot-marketing (1), Zebra Technologies in retail-proximity-and-iot-marketing (1), Zendesk Messaging in conversational-marketing (1), Zendesk Quality Management Software in contact-center-quality-assurance (1), Zendesk Sunshine Communities in community-platforms (1), Zendesk with AI in chatbots-and-conversational-ai-for-support (1), Zendesk's conversational platform in conversational-marketing (1), Zenphi in workflow-automation-and-ipaas (1), Zeotap Open CDP in data-management-platforms (1), Zignal Labs in pr-and-media-monitoring (1), Zinier in field-sales-tools (1), Zitcha in retail-media-platforms (1), Zoho in email-deliverability-and-testing (1), Zoho in field-sales-tools (1), Zoho in sms-and-whatsapp-marketing (1), Zoho Landing Page in landing-pages-and-interactive-content (1), Zoho‑native gamification tools in sales-gamification (1), Zoom Chat in in-app-messaging-and-customer-communications (1), Zoom IQ for Sales in conversation-intelligence (1), Zoom Workplace in meeting-scheduling (1), Zoom's scheduling features in meeting-scheduling (1), ZoomInfo (Pipeline) – Territory & Quota Planning in territory-and-quota-planning (1), ZoomInfo AI SDR in ai-sdr-agents (1), ZoomInfo Advertising in native-and-content-advertising (1), ZoomInfo Chorus.ai in conversation-intelligence (1), ZoomInfo Clean in crm-data-quality-and-deduplication (1), ZoomInfo Clean Data Service in crm-data-quality-and-deduplication (1), ZoomInfo Conversations Intelligence in conversation-intelligence (1), ZoomInfo GTM in meeting-scheduling (1), ZoomInfo Identity Resolution / matching in identity-resolution (1), ZoomInfo Native DSP in native-and-content-advertising (1), ZoomInfo Pipeline in crm (1), ZoomInfo Unify in lead-routing-and-management (1), ZoomInfo with Chorus in revenue-intelligence-and-forecasting (1), Zycus in ecommerce-platforms (1), airSlate SignNow in contract-lifecycle-management-and-e-signature (1), aso.watch in app-store-optimization (1), brandlight.ai in ai-visibility-tracking (1), cadent.tv in video-advertising (1), commeretools in ecommerce-search-and-merchandising (1), data.ai – formerly App Annie in app-store-optimization (1), dotSearch in ecommerce-search-and-merchandising (1), dunnhumby network alliance in retail-media-platforms (1), eBay Authenticity Guarantee in brand-protection (1), eCardWidget in direct-mail-and-gifting (1), elasticpath in ecommerce-platforms (1), fielddrive in event-lead-capture (1), five.reviews in review-and-reputation-management (1), free standard GTM in tag-management (1), heyBTW in channel-partner-and-local-marketing (1), i4a (Association Management) in community-platforms (1), iAdvize in conversational-marketing (1), iBridge in address-verification (1), iHeartMedia's Audience Network in audio-and-podcast-advertising (1), iHeartRadio Ad Studio in audio-and-podcast-advertising (1), iManage in contract-lifecycle-management-and-e-signature (1), iPaaS.com in workflow-automation-and-ipaas (1), invite.io in referral-and-partner-programs (1), legacy Adobe Campaign in mobile-marketing-and-push (1), legacy Avaya in contact-center-platforms (1), legacy Cisco P-CE in contact-center-platforms (1), legacy Oracle ATG in ecommerce-platforms (1), legacy Oracle SPM in territory-and-quota-planning (1), melissa.com in address-verification (1), monday AI Workspace in workflow-automation-and-ipaas (1), n8n Cloud in workflow-automation-and-ipaas (1), n8n cloud in workflow-automation-and-ipaas (1), nCino in client-onboarding (1), nCino Identity Solutions in address-verification (1), portatour in field-sales-tools (1), run.events in event-management-platforms (1), specialty department stores in retail-media-platforms (1), standard raw Twilio APIs in mobile-marketing-and-push (1), trysight.ai in content-marketing-platforms (1), uBlock Origin in click-fraud-protection (1), zinfi.com in channel-partner-and-local-marketing (1) Excluded by rule, 38 labels not scored: FitGap (7; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Google Sheets (6; general-purpose tool, not a vendor in the category), Excel (5; general-purpose tool, not a vendor in the category), Fitgap (3; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Excel/Google Sheets (2; general-purpose tool, not a vendor in the category), F6S (2; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), FitGAP (2; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Google Docs (2; general-purpose tool, not a vendor in the category), World Metrics (2; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Amazon (1; ad platform self-reported attribution, not a vendor in the category), Dupple (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Google Ads (1; ad platform self-reported attribution, not a vendor in the category), WifiTalents (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), WorldMetrics (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Zipdo (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), zipdo.co (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks) Category-scoped resolutions, 3897 labels. A bare vendor name was read as that vendor's product for the asked category, which assigns specificity the model did not write; each one is listed so the assumption is visible: Gainsight in customer-success-platforms read as Gainsight Customer Success (75), Amplitude in product-analytics read as Amplitude Analytics (74), Cvent in event-management-platforms read as Cvent Event Marketing & Management (70), Zendesk in customer-support-helpdesk read as Zendesk Support Suite (58), Akeneo in product-information-management read as Akeneo PIM (56), Anaplan in territory-and-quota-planning read as Anaplan Territory & Quota Planning (55), Icertis in contract-lifecycle-management-and-e-signature read as Icertis Contract Intelligence (55), Medallia in customer-feedback-and-surveys read as Medallia Experience Cloud (54), Sprinklr in social-media-management read as Sprinklr Social (52), Qualtrics in customer-feedback-and-surveys read as Qualtrics CustomerXM (49), Tealium iQ in tag-management read as Tealium iQ Tag Management (47), Varicent in territory-and-quota-planning read as Varicent Territory and Quota Planning (47), Wrike in marketing-resource-management read as Wrike for Marketing (45), Salesforce in crm read as Salesforce Sales Cloud (44), Cision in pr-and-media-monitoring read as CisionOne (43), Impartner in partner-relationship-management read as Impartner PRM (43), PROS in pricing-optimization read as PROS Smart Price Optimization & Management (42), LiveRamp in identity-resolution read as LiveRamp Identity Resolution (41), Databricks in data-warehouse-reverse-etl read as Databricks SQL Warehouse (39), Impartner in channel-partner-and-local-marketing read as Impartner PRM (38), Usercentrics in consent-and-privacy-management read as Usercentrics CMP (38), Xactly in sales-commissions-and-incentive-compensation read as Xactly Incent (37), BigCommerce Enterprise in ecommerce-platforms read as BigCommerce B2B Edition (36), Bloomreach in ecommerce-search-and-merchandising read as Bloomreach Discovery (36), Sitecore in marketing-cms read as Sitecore Experience Platform (35), CaptivateIQ in territory-and-quota-planning read as CaptivateIQ Planning (34), PostGrid in address-verification read as PostGrid Address Verification (34), Seismic in sales-coaching-and-training read as Seismic Enablement Cloud (30), Inriver in product-information-management read as Inriver PIM (29), Influitive in loyalty-advocacy-and-referrals read as Influitive AdvocateHub (28), RudderStack in data-warehouse-reverse-etl read as RudderStack Reverse ETL (28), Twilio in mobile-marketing-and-push read as Twilio Programmable Messaging (28), CodeTwo in email-signature-management read as CodeTwo Email Signatures 365 (25), Klaviyo in sms-and-whatsapp-marketing read as Klaviyo SMS (25), LiveRamp in data-clean-rooms read as LiveRamp Clean Room (25), NICE CXone in contact-center-quality-assurance read as NICE CXone Quality Management (24), Hightouch in identity-resolution read as Hightouch Adaptive Identity Resolution (23), ZINFI in partner-relationship-management read as ZINFI Unified Partner Management (22), Intercom Fin in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (21), MuleSoft in workflow-automation-and-ipaas read as MuleSoft Anypoint Platform (21), DealHub in digital-sales-rooms read as DealHub DealRoom (20), ZINFI in channel-partner-and-local-marketing read as ZINFI Unified Partner Management (20), HubSpot in crm read as HubSpot CRM (19), Khoros in community-platforms read as Khoros Communities (19), Salesforce CPQ in cpq read as Salesforce Revenue Cloud (19), Salesloft in sales-dialers-and-calling read as Salesloft Dialer (19), Showpad in sales-coaching-and-training read as Showpad Coach (19), Experian in identity-resolution read as Experian Identity Resolution (18), HubSpot in landing-pages-and-interactive-content read as HubSpot Landing Pages (18), Informatica in crm-data-quality-and-deduplication read as Informatica Data Quality (18), Conga in proposal-software read as Conga Composer (17), Monday.com in marketing-resource-management read as monday.com Work Management (17), Outreach in sales-dialers-and-calling read as Outreach Voice (17), Yotpo in loyalty-advocacy-and-referrals read as Yotpo Loyalty & Referrals (17), BigCommerce in ecommerce-platforms read as BigCommerce B2B Edition (16), Conga in contract-lifecycle-management-and-e-signature read as Conga CLM (16), Fluent Commerce in order-management-systems read as Fluent Order Management (16), Sprinklr in content-marketing-platforms read as Sprinklr Marketing (16), Stibo Systems in product-information-management read as Stibo Systems STEP (16), Tealium in tag-management read as Tealium iQ Tag Management (16), Zendesk in chatbots-and-conversational-ai-for-support read as Zendesk AI (16), Zendesk in knowledge-base-and-self-service read as Zendesk Guide (16), ZoomInfo in account-based-marketing-platforms read as ZoomInfo Marketing (16), Databricks in data-clean-rooms read as Databricks Clean Rooms (15), Gong in sales-enablement-and-content read as Gong Enable (15), Intercom in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (15), Piwik PRO in tag-management read as Piwik PRO Tag Manager (15), Artisan (Ava) in ai-sdr-agents read as Artisan Ava (14), Brandwatch in audience-and-consumer-insights read as Brandwatch Consumer Intelligence (14), HubSpot in marketing-automation read as HubSpot Marketing Hub (14), Databricks in data-management-platforms read as Databricks Lakehouse (13), Foursquare in retail-proximity-and-iot-marketing read as Foursquare Proximity (13), Snowflake in data-clean-rooms read as Snowflake Data Clean Rooms (13), Sprinklr in audience-and-consumer-insights read as Sprinklr Insights (13), ZoomInfo in sales-engagement read as ZoomInfo Engage (13), CoSchedule in content-marketing-platforms read as CoSchedule Marketing Suite (12), DealHub.io in digital-sales-rooms read as DealHub DealRoom (12), Elastic Path in ecommerce-platforms read as Elastic Path Composable Commerce (12), Nielsen in attribution-mmm read as Nielsen Marketing Mix Modeling (12), Verint in contact-center-quality-assurance read as Verint Quality Management (12), inRiver in product-information-management read as Inriver PIM (12), CallMiner in contact-center-quality-assurance read as CallMiner Eureka (11), CallMiner in conversation-intelligence read as CallMiner Eureka (11), Cision (CisionOne) in pr-and-media-monitoring read as CisionOne (11), Commanders Act in tag-management read as Commanders Act Enterprise Tag Manager (11), Experian in address-verification read as Experian Data Quality (11), Gong in sales-engagement read as Gong Engage (11), HubSpot in email-marketing read as HubSpot Marketing Hub (11), Kiflo in partner-relationship-management read as Kiflo PRM (11), Mobly in event-lead-capture read as Mobly Capture (11), OpenText in digital-asset-management read as OpenText Media Management (11), Qualtrics XM in customer-feedback-and-surveys read as Qualtrics CustomerXM (11), Semrush in ai-visibility-tracking read as Semrush AI Visibility Toolkit (11), Tealium in data-management-platforms read as Tealium Customer Data Hub (11), TikTok in video-advertising read as TikTok Ads (11), inriver in product-information-management read as Inriver PIM (11), mParticle in identity-resolution read as mParticle IDSync (11), Deepgram in ai-voice-agents read as Deepgram Voice Agent API (10), Genesys in contact-center-platforms read as Genesys Cloud CX (10), HubSpot in content-marketing-platforms read as HubSpot Content Hub (10), HubSpot in ecommerce-marketing read as HubSpot Marketing Hub (10), HubSpot ABM in account-based-marketing-platforms read as HubSpot Marketing Hub (10), Hunter in email-verification read as Hunter Email Verifier (10), Medallia in customer-intelligence-and-data-science read as Medallia Experience Cloud (10), Plausible in web-analytics read as Plausible Analytics (10), Acxiom in identity-resolution read as Acxiom Real Identity (9), Ahrefs in ai-visibility-tracking read as Ahrefs Brand Radar (9), Artisan in ai-sdr-agents read as Artisan Ava (9), Informatica Cloud Data Quality in crm-data-quality-and-deduplication read as Informatica Data Quality (9), Qlik in dashboards-and-data-visualization read as Qlik Sense (9), Salesforce Agentforce in ai-sdr-agents read as Salesforce Agentforce SDR (9), Salesloft in conversation-intelligence read as Salesloft Conversations (9), Segment in identity-resolution read as Twilio Segment Unify (9), ServiceNow in workflow-automation-and-ipaas read as ServiceNow Flow Designer (9), Spotify in audio-and-podcast-advertising read as Spotify Ad Studio (9), Stream in in-app-messaging-and-customer-communications read as Stream Chat (9), TransUnion in identity-resolution read as TransUnion TruAudience (9), Zendesk in contact-center-platforms read as Zendesk Contact Center (9), Conga Price Optimization in pricing-optimization read as Conga Price Optimization & Management (8), HubSpot in lead-routing-and-management read as HubSpot Sales Hub (8), Informatica in data-management-platforms read as Informatica Intelligent Data Management Cloud (8), MuleSoft (Salesforce) in workflow-automation-and-ipaas read as MuleSoft Anypoint Platform (8), NetSuite in order-management-systems read as NetSuite Order Management (8), Oracle Commerce in ecommerce-platforms read as Oracle CX Commerce (8), Outreach in conversation-intelligence read as Outreach Kaia (8), Salesloft in ai-sdr-agents read as Salesloft Rhythm (8), ServiceNow in knowledge-base-and-self-service read as ServiceNow Knowledge Management (8), SplitMetrics in app-store-optimization read as SplitMetrics Optimize (8), Twilio Segment in identity-resolution read as Twilio Segment Unify (8), YouTube in video-advertising read as YouTube Ads (8), Zoom in webinar-virtual-events read as Zoom Webinars (8), monday.com in marketing-resource-management read as monday.com Work Management (8), Ataccama in crm-data-quality-and-deduplication read as Ataccama ONE (7), Blue Yonder in order-management-systems read as Blue Yonder Order Management (7), Collibra in crm-data-quality-and-deduplication read as Collibra Data Quality (7), Deque in website-governance-and-accessibility read as Deque axe Platform (7), Mediafly Value360 in value-selling-tools read as Mediafly Value (7), Oracle in crm read as Oracle Sales (7), Plauti in crm-data-quality-and-deduplication read as Plauti Deduplicate (7), SAP in order-management-systems read as SAP S/4HANA (7), Salesforce in lead-routing-and-management read as Salesforce Lead Assignment Rules (7), Salesloft in sales-coaching-and-training read as Salesloft Conversations (7), Sinch in mobile-marketing-and-push read as Sinch (7), Adobe Experience Manager (AEM) Sites in marketing-cms read as Adobe Experience Manager (6), Amplemarket in ai-sdr-agents read as Amplemarket Duo (6), Clari in sales-engagement read as Groove (6), Cvent in event-lead-capture read as Cvent LeadCapture (6), Dialpad in contact-center-platforms read as Dialpad Ai Contact Center (6), Gainsight inSided in community-platforms read as Gainsight Customer Communities (6), Genesys in contact-center-quality-assurance read as Genesys Cloud CX (6), HubSpot Breeze AI in ai-marketing-agents read as HubSpot Breeze (6), Impartner in referral-and-partner-programs read as Impartner PRM (6), Informatica in workflow-automation-and-ipaas read as Informatica Intelligent Cloud Services (6), Informatica IDMC in data-management-platforms read as Informatica Intelligent Data Management Cloud (6), Kibo in order-management-systems read as Kibo Order Management (6), Northern Light in market-intelligence read as Northern Light SinglePoint (6), Rasa in ai-voice-agents read as Rasa Voice (6), Stibo Systems (STEP) in product-information-management read as Stibo Systems STEP (6), Yotpo in referral-and-partner-programs read as Yotpo Loyalty & Referrals (6), Absorb in customer-education-and-lms read as Absorb LMS (5), Adform in programmatic-and-display-advertising read as Adform DSP (5), Adobe in customer-data-platforms read as Adobe Real-Time CDP (5), Calabrio in contact-center-quality-assurance read as Calabrio ONE (5), Calabrio ONE in contact-center-quality-assurance read as Calabrio ONE (5), Clari in conversation-intelligence read as Clari Copilot (5), Five9 in contact-center-quality-assurance read as Five9 Quality Management (5), HUMAN in click-fraud-protection read as HUMAN Security (5), HubSpot in sales-engagement read as HubSpot Sales Hub (5), Hunter.io in email-verification read as Hunter Email Verifier (5), Informatica in identity-resolution read as Informatica MDM (5), Jitterbit in workflow-automation-and-ipaas read as Jitterbit Harmony (5), LinkedIn in video-advertising read as LinkedIn Video Ads (5), Moloco in retail-media-platforms read as Moloco Retail Media Platform (5), Qualified in ai-sdr-agents read as Qualified Piper (5), Rakuten in affiliate-and-partner-management read as Rakuten Advertising (5), Reply.io (Jason AI) in ai-sdr-agents read as Reply.io Jason (5), SAP in crm read as SAP Sales Cloud (5), SAP in product-information-management read as SAP Master Data Governance (5), Salesforce in revenue-intelligence-and-forecasting read as Salesforce Revenue Intelligence (5), Sitecore XM Cloud in marketing-cms read as Sitecore Experience Platform (5), Sprout Social Advocacy in employee-advocacy read as Sprout Social Employee Advocacy (5), Tealium AudienceStream in data-management-platforms read as Tealium Customer Data Hub (5), Webex Events & Webinars in webinar-virtual-events read as Webex Webinars (5), WordStream in search-and-social-advertising-platforms read as WordStream Advisor (5), Adobe Experience Manager in digital-asset-management read as Adobe Experience Manager Assets (4), Akeneo (Enterprise Edition) in product-information-management read as Akeneo PIM (4), BrightEdge in ai-visibility-tracking read as BrightEdge AI Catalyst (4), Freshworks Freddy AI in chatbots-and-conversational-ai-for-support read as Freshworks Freddy AI Agent (4), HubSpot in customer-success-platforms read as HubSpot Customer Success Workspace (4), Informatica in product-information-management read as Informatica Product 360 (4), Intercom (Fin AI Agent) in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (4), Intercom (Fin AI) in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (4), Kixie in sales-dialers-and-calling read as Kixie PowerCall (4), Klaviyo in customer-data-platforms read as Klaviyo Data Platform (4), Matomo in tag-management read as Matomo Tag Manager (4), NICE in contact-center-quality-assurance read as NICE CXone Quality Management (4), Oracle in customer-data-platforms read as Oracle Unity (4), PROS in cpq read as PROS Smart CPQ (4), PROS CPQ in cpq read as PROS Smart CPQ (4), Redpoint in identity-resolution read as Redpoint Global (4), Retell in ai-voice-agents read as Retell AI (4), SAP in ecommerce-platforms read as SAP Commerce Cloud (4), Salesforce CPQ (Revenue Cloud) in cpq read as Salesforce Revenue Cloud (4), Snowflake Clean Rooms in data-clean-rooms read as Snowflake Data Clean Rooms (4), Squarespace in ecommerce-platforms read as Squarespace Commerce (4), Xactly (Incent) in sales-commissions-and-incentive-compensation read as Xactly Incent (4), Yotpo Loyalty in loyalty-advocacy-and-referrals read as Yotpo Loyalty & Referrals (4), Zinfi in channel-partner-and-local-marketing read as ZINFI Unified Partner Management (4), Zoho in crm read as Zoho CRM (4), ZoomInfo in sales-dialers-and-calling read as ZoomInfo Copilot Dialer (4), Acquia in marketing-cms read as Acquia Drupal (3), Acquia (Widen Collective) in digital-asset-management read as Acquia DAM (3), Acquia Monsido in website-governance-and-accessibility read as Acquia Web Governance (3), Adobe in programmatic-and-display-advertising read as Adobe Advertising (3), Adobe AEM in marketing-cms read as Adobe Experience Manager (3), Adobe Advertising Cloud DSP in programmatic-and-display-advertising read as Adobe Advertising (3), Adobe Experience Manager, AEM in marketing-cms read as Adobe Experience Manager (3), Adobe Real-Time CDP B2B Edition in customer-data-platforms read as Adobe Real-Time CDP (3), Amazon in programmatic-and-display-advertising read as Amazon DSP (3), Avaya in contact-center-platforms read as Avaya Infinity (3), Braze in ai-marketing-agents read as Braze AI (3), Comarch in loyalty-advocacy-and-referrals read as Comarch Loyalty Management (3), Conga in cpq read as Conga CPQ (3), Conga POM in pricing-optimization read as Conga Price Optimization & Management (3), Conga Smart CPQ in cpq read as Conga CPQ (3), Convert in experimentation-and-personalization read as Convert Experiences (3), Convert.com in experimentation-and-personalization read as Convert Experiences (3), Coupa in contract-lifecycle-management-and-e-signature read as Coupa CLM (3), Deque (axe) in website-governance-and-accessibility read as Deque axe Platform (3), EventMobi in event-lead-capture read as EventMobi Lead Capture (3), Facebook in video-marketing-and-hosting read as Facebook Video (3), Gainsight in community-platforms read as Gainsight Customer Communities (3), Genesys in sales-dialers-and-calling read as Genesys Cloud CX (3), Google Calendar in meeting-scheduling read as Google Calendar Appointment Scheduling (3), Google Cloud BigQuery in data-management-platforms read as BigQuery (3), Help Scout in knowledge-base-and-self-service read as Help Scout Docs (3), Hootsuite in search-and-social-advertising-platforms read as Hootsuite Ads (3), HubSpot in account-based-marketing-platforms read as HubSpot Marketing Hub (3), HubSpot in channel-partner-and-local-marketing read as HubSpot Marketing Hub (3), HubSpot in customer-intelligence-and-data-science read as HubSpot CRM (3), HubSpot in revenue-intelligence-and-forecasting read as HubSpot Sales Hub (3), HubSpot in sales-dialers-and-calling read as HubSpot Sales Hub (3), HubSpot in sales-enablement-and-content read as HubSpot Sales Hub (3), HubSpot in social-media-management read as HubSpot Social (3), HubSpot (Marketing Hub Enterprise) in marketing-automation read as HubSpot Marketing Hub (3), InRiver in product-information-management read as Inriver PIM (3), Influitive (AdvocateHub) in loyalty-advocacy-and-referrals read as Influitive AdvocateHub (3), Intercom in knowledge-base-and-self-service read as Intercom Articles (3), KIBO in order-management-systems read as Kibo Order Management (3), KIBO OMS in order-management-systems read as Kibo Order Management (3), Klaviyo in ai-marketing-agents read as Klaviyo AI (3), Magentrix in channel-partner-and-local-marketing read as Magentrix PRM (3), Magnolia in marketing-cms read as Magnolia CMS (3), Meta in programmatic-and-display-advertising read as Meta Ads (3), Nielsen in audience-and-consumer-insights read as Nielsen One (3), Nielsen Marketing Mix in attribution-mmm read as Nielsen Marketing Mix Modeling (3), OpenText Digital Asset Management in digital-asset-management read as OpenText Media Management (3), Optimizely Content Marketing Platform (CMP) in content-marketing-platforms read as Optimizely CMP (3), Oracle in partner-relationship-management read as Oracle Partner Relationship Management (3), Oracle BlueKai DMP in data-management-platforms read as Oracle BlueKai (3), Outreach in sales-coaching-and-training read as Outreach Kaia (3), Qualified (Piper) in ai-sdr-agents read as Qualified Piper (3), Roku in video-advertising read as Roku Ads (3), SAP Ariba in contract-lifecycle-management-and-e-signature read as SAP Ariba Contracts (3), SalesLoft in sales-coaching-and-training read as Salesloft Conversations (3), Salesforce in customer-data-platforms read as Salesforce Data Cloud (3), Salesforce (Sales Cloud) in crm read as Salesforce Sales Cloud (3), Salesforce Partner Relationship Management in partner-relationship-management read as Salesforce PRM (3), Salesforge in ai-sdr-agents read as Salesforge Agent Frank (3), Semrush in content-marketing-platforms read as Semrush Content Marketing Platform (3), Semrush in local-listings-management read as Semrush Local (3), Shopify in order-management-systems read as Shopify OMS (3), Squarespace in ecommerce-marketing read as Squarespace Commerce (3), WinPure in crm-data-quality-and-deduplication read as WinPure Clean & Match (3), YouGov in audience-and-consumer-insights read as YouGov Profiles (3), ZINFI in referral-and-partner-programs read as ZINFI Unified Partner Management (3), ZINFI Technologies in channel-partner-and-local-marketing read as ZINFI Unified Partner Management (3), ZINFI UPM in channel-partner-and-local-marketing read as ZINFI Unified Partner Management (3), ZINFI UPM in partner-relationship-management read as ZINFI Unified Partner Management (3), Zendesk in conversational-marketing read as Zendesk Chat (3), ZoomInfo in ai-sdr-agents read as ZoomInfo Copilot (3), Zuora in cpq read as Zuora CPQ (3), Acuity in meeting-scheduling read as Acuity Scheduling (2), Adobe Experience Platform (AEP) Tags (formerly Adobe Launch) in tag-management read as Adobe Experience Platform Tags (2), Adobe GenStudio for Performance Marketing in creative-automation read as Adobe GenStudio (2), Akeneo Enterprise in product-information-management read as Akeneo PIM (2), Artisan AI in ai-sdr-agents read as Artisan Ava (2), Artisan AI (Ava) in ai-sdr-agents read as Artisan Ava (2), Bland in ai-voice-agents read as Bland AI (2), Blue Yonder (JDA) in order-management-systems read as Blue Yonder Order Management (2), Blue Yonder (formerly JDA) in order-management-systems read as Blue Yonder Order Management (2), Calendly in lead-routing-and-management read as Calendly Routing (2), Cincom in cpq read as Cincom CPQ (2), Cisco Webex in webinar-virtual-events read as Cisco Webex Webinars (2), Cisco Webex Events in webinar-virtual-events read as Cisco Webex Webinars (2), CoSchedule (Marketing Suite) in content-marketing-platforms read as CoSchedule Marketing Suite (2), Comarch Loyalty in loyalty-advocacy-and-referrals read as Comarch Loyalty Management (2), Conga POM (Price Optimization & Management) in pricing-optimization read as Conga Price Optimization & Management (2), Elastic Path in ecommerce-marketing read as Elastic Path Composable Commerce (2), Experian in crm-data-quality-and-deduplication read as Experian Data Quality (2), Fluent Commerce (Fluent Order Management) in order-management-systems read as Fluent Order Management (2), Foursquare (Pilgrim SDK) in retail-proximity-and-iot-marketing read as Foursquare Proximity (2), Frends in workflow-automation-and-ipaas read as Frends iPaaS (2), Gainsight Customer Education, formerly Northpass in customer-education-and-lms read as Gainsight Customer Education (2), Genesys in conversational-marketing read as Genesys Cloud CX (2), Google in programmatic-and-display-advertising read as Google Display & Video 360 (2), Google Ads Video Campaigns in video-advertising read as Google Ads (2), Google Calendar appointment schedules in meeting-scheduling read as Google Calendar Appointment Scheduling (2), HubSpot in call-tracking read as HubSpot Call Tracking (2), HubSpot in conversational-marketing read as HubSpot Conversations (2), HubSpot in field-sales-tools read as HubSpot Sales Hub (2), HubSpot in meeting-scheduling read as HubSpot Meetings (2), HubSpot in value-selling-tools read as HubSpot Sales Hub (2), HubSpot (Enterprise Tier) in crm read as HubSpot CRM (2), HubSpot (Enterprise Tier) in marketing-automation read as HubSpot Marketing Hub (2), HubSpot (Marketing Hub Enterprise) in email-marketing read as HubSpot Marketing Hub (2), HubSpot Breeze in ai-sdr-agents read as HubSpot Prospecting Agent (2), HubSpot Sales/Marketing Hub in lead-routing-and-management read as HubSpot Sales Hub (2), Informatica Intelligent Data Management Cloud (IDMC) in workflow-automation-and-ipaas read as Informatica Intelligent Cloud Services (2), Intercom (Fin) in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (2), Intercom Fin AI in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (2), Khoros (Aurora AI) in community-platforms read as Khoros Communities (2), Kiflo in channel-partner-and-local-marketing read as Kiflo PRM (2), Klaviyo (Enterprise) in sms-and-whatsapp-marketing read as Klaviyo SMS (2), LinkedIn in native-and-content-advertising read as LinkedIn Sponsored Content (2), LinkedIn in programmatic-and-display-advertising read as LinkedIn Campaign Manager (2), LinkedIn in search-and-social-advertising-platforms read as LinkedIn Campaign Manager (2), LinkedIn Campaign Manager in native-and-content-advertising read as LinkedIn Sponsored Content (2), Magentrix in partner-relationship-management read as Magentrix PRM (2), Meta in mobile-apps read as Meta Advantage+ App Campaigns (2), Meta in video-advertising read as Meta Ads (2), Microsoft in contact-center-platforms read as Microsoft Dynamics 365 Contact Center (2), Monday Sales CRM in crm read as monday CRM (2), Optimizely Content Marketing Platform in content-marketing-platforms read as Optimizely CMP (2), Oracle in workflow-automation-and-ipaas read as Oracle Integration Cloud (2), Oracle Fusion CX in crm read as Oracle CX (2), Oracle SPM in territory-and-quota-planning read as Oracle Sales Performance Management (2), PROS Pricing in pricing-optimization read as PROS Smart Price Optimization & Management (2), Reply in ai-sdr-agents read as Reply.io Jason (2), SAP in territory-and-quota-planning read as SAP Commissions (2), SAP in workflow-automation-and-ipaas read as SAP Integration Suite (2), Salesforce in account-based-marketing-platforms read as Salesforce Marketing Cloud Account Engagement (2), Salesforce in customer-success-platforms read as Salesforce Service Cloud (2), Salesforce in customer-support-helpdesk read as Salesforce Service Cloud (2), Salesforce in data-management-platforms read as Salesforce Audience Studio (2), Salesforce in ecommerce-platforms read as Salesforce Commerce Cloud (2), Salesforce in email-marketing read as Salesforce Marketing Cloud (2), Salesforce in sales-engagement read as Salesforce Sales Engagement (2), Salesforce Agentforce in ai-voice-agents read as Salesforce Agentforce Voice (2), Salesforce CPQ / Revenue Cloud in cpq read as Salesforce Revenue Cloud (2), Salesforce Duplicate Rules in crm-data-quality-and-deduplication read as Salesforce Duplicate Management (2), Salesforce Partner Relationship Management (PRM) in partner-relationship-management read as Salesforce PRM (2), Salesforce Revenue Cloud Billing in billing-and-subscription-management read as Salesforce Revenue Cloud (2), Salesforce Service Cloud Knowledge in knowledge-base-and-self-service read as Salesforce Knowledge (2), Salesforce Service Cloud Voice in contact-center-platforms read as Salesforce Service Cloud (2), Sandler in sales-coaching-and-training read as Sandler Training (2), Seismic (including Highspot) in sales-coaching-and-training read as Seismic Enablement Cloud (2), Semrush Content Toolkit in content-marketing-platforms read as Semrush Content Marketing Platform (2), ServiceNow Knowledge in knowledge-base-and-self-service read as ServiceNow Knowledge Management (2), Stream (GetStream) in in-app-messaging-and-customer-communications read as Stream Chat (2), Stream (GetStream.io) in in-app-messaging-and-customer-communications read as Stream Chat (2), Superscale in ai-marketing-agents read as Superscale AI (2), TikTok in mobile-apps read as TikTok Ads (2), Twilio in customer-data-platforms read as Segment (2), Twilio in in-app-messaging-and-customer-communications read as Twilio Conversations (2), Varicent Sales Planning in territory-and-quota-planning read as Varicent Territory and Quota Planning (2), Verint (incorporating Calabrio) in contact-center-quality-assurance read as Verint Quality Management (2), Yahoo in native-and-content-advertising read as Yahoo Gemini (2), Yelp in review-and-reputation-management read as Yelp for Business (2), YouTube (Google Ads) in video-advertising read as YouTube Ads (2), Zendesk (Enterprise Suite) in customer-support-helpdesk read as Zendesk Support Suite (2), Zendesk Suite in customer-support-helpdesk read as Zendesk Support Suite (2), Zoho in marketing-automation read as Zoho Marketing Automation (2), Zoho Backstage in event-lead-capture read as Zoho Backstage Lead Retrieval (2), Zoho CRM Motivator in sales-gamification read as Zoho Motivator (2), ZoomInfo Sales Engagement in sales-engagement read as ZoomInfo Engage (2), eGain in knowledge-base-and-self-service read as eGain AI Knowledge Hub (2), Acquia in digital-asset-management read as Acquia DAM (1), Acquia (Drupal) in marketing-cms read as Acquia Drupal (1), Acquia (Widen DAM) in digital-asset-management read as Acquia DAM (1), Adobe in attribution-mmm read as Adobe Mix Modeler (1), Adobe in data-management-platforms read as Adobe Real-Time CDP (1), Adobe in digital-asset-management read as Adobe Experience Manager Assets (1), Adobe in ecommerce-marketing read as Adobe Journey Optimizer (1), Adobe in email-marketing read as Adobe Campaign (1), Adobe in experimentation-and-personalization read as Adobe Target (1), Adobe in identity-resolution read as Adobe Real-Time CDP (1), Adobe in marketing-cms read as Adobe Experience Manager (1), Adobe in tag-management read as Adobe Experience Platform Tags (1), Adobe AEM in content-marketing-platforms read as Adobe Experience Manager (1), Adobe CDP in customer-intelligence-and-data-science read as Adobe Real-Time CDP (1), Adobe Experience Platform (AEP) Tags in tag-management read as Adobe Experience Platform Tags (1), Ahrefs (AI visibility features) in ai-visibility-tracking read as Ahrefs Brand Radar (1), Akeneo (Enterprise) in product-information-management read as Akeneo PIM (1), Akeneo (Product Cloud) in product-information-management read as Akeneo PIM (1), Amazon in ecommerce-marketing read as Amazon Ads (1), Amazon in native-and-content-advertising read as Amazon DSP (1), Amazon in search-and-social-advertising-platforms read as Amazon Ads (1), Amplemarket (with Duo Copilot) in ai-sdr-agents read as Amplemarket Duo (1), Amplitude (Enterprise tier) in product-analytics read as Amplitude Analytics (1), Amplitude (Enterprise) in product-analytics read as Amplitude Analytics (1), Anaplan (Connected Planning) in territory-and-quota-planning read as Anaplan Territory & Quota Planning (1), Artisan (Ava 2.0) in ai-sdr-agents read as Artisan Ava (1), Artisan (Ava AI BDR) in ai-sdr-agents read as Artisan Ava (1), Artisan (featuring Ava) in ai-sdr-agents read as Artisan Ava (1), Artisan AI – Ava in ai-sdr-agents read as Artisan Ava (1), Artisan AI's Ava in ai-sdr-agents read as Artisan Ava (1), Artisan – Ava in ai-sdr-agents read as Artisan Ava (1), Avaya (Cloud or On-Premise) in contact-center-platforms read as Avaya Infinity (1), BigCommerce (Enterprise/B2B Edition) in ecommerce-platforms read as BigCommerce B2B Edition (1), Birdeye in ai-visibility-tracking read as Birdeye AI Search (1), Birdeye Search AI in ai-visibility-tracking read as Birdeye AI Search (1), Bland Enterprise in ai-voice-agents read as Bland AI (1), Bloomreach (Discovery) in ecommerce-search-and-merchandising read as Bloomreach Discovery (1), Bloomreach (Emplifi) in ecommerce-search-and-merchandising read as Bloomreach Discovery (1), Brandwatch (Cision) in audience-and-consumer-insights read as Brandwatch Consumer Intelligence (1), Brandwatch (Meltwater) in audience-and-consumer-insights read as Brandwatch Consumer Intelligence (1), Brandwatch (by Cision) in audience-and-consumer-insights read as Brandwatch Consumer Intelligence (1), Brandwatch (now Cision) in audience-and-consumer-insights read as Brandwatch Consumer Intelligence (1), Brandwatch Influencer Marketing Software in influencer-platforms read as Brandwatch Influence (1), Braze (BrazeAI Decisioning Studio) in ai-marketing-agents read as Braze AI (1), Braze (BrazeAI™ Agents) in ai-marketing-agents read as Braze AI (1), Braze (with BrazeAI Decisioning Studio and Agents) in ai-marketing-agents read as Braze AI (1), Bulk Email Checker in email-verification read as BulkEmailChecker (1), Calabrio ONE (Verint) in contact-center-quality-assurance read as Calabrio ONE (1), Calabrio One in contact-center-quality-assurance read as Calabrio ONE (1), Captivate IQ in territory-and-quota-planning read as CaptivateIQ Planning (1), Cision (Communications Cloud) in pr-and-media-monitoring read as CisionOne (1), Cision (incl. CisionOne) in pr-and-media-monitoring read as CisionOne (1), Clari (now including Salesloft) in conversation-intelligence read as Clari Copilot (1), CodeTwo (Email Signatures 365) in email-signature-management read as CodeTwo Email Signatures 365 (1), Commanders Act (Enterprise Tag Manager) in tag-management read as Commanders Act Enterprise Tag Manager (1), Commanders Act (TagCommander) in tag-management read as Commanders Act Enterprise Tag Manager (1), Commanders Act (formerly TagCommander) in tag-management read as Commanders Act Enterprise Tag Manager (1), Conga (Conga CPQ & Conga Composer) in proposal-software read as Conga Composer (1), Conga (by OpenText) in contract-lifecycle-management-and-e-signature read as Conga CLM (1), Conga (by Salesforce) in proposal-software read as Conga Composer (1), Conga (formerly Apttus) in contract-lifecycle-management-and-e-signature read as Conga CLM (1), Conga (formerly Novatus) in proposal-software read as Conga Composer (1), Databricks (Delta Lake) in data-warehouse-reverse-etl read as Databricks SQL Warehouse (1), Databricks (Lakehouse) in data-warehouse-reverse-etl read as Databricks SQL Warehouse (1), Deque (Axe Monitor) in website-governance-and-accessibility read as Deque axe Platform (1), Deque (axe Suite) in website-governance-and-accessibility read as Deque axe Platform (1), Deque (axe suite) in website-governance-and-accessibility read as Deque axe Platform (1), Deque (axe®) in website-governance-and-accessibility read as Deque axe Platform (1), Deque Systems in website-governance-and-accessibility read as Deque axe Platform (1), Deque Systems (Axe Enterprise) in website-governance-and-accessibility read as Deque axe Platform (1), Deque Systems (Axe Platform) in website-governance-and-accessibility read as Deque axe Platform (1), Deque Systems (axe Enterprise) in website-governance-and-accessibility read as Deque axe Platform (1), Deque Systems (axe Suite) in website-governance-and-accessibility read as Deque axe Platform (1), Deque Systems (axe platform) in website-governance-and-accessibility read as Deque axe Platform (1), Epom (White-Label DSP) in programmatic-and-display-advertising read as Epom DSP (1), Epsilon in retail-media-platforms read as Epsilon Retail Media (1), Facebook in programmatic-and-display-advertising read as Meta Ads (1), Facebook in video-advertising read as Meta Ads (1), Fin in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (1), Fin by Intercom in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (1), Fluent Commerce (Fluent OMS) in order-management-systems read as Fluent Order Management (1), Foursquare (Enterprise Solutions) in retail-proximity-and-iot-marketing read as Foursquare Proximity (1), Freshworks (Freshchat + Freddy AI) in chatbots-and-conversational-ai-for-support read as Freshworks Freddy AI Agent (1), Freshworks (Freshchat/Freshdesk with Freddy AI) in chatbots-and-conversational-ai-for-support read as Freshworks Freddy AI Agent (1), Freshworks (Freshdesk & Freshservice) in customer-support-helpdesk read as Freshdesk (1), Freshworks (Freshdesk / Freddy AI) in chatbots-and-conversational-ai-for-support read as Freshworks Freddy AI Agent (1), Freshworks (Freshdesk Enterprise) in customer-support-helpdesk read as Freshdesk (1), Freshworks (Freshdesk/Freshsales) in chatbots-and-conversational-ai-for-support read as Freshworks Freddy AI Agent (1), Gainsight CC (formerly Insided) in community-platforms read as Gainsight Customer Communities (1), Gainsight Community in community-platforms read as Gainsight Customer Communities (1), Gainsight Customer Education formerly Northpass in customer-education-and-lms read as Gainsight Customer Education (1), Genesys in chatbots-and-conversational-ai-for-support read as Genesys Cloud CX (1), GetStream in in-app-messaging-and-customer-communications read as Stream Chat (1), Gong (Gong Enable) in sales-enablement-and-content read as Gong Enable (1), Google in click-fraud-protection read as Google Ads (1), Google (Gemini Enterprise for Customer Experience) in chatbots-and-conversational-ai-for-support read as Google Dialogflow CX (1), Google (Google Tag Manager) in tag-management read as Google Tag Manager (1), Google Calendar Appointment Schedules in meeting-scheduling read as Google Calendar Appointment Scheduling (1), Google Calendar appointment slots in meeting-scheduling read as Google Calendar Appointment Scheduling (1), Google Dialogflow in chatbots-and-conversational-ai-for-support read as Google Dialogflow CX (1), Google Workspace Appointment Schedules in meeting-scheduling read as Google Calendar Appointment Scheduling (1), Gorgias in chatbots-and-conversational-ai-for-support read as Gorgias AI Agent (1), HubSpot in attribution-mmm read as HubSpot Marketing Hub (1), HubSpot in conversation-intelligence read as HubSpot Sales Hub (1), HubSpot in customer-feedback-and-surveys read as HubSpot Service Hub (1), HubSpot in marketing-cms read as HubSpot Content Hub (1), HubSpot in marketing-resource-management read as HubSpot Marketing Hub (1), HubSpot in sms-and-whatsapp-marketing read as HubSpot Marketing Hub (1), HubSpot (CMS Hub / Enterprise Tier) in crm read as HubSpot CRM (1), HubSpot (Catalyst) in customer-success-platforms read as HubSpot Customer Success Workspace (1), HubSpot (Content Hub) in content-marketing-platforms read as HubSpot Content Hub (1), HubSpot (Conversational Boards & Marketing Hub) in conversational-marketing read as HubSpot Conversations (1), HubSpot (Conversations & Chatbot Builder) in conversational-marketing read as HubSpot Conversations (1), HubSpot (Enterprise Suite) in content-marketing-platforms read as HubSpot Content Hub (1), HubSpot (Enterprise) in content-marketing-platforms read as HubSpot Content Hub (1), HubSpot (Enterprise) in email-marketing read as HubSpot Marketing Hub (1), HubSpot (Enterprise) in landing-pages-and-interactive-content read as HubSpot Landing Pages (1), HubSpot (Free/Starter/HubSpot CRM) in content-marketing-platforms read as HubSpot Content Hub (1), HubSpot (Marketing Hub / Content Hub) in landing-pages-and-interactive-content read as HubSpot Landing Pages (1), HubSpot (Marketing Hub Enterprise) in landing-pages-and-interactive-content read as HubSpot Landing Pages (1), HubSpot (Sales Hub / Enterprise tier) in crm read as HubSpot CRM (1), HubSpot (Sales Hub Enterprise) in crm read as HubSpot CRM (1), HubSpot (Sales Hub) in call-tracking read as HubSpot Call Tracking (1), HubSpot (Standard/Pro) in email-marketing read as HubSpot Marketing Hub (1), HubSpot (Standard/Starter Tiers) in crm read as HubSpot CRM (1), HubSpot Breeze in data-enrichment read as HubSpot Breeze Intelligence (1), HubSpot Breeze AI (Agent Hub) in ai-marketing-agents read as HubSpot Breeze (1), HubSpot Marketing Attribution in attribution-mmm read as HubSpot Marketing Hub (1), HubSpot Marketing Hub Landing Pages in landing-pages-and-interactive-content read as HubSpot Landing Pages (1), HubSpot Signature Generator in email-signature-management read as HubSpot Email Signature Generator (1), HubSpot Smart CRM in customer-intelligence-and-data-science read as HubSpot CRM (1), HubSpot Smart CRM (Enterprise Tier) in customer-intelligence-and-data-science read as HubSpot CRM (1), Hubspot in customer-data-platforms read as HubSpot (1), Hubspot in email-marketing read as HubSpot Marketing Hub (1), Hubspot in sales-engagement read as HubSpot Sales Hub (1), Hubspot Analytics in web-analytics read as HubSpot Marketing Hub (1), Human (formerly White Ops) in click-fraud-protection read as HUMAN Security (1), Impartner (Channeltivity) in channel-partner-and-local-marketing read as Impartner PRM (1), Impartner (PRM 3.0) in referral-and-partner-programs read as Impartner PRM (1), Informatica (IDMC) in crm-data-quality-and-deduplication read as Informatica Data Quality (1), Informatica (Intelligent Data Management Cloud) in workflow-automation-and-ipaas read as Informatica Intelligent Cloud Services (1), Informatica Customer 360 / MDM in identity-resolution read as Informatica MDM (1), Informatica Data as a Service (DaaS) – Address Verification in address-verification read as Informatica Data as a Service (1), Informatica IICS in workflow-automation-and-ipaas read as Informatica Intelligent Cloud Services (1), Informatica MDM & 360 Applications in identity-resolution read as Informatica MDM (1), Informatica Master Data Management (MDM) in identity-resolution read as Informatica MDM (1), Intercom (Fin) in knowledge-base-and-self-service read as Intercom Articles (1), Intercom (Fin/Operator) in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (1), Intercom (with Fin AI) in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (1), Inventive in rfp-response-software read as Inventive AI (1), Jitterbit (SAP) in workflow-automation-and-ipaas read as Jitterbit Harmony (1), Keen in attribution-mmm read as Keen Decision Systems (1), Kentico in marketing-cms read as Kentico Xperience (1), Khoros (formerly Lithium) in community-platforms read as Khoros Communities (1), Kibo (by Marigold) in order-management-systems read as Kibo Order Management (1), LinkedIn in sales-intelligence-and-contact-data read as LinkedIn Sales Navigator (1), LinkedIn (Campaign Manager) in native-and-content-advertising read as LinkedIn Sponsored Content (1), LinkedIn Ads in native-and-content-advertising read as LinkedIn Sponsored Content (1), LinkedIn Ads (LinkedIn Campaign Manager) in native-and-content-advertising read as LinkedIn Sponsored Content (1), LinkedIn Ads (Sponsored Content/Lead Gen Forms) in native-and-content-advertising read as LinkedIn Sponsored Content (1), LinkedIn Marketing Solutions in native-and-content-advertising read as LinkedIn Sponsored Content (1), LiveRamp (Habu) in data-clean-rooms read as LiveRamp Clean Room (1), LiveRamp (RampID) in identity-resolution read as LiveRamp Identity Resolution (1), LiveRamp (RampID/Identity) in identity-resolution read as LiveRamp Identity Resolution (1), LiveRamp (formerly Acxiom) in identity-resolution read as LiveRamp Identity Resolution (1), LiveRamp (including Habu) in data-clean-rooms read as LiveRamp Clean Room (1), LiveRamp (including Safe Haven + Habu) in data-clean-rooms read as LiveRamp Clean Room (1), LiveRamp (now including Habu) in data-clean-rooms read as LiveRamp Clean Room (1), LiveRamp (utilizing Habu) in data-clean-rooms read as LiveRamp Clean Room (1), LiveRamp (which now owns Habu) in data-clean-rooms read as LiveRamp Clean Room (1), Lotame Spherical Platform in data-management-platforms read as Lotame Spherical (1), Mailchimp in landing-pages-and-interactive-content read as Mailchimp Landing Pages (1), Medallia (now part of Sprinklr) in customer-feedback-and-surveys read as Medallia Experience Cloud (1), Meta (Advan CEX) in data-clean-rooms read as Meta Advanced Analytics (1), Meta (Facebook) in data-clean-rooms read as Meta Advanced Analytics (1), Meta (Facebook) in programmatic-and-display-advertising read as Meta Ads (1), Meta (Facebook, Instagram) in video-advertising read as Meta Ads (1), Meta (Facebook/Instagram) in video-advertising read as Meta Ads (1), Meta/Facebook in video-advertising read as Meta Ads (1), Microsoft in customer-data-platforms read as Microsoft Dynamics 365 Customer Insights (1), Microsoft in marketing-automation read as Microsoft Dynamics 365 Customer Insights - Journeys (1), Monday.com (Work Operating System) in marketing-resource-management read as monday.com Work Management (1), Monday.com (monday Work Management) in marketing-resource-management read as monday.com Work Management (1), MuleSoft (Anypoint Platform) in workflow-automation-and-ipaas read as MuleSoft Anypoint Platform (1), MuleSoft (Salesforce Anypoint Platform) in workflow-automation-and-ipaas read as MuleSoft Anypoint Platform (1), MuleSoft (by Salesforce) in workflow-automation-and-ipaas read as MuleSoft Anypoint Platform (1), NICE (CXone) in contact-center-quality-assurance read as NICE CXone Quality Management (1), NICE CXone (incorporating Playvox by NICE) in contact-center-quality-assurance read as NICE CXone Quality Management (1), Native Salesforce Duplicate Management in crm-data-quality-and-deduplication read as Salesforce Duplicate Management (1), Neon in conversation-intelligence read as Neon Mobile (1), NetSuite (Oracle NetSuite) in order-management-systems read as NetSuite Order Management (1), NiCE in contact-center-quality-assurance read as NICE CXone Quality Management (1), NiCE CXone in contact-center-quality-assurance read as NICE CXone Quality Management (1), Nice in contact-center-quality-assurance read as NICE CXone Quality Management (1), Nielsen (Marketing Mix Modeling) in attribution-mmm read as Nielsen Marketing Mix Modeling (1), Oracle in billing-and-subscription-management read as Oracle Subscription Management (1), Oracle in cpq read as Oracle CPQ (1), Oracle in dashboards-and-data-visualization read as Oracle Analytics (1), Oracle in data-management-platforms read as Oracle BlueKai (1), Oracle in identity-resolution read as Oracle Unity (1), Oracle in marketing-automation read as Oracle Eloqua (1), Oracle in proposal-software read as Oracle CPQ (1), Oracle in territory-and-quota-planning read as Oracle Sales Planning (1), Oracle BlueKai Data Management Platform in data-management-platforms read as Oracle BlueKai (1), Oracle DMP (BlueKai) in data-management-platforms read as Oracle BlueKai (1), Oracle Fusion CX Cloud in crm read as Oracle CX (1), Oracle Unity Customer Data Platform in customer-data-platforms read as Oracle Unity (1), Oracle Unity Data Platform in customer-data-platforms read as Oracle Unity (1), Outreach (Outreach.ai) in sales-dialers-and-calling read as Outreach Voice (1), PayPal in billing-and-subscription-management read as PayPal Subscriptions (1), PostGrid's Address Verification API in address-verification read as PostGrid Address Verification (1), Qlik (Qlik Sense) in dashboards-and-data-visualization read as Qlik Sense (1), Qlik (QlikSense) in dashboards-and-data-visualization read as Qlik Sense (1), Qlik Talend in crm-data-quality-and-deduplication read as Talend Data Quality (1), Qualified (featuring Piper) in ai-sdr-agents read as Qualified Piper (1), Qualtrics (CustomerXM) in customer-feedback-and-surveys read as Qualtrics CustomerXM (1), Qualtrics (SAP) in customer-feedback-and-surveys read as Qualtrics CustomerXM (1), Qualtrics XM Platform in customer-feedback-and-surveys read as Qualtrics CustomerXM (1), Reply.Io (jason Ai) in ai-sdr-agents read as Reply.io Jason (1), Reply.io (specifically Jason AI) in ai-sdr-agents read as Reply.io Jason (1), SAP in customer-data-platforms read as SAP Customer Data Platform (1), SAP SuccessFactors Territory and Quota in territory-and-quota-planning read as SAP Territory and Quota (1), SAP Territory & Quota (part of SAP Sales Cloud) in territory-and-quota-planning read as SAP Territory and Quota (1), SEMRush in local-listings-management read as Semrush Local (1), SEMrush in ai-visibility-tracking read as Semrush AI Visibility Toolkit (1), SalesLoft (part of Seismic) in sales-dialers-and-calling read as Salesloft Dialer (1), Salesforce in chatbots-and-conversational-ai-for-support read as Salesforce Agentforce (1), Salesforce in contact-center-platforms read as Salesforce Service Cloud (1), Salesforce in conversation-intelligence read as Salesforce Sales Cloud (1), Salesforce in crm-data-quality-and-deduplication read as Salesforce Duplicate/Matching Rules (1), Salesforce in partner-relationship-management read as Salesforce PRM (1), Salesforce in territory-and-quota-planning read as Salesforce Maps (1), Salesforce (Agentforce Revenue Management) in cpq read as Salesforce Revenue Cloud (1), Salesforce (Agentforce Sales) in crm read as Salesforce Sales Cloud (1), Salesforce (Agentforce Voice) in ai-voice-agents read as Salesforce Agentforce Voice (1), Salesforce (Agentforce) in chatbots-and-conversational-ai-for-support read as Salesforce Agentforce (1), Salesforce (Enterprise Edition) in crm read as Salesforce Sales Cloud (1), Salesforce (Sales Cloud & Customer 360) in crm read as Salesforce Sales Cloud (1), Salesforce (Sales Planning and Territory Planning) in territory-and-quota-planning read as Salesforce Maps (1), Salesforce (formerly Chorus.ai) in conversation-intelligence read as Salesforce Sales Cloud (1), Salesforce (with Content Libraries or MySalesforce) in sales-enablement-and-content read as Salesforce Sales Programs (1), Salesforce (with Einstein Lead to Opportunity or Flow Builder) in lead-routing-and-management read as Salesforce Lead Assignment Rules (1), Salesforce (with native assignment tools) in lead-routing-and-management read as Salesforce Lead Assignment Rules (1), Salesforce Assignment Rules in lead-routing-and-management read as Salesforce Lead Assignment Rules (1), Salesforce Billing in billing-and-subscription-management read as Salesforce Revenue Cloud (1), Salesforce CPQ (Legacy Steelbrick-based) in cpq read as Salesforce Revenue Cloud (1), Salesforce CPQ (now "Revenue Cloud") in cpq read as Salesforce Revenue Cloud (1), Salesforce CPQ (now Revenue Cloud / Agentforce Revenue Management) in cpq read as Salesforce Revenue Cloud (1), Salesforce CPQ/Revenue Cloud in cpq read as Salesforce Revenue Cloud (1), Salesforce Native Tools in lead-routing-and-management read as Salesforce Lead Assignment Rules (1), Salesforce PRM / Experience Cloud in partner-relationship-management read as Salesforce PRM (1), Salesforce Revenue Management in cpq read as Salesforce Revenue Cloud (1), Salesforce Service Cloud with Agentforce in chatbots-and-conversational-ai-for-support read as Salesforce Agentforce (1), Salesforce Territory Planning / Maps in territory-and-quota-planning read as Salesforce Maps (1), Salesforce assignment rules in lead-routing-and-management read as Salesforce Lead Assignment Rules (1), Salesforge (Agent Frank) in ai-sdr-agents read as Salesforge Agent Frank (1), Salesforge’s Agent Frank in ai-sdr-agents read as Salesforge Agent Frank (1), Saleshandy in sales-intelligence-and-contact-data read as Saleshandy Lead Finder (1), Salesloft (Built-In Dialer) in sales-dialers-and-calling read as Salesloft Dialer (1), Salesloft (including Clari) in sales-coaching-and-training read as Salesloft Conversations (1), Segment (by Twilio) in identity-resolution read as Twilio Segment Unify (1), Segment/Twilio in identity-resolution read as Twilio Segment Unify (1), Seismic (Now Combined with Highspot) in sales-coaching-and-training read as Seismic Enablement Cloud (1), Seismic (incl. Lessonly) in sales-coaching-and-training read as Seismic Enablement Cloud (1), Seismic (including Lessonly) in sales-coaching-and-training read as Seismic Enablement Cloud (1), Seismic (merged with Highspot, 2026) in sales-coaching-and-training read as Seismic Enablement Cloud (1), Seismic (now merged with Highspot) in sales-coaching-and-training read as Seismic Enablement Cloud (1), Semarchy in data-management-platforms read as Semarchy xDM (1), Semrush in search-and-social-advertising-platforms read as Semrush Advertising Toolkit (1), Semrush (AI Visibility Toolkit) in ai-visibility-tracking read as Semrush AI Visibility Toolkit (1), Semrush Enterprise in ai-visibility-tracking read as Semrush AI Visibility Toolkit (1), Semrush's AI Visibility Toolkit in ai-visibility-tracking read as Semrush AI Visibility Toolkit (1), ServiceNow (App Engine & Flow Designer) in workflow-automation-and-ipaas read as ServiceNow Flow Designer (1), Shopify Messaging in ecommerce-marketing read as Shopify Email (1), Similarweb in ai-visibility-tracking read as Similarweb AI Search Intelligence (1), Similarweb (AI Search Intelligence) in ai-visibility-tracking read as Similarweb AI Search Intelligence (1), Sinch (Sinch Engage) in mobile-marketing-and-push read as Sinch (1), Sitecore (XM Cloud) in marketing-cms read as Sitecore Experience Platform (1), Sitecore (specifically XM Cloud) in marketing-cms read as Sitecore Experience Platform (1), Sitecore XP/XM in marketing-cms read as Sitecore Experience Platform (1), Snapchat in video-advertising read as Snapchat Ads (1), Snowflake Data Clean Room in data-clean-rooms read as Snowflake Data Clean Rooms (1), Snowflake Data Cloud in data-management-platforms read as Snowflake (1), Snowflake clean rooms in data-clean-rooms read as Snowflake Data Clean Rooms (1), Snowflake native clean rooms in data-clean-rooms read as Snowflake Data Clean Rooms (1), SplitMetrics (Optimize) in app-store-optimization read as SplitMetrics Optimize (1), Stibo Systems (STEP / Trusted Intelligence Platform) in product-information-management read as Stibo Systems STEP (1), Stream (formerly GetStream) in in-app-messaging-and-customer-communications read as Stream Chat (1), Tealium (AudienceStream / Customer Data Hub) in data-management-platforms read as Tealium Customer Data Hub (1), Tealium (Customer Data Hub) in tag-management read as Tealium iQ Tag Management (1), TikTok in programmatic-and-display-advertising read as TikTok Ads (1), TikTok in search-and-social-advertising-platforms read as TikTok Ads (1), Twilio (Conversations & Messaging) in in-app-messaging-and-customer-communications read as Twilio Conversations (1), Twilio (Engage) in mobile-marketing-and-push read as Twilio Programmable Messaging (1), Twilio (Flex) in in-app-messaging-and-customer-communications read as Twilio Conversations (1), Twilio (Segment + Messaging APIs) in in-app-messaging-and-customer-communications read as Twilio Conversations (1), Twilio (Sinch / Programmable Messaging) in mobile-marketing-and-push read as Twilio Programmable Messaging (1), Twilio (with Segment) in mobile-marketing-and-push read as Twilio Programmable Messaging (1), Twilio (with Segment/Engage) in mobile-marketing-and-push read as Twilio Programmable Messaging (1), Usercentrics (Cookiebot CMP) in consent-and-privacy-management read as Usercentrics CMP (1), Usercentrics (Cookiebot Enterprise) in consent-and-privacy-management read as Usercentrics CMP (1), Usercentrics (Cookiebot) in consent-and-privacy-management read as Usercentrics CMP (1), Usercentrics (specifically the Cookiebot division) in consent-and-privacy-management read as Usercentrics CMP (1), Validity in email-deliverability-and-testing read as Validity Everest (1), Validity (Everest) in email-deliverability-and-testing read as Validity Everest (1), Validity (formerly Return Path) in email-deliverability-and-testing read as Validity Everest (1), Validity (uses GlockApps tech) in email-deliverability-and-testing read as Validity Everest (1), Varicent (IBM) in territory-and-quota-planning read as Varicent Territory and Quota Planning (1), Verint (Qualtrics) in contact-center-quality-assurance read as Verint Quality Management (1), Verint (including Calabrio) in contact-center-quality-assurance read as Verint Quality Management (1), WebYes in website-governance-and-accessibility read as WebYes Accessibility (1), Webex Events & Webinars (by Cisco) in webinar-virtual-events read as Webex Webinars (1), Webex Events & Webinars by Cisco in webinar-virtual-events read as Webex Webinars (1), Webex Events/Webinars in webinar-virtual-events read as Webex Webinars (1), Webex Events/Webinars (Cisco) in webinar-virtual-events read as Webex Webinars (1), WordStream (LocaliQ) in search-and-social-advertising-platforms read as WordStream Advisor (1), Workday in contract-lifecycle-management-and-e-signature read as Workday Contract Intelligence (1), Wrike (Cloud Software Group) in marketing-resource-management read as Wrike for Marketing (1), Wrike (Pinnacle/Enterprise Plan) in marketing-resource-management read as Wrike for Marketing (1), Wrike (for Marketing) in marketing-resource-management read as Wrike for Marketing (1), Writesonic in ai-visibility-tracking read as Writesonic GEO (1), Xactly (specifically Xactly Incent) in sales-commissions-and-incentive-compensation read as Xactly Incent (1), Yotpo (Loyalty components) in loyalty-advocacy-and-referrals read as Yotpo Loyalty & Referrals (1), YouGov (YouGov Profiles & BrandIndex) in audience-and-consumer-insights read as YouGov Profiles (1), YouTube (Google) in video-advertising read as YouTube Ads (1), ZINFI (Unified Partner Management) in channel-partner-and-local-marketing read as ZINFI Unified Partner Management (1), ZINFI (now Unifyr) in channel-partner-and-local-marketing read as ZINFI Unified Partner Management (1), ZINFI PRM in partner-relationship-management read as ZINFI Unified Partner Management (1), Zendesk (AI Agent) in chatbots-and-conversational-ai-for-support read as Zendesk AI (1), Zendesk (AI Agents) in chatbots-and-conversational-ai-for-support read as Zendesk AI (1), Zendesk (Answer Bot / Sunshine Conversation) in chatbots-and-conversational-ai-for-support read as Zendesk AI (1), Zendesk (Guide) in knowledge-base-and-self-service read as Zendesk Guide (1), Zendesk (Suite / Enterprise) in customer-support-helpdesk read as Zendesk Support Suite (1), Zendesk (Sunshine/Contact Center) in contact-center-platforms read as Zendesk Contact Center (1), Zendesk (Zendesk AI Agents) in chatbots-and-conversational-ai-for-support read as Zendesk AI (1), Zendesk (enterprise) in customer-support-helpdesk read as Zendesk Support Suite (1), Zendesk Communities in community-platforms read as Zendesk Community (1), Zendesk QA/Klaus in contact-center-quality-assurance read as Zendesk QA (1), Zendesk Suite in conversational-marketing read as Zendesk Chat (1), Zendesk Suite (Enterprise Edition) in customer-support-helpdesk read as Zendesk Support Suite (1), Zendesk Suite (Enterprise Plan) in customer-support-helpdesk read as Zendesk Support Suite (1), Zendesk Suite with Zendesk Guide / Help Center in knowledge-base-and-self-service read as Zendesk Guide (1), Zendesk Support in customer-support-helpdesk read as Zendesk Support Suite (1), Zendesk Support (Enterprise) in customer-support-helpdesk read as Zendesk Support Suite (1), Zinfi in partner-relationship-management read as ZINFI Unified Partner Management (1), Zoho in contract-lifecycle-management-and-e-signature read as Zoho Contracts (1), Zoho in dashboards-and-data-visualization read as Zoho Analytics (1), Zoho in landing-pages-and-interactive-content read as Zoho LandingPage (1), Zonka in customer-feedback-and-surveys read as Zonka Feedback (1), Zoom in conversation-intelligence read as Zoom Revenue Accelerator (1), ZoomInfo (GTM Workspace) in sales-engagement read as ZoomInfo Engage (1), ZoomInfo (MarketingOS) in account-based-marketing-platforms read as ZoomInfo Marketing (1), ZoomInfo (with ABM add-ons) in account-based-marketing-platforms read as ZoomInfo Marketing (1), ZoomInfo Sales in sales-engagement read as ZoomInfo Engage (1), legacy Salesforce CPQ in cpq read as Salesforce Revenue Cloud (1), monday sales CRM in crm read as monday CRM (1), seoClarity in ai-visibility-tracking read as seoClarity ArcAI (1), seoClarity (with Clarity ArcAI) in ai-visibility-tracking read as seoClarity ArcAI (1) Combined answers split into one label per product: AWS / Amazon Connect, AWS Clean Rooms / Amazon Marketing Cloud, Ably/Pusher, Acoustic / Iterable / Braze, Acquia Optimize / Monsido, AdRoll ABM / RollWorks, Adobe Analytics & Adobe Marketo Measure (formerly Bizible), Adobe Analytics & Adobe Real-Time CDP, Adobe Analytics + Adobe Mix Modeler, Adobe Analytics / Adobe Customer Journey Analytics, Adobe Analytics / Adobe Experience Cloud, Adobe Analytics / Adobe Marketo Measure, Adobe Analytics / Adobe Real-Time CDP, Adobe Analytics/Adobe Marketo Measure (Bizible), Adobe Campaign & Adobe Journey Optimizer (AJO), Adobe Campaign / Adobe Journey Optimizer, Adobe Campaign / Adobe Marketo Engage, Adobe Campaign / Marketo (Adobe), Adobe Campaign / Marketo Engage, Adobe Commerce (Magento) Cloud / Adobe Experience Platform, Adobe Commerce + Adobe Experience Cloud, Adobe Commerce / Adobe Experience Cloud, Adobe Commerce/Magento, Adobe Commerce/Marketo, Adobe Customer Journey Analytics / Adobe Analytics, Adobe Experience Cloud / Adobe Campaign, Adobe Experience Cloud/Marketo, Adobe Experience Manager (AEM) Assets + Adobe Target, Adobe Experience Manager / Adobe Experience Cloud, Adobe Experience Manager / Workfront, Adobe Experience Platform / Adobe Real-Time CDP, Adobe Express / Adobe Experience Manager Assets, Adobe GenStudio & Adobe Experience Manager (AEM), Adobe Marketo Engage / Adobe Campaign, Adobe Marketo Measure / Adobe Attribution AI, Adobe Real-Time CDP / Adobe Analytics, Adobe Real-Time CDP / Adobe Audience Manager, Adyen + Orb, Allbound / ChannelScaler, Allbound / Channelscaler, Amazon Ads / Amazon Business, Amazon Ads / Amazon DSP, Amazon Ads / Amazon Marketing Cloud, Amazon Ads / Walmart Connect, Amazon DSP / Amazon Ads Agent, Amazon SES/SendGrid (API-focused), Ansira / BrandMuscle / SproutLoud, Aventri / Stova, Awin/ShareASale, Azure Synapse / Microsoft Fabric, BigCommerce/Shopify Plus (w/ marketing apps), Birdeye/SOCi, Bizible / Adobe Marketo Measure, Bolster/BrandShield, BrandMaker / SAS Customer Intelligence 360, BrandMaker/Uptempo, Brandwatch/Cision, Brandwatch/Onclusive, Braze/Iterable, Brevo / Sendinblue, CHEQ/DataDome, Canva Enterprise / Canva, Captiv8/Influential, Chorus / ZoomInfo Chorus, Chorus.ai / Tableau, Cision / CisionOne, Cision/Brandwatch, Cision/CisionOne, Cision/Onclusive, Clari + Salesloft, Clearbit/Breeze Intelligence, Clearbit/HubSpot, Clearbit/HubSpot Breeze, Click2Mail/PostcardMania, ClickCease / ClickGUARD, ClickGUARD / Fraud Blocker, CodeTwo Email Signatures 365 / CodeTwo, Conga CPQ / Conga Smart CPQ, Contentserv/Stibo Systems, Contentsquare / Heap, Cvent iCapture / Cvent Lead Capture, Data Ladder / DataMatch Enterprise, DemandTools / RingLead, Demandbase/6sense, Demandbase/HubSpot, DocuSign CLM + DocuSign eSignature, Drift / Salesloft, Drift / Salesloft Drift, Drift/Salesloft, Drupal/Acquia, Dun & Bradstreet (D&B) / D&B Connect, Dynamic Signal / Firstup, EasyComp/Xoxoday, Elasticsearch/Solr, Element/Matrix, Emarsys / SAP Emarsys, Ensighten/CHEQ Manage, Facebook/Instagram, Facebook/Instagram (Meta Video Ads), Five9/Talkdesk, Flint / Fibr, Foundry ABM / Triblio, Fraud Blocker/ClickGuard, Freshdesk / Freshservice, Freshdesk / Freshservice (Freshworks Enterprise), Freshdesk / Freshservice (Freshworks), Freshdesk Enterprise / Freshworks, Freshdesk/Freshservice, Freshdesk/Freshworks, Freshworks/Freshdesk, GWI / YouGov, Gainsight CS / Gainsight PX, Gainsight Customer Communities / Gainsight CC, Gainsight/Northpass, GoToWebinar / GoTo, Google Analytics / Google Analytics 4, Google Analytics 360 / Attribution 360, Google Analytics 360 / GA4, Google Analytics 4 (GA4) + BigQuery, Google Analytics 4 (GA4) / GA4 360, Google Analytics 4 (GA4) and GA4 360, Google Analytics 4 / GA360, Google Display & Video 360 / Google Ad Manager, Google Drive/Dropbox, Google Meridian / Meta Robyn, Google Tag Manager (GTM) 360 / Server-Side GTM, Google Tag Manager + Tag Manager 360, Google/Dialogflow, Google/Looker, Highspot/Seismic, Hightouch/Snowflake, Honey/PayPal, Hootsuite Parliament / Hootsuite Amplify, Hopin/Bizzabo, HubSpot + Clearbit, HubSpot / Salesforce (Native Features), HubSpot Breeze Intelligence / Clearbit, HubSpot Content Hub / Marketing Hub, HubSpot Conversations / Sales Hub / Marketing Hub, HubSpot Conversations / Service Hub, HubSpot Marketing Hub / HubSpot Analytics, HubSpot Marketing/Service Hub, HubSpot Meetings / Sales Hub, HubSpot Operations Hub + Breeze Intelligence, HubSpot Workflows / Sales Hub, Impact.com / Everflow, Impartner / Unifyr, Infor CPQ / Epicor CPQ, Informa TechTarget / Priority Engine, InsideView/ZoomInfo, Insider/Maestra, Keap/Infusionsoft, Klaviyo / SendGrid (Twilio), Lemon Learning/Userlane, Level Access / TPGi (ARC Platform), LevelEleven / Hoopla, Litmus/Email on Acid, LiveRamp Clean Room / Habu, Localytics / Upland, Looker / Google Looker Studio, Looker Studio / Google Data Studio, Loop & Tie, Loopio / Responsive, MGID/Revcontent, Magento/Adobe Commerce, Mailgun / Sinch, Mailgun Optimize + Mailgun Inspect, Mailreach/Folderly, Make/Integromat, Manhattan Active Omni / Manhattan Active Order Management, MarinOne/Marin Software, MarketMuse / Drift, Matrix/Synapse, Mavrck/Later, MediaMath / Nexxen, Melissa Address Verification / Melissa Clean Suite, Meltwater / Brandwatch Influence, Meltwater/Julius, MessageBird / Bird, MessageBird/Bird, MessageGears/Swrve, Meta/TikTok Ads Manager, Microsoft 365 / SharePoint, Microsoft 365/Copilot, Microsoft Bookings + Teams, Microsoft Bookings/Teams, Microsoft Dynamics 365 Customer Insights & Power BI, Microsoft Fabric / Azure Synapse, Microsoft Fabric / Microsoft Purview, Microsoft OneDrive / SharePoint (file‑only mode), Microsoft Retail Media / PromoteIQ, Microsoft SharePoint + Copilot, Microsoft SharePoint + Microsoft 365 Copilot, Nativo / Life360 Ads, NetSuite/Oracle Commerce, Neustar/TransUnion, Nielsen/Circana, NielsenIQ / NIQ, Onclusive / Critical Mention, OpenText / MediaValet, OpenText Digital Asset Management / OpenText Media Management, Optimizely One / Optimizely CMS, Oracle Analytics / Oracle BI, Oracle BlueKai/Oracle CX Marketing, Oracle CX / Oracle CRM, Oracle Commerce Cloud / Oracle CX Commerce, Oracle Eloqua / Marketo Engage, Oracle Eloqua / Salesforce Marketing Cloud / Marketo Engage, Oracle Fusion Cloud Order Management / Oracle Order Management, Oracle Order Management / Oracle Fusion Cloud Order Management, Oracle Sales Performance Management / Oracle Sales Planning, Orb/Lago, Otterly / Rankscale, Outreach / Salesloft, Outreach/Salesloft, PROS / Conga, PandaDoc/Proposify, Pardot/Account Engagement (Salesforce), Pipedrive/Freshsales/Freshworks, Piwik PRO / Matomo, Piwik Pro / Matomo, Planhat / Velaris, Plauti / Duplicate Check, PostGrid/Radar, Postmark/SendGrid, Qlik Cloud Analytics / Qlik Sense, Qlik Sense / QlikView, Qualified / Piper, Quantum Metric / Tealium, Quartile/Pacvue, RB2B/Bullseye, Radar/PlotProjects, Reply.io/Jason AI, Reprise/Demostack, Reputation.com / Reputation, Responsive / RFPIO, Revenue Grid / Revenue.io, RingCentral / RingCX, RingCentral RingCX / RingCentral Contact Center, RingLead by ZoomInfo Operations / ZoomInfo Operations, RingLead/ZoomInfo Operations, Rio SEO/SOCi, RollWorks/AdRoll, SAP / SAP Sales Cloud, SAP Ariba/SAP CLM, SAP CRM / SAP CX, SAP CRM / SAP Customer Experience, SAP CX/Sales Cloud, SAP Commerce Cloud + SAP Engagement Cloud (Emarsys), SAP Commerce Cloud / SAP Order Management, SAP Commissions / SAP Incentive Management, SAP Emarsys / SAP Engagement Cloud, SAP Master Data Governance (MDG) / SAP Datasphere, SAP Order Management / SAP Commerce Cloud, SAP Order Management Services / SAP Commerce Cloud, SAP/CallidusCloud, Salesforce / Pardot, Salesforce Account Engagement / Pardot, Salesforce Agentforce / Marketing Cloud, Salesforce Agentforce / Salesforce Marketing Cloud, Salesforce B2B Commerce Cloud / Salesforce Commerce Cloud, Salesforce CPQ / Agentforce Revenue Management, Salesforce CPQ / Salesforce Revenue Cloud (Agentforce Revenue Management), Salesforce Commerce Cloud + Marketing Cloud, Salesforce Commerce Cloud + Salesforce Marketing Cloud, Salesforce Customer 360 & Tableau, Salesforce Customer 360 / Data Cloud, Salesforce Customer 360/Marketing Cloud, Salesforce Einstein/Data Cloud, Salesforce Maps / Sales Planning, Salesforce Maps and Sales Planning, Salesforce Maps/Sales Planning, Salesforce Marketing Cloud & Account Engagement (Pardot), Salesforce Marketing Cloud (SFMC) / Data Cloud, Salesforce Marketing Cloud (SFMC) / Marketing Cloud Engagement, Salesforce Marketing Cloud + Account Engagement, Salesforce Marketing Cloud / Account Engagement, Salesforce Marketing Cloud / Agentforce, Salesforce Marketing Cloud / Agentforce Marketing, Salesforce Marketing Cloud / Commerce Cloud, Salesforce Marketing Cloud / Pardot, Salesforce Marketing Cloud Account Engagement (Pardot) + Einstein, Salesforce Partner Cloud / Salesforce PRM, Salesforce Revenue Cloud / Agentforce, Salesforce Revenue Cloud / Salesforce CPQ, Salesforce Revenue Intelligence & Agentforce, Salesforce Revenue Intelligence / Einstein, Salesforce Revenue Intelligence / Sales Cloud, Salesforce Sales Cloud + Salesforce Maps, Salesforce Sales Cloud / Agentforce, Salesforce Sales Cloud / Salesforce Sales Engagement, Salesforce Sales Cloud/Agentforce, Salesforce Sales Planning / Salesforce Maps, Salesforce Service Cloud / Agentforce, Salesforce Service Cloud / Revenue Cloud, Salesforce Service Cloud Voice / Agentforce, Salesforce Tableau / Einstein, Salesforce Territory Management & Salesforce Maps, Salesforce/Agentforce, Salesforce/Pardot, Salesloft + Clari, Salesloft / Clari, Salesloft/Outreach, SavvyCal / Cal.com, Schematic + Stripe, ScorebuddyCX / Scorebuddy, Segment/Twilio Engage, Seismic / Highspot, Seismic / Highspot (Merged), Seismic/Highspot, Seismic/Highspot (Post-Merger), Sendoso / Alyce by Sendoso, Sendoso / Postal by Sendoso, Sendoso/Alyce, SharePoint + Copilot, Sharethrough/TripleLift, Shopify/Shopify Plus, Showpad / Bigtincan, Showpad and Bigtincan, Showpad/Bigtincan, Sinch/MessageBird, Skilljar / Gainsight CE, Smarty / SmartyStreets, Social9/Sked Social, Spotify & Spotify Advertising (SPAN), Spotify Ads Manager / Spotify Advertising, Spotify Advertising / Megaphone, Spotify Advertising / Spotify Ad Exchange / Spotify Audience Network, Spotify Advertising / Spotify Audience Network, Spotify/AdsWizz, Sprout Social / Tagger, Sprout Social/Hootsuite, Stripe Billing + Metronome, Synapse/Fabric, Talend/Qlik, Talkwalker / Lumen by Talkwalker, TechTarget/G2 Buyer Intent, Terminus / DemandScience, The Trade Desk / DV360, Thinkific Plus / Thinkific, Totango / Odie, Totango/Catalyst, Traction Complete/Distribution Engine, Twilio Segment / Twilio Engage, Twilio/SendGrid, Uberall/Semrush, Unifyr / ZiftONE, Unifyr/Zift, Usercentrics/Cookiebot, Userpilot/Appcues, Userpilot/UserGuiding, VQ Online / VereQuest, Validity / Everest, Viewst / Celtra, Vimeo Enterprise / Vimeo Pro, Webflow/Prismic, Whova/EventMobi, Widen Collective/Acquia DAM, Wix/Weebly, WordPress / WooCommerce, WordPress/WooCommerce, Workday / NetSuite SuiteBilling, Xandr / Adform (Microsoft), Xandr/Adform, Xandr/Microsoft Advertising, Xfactor.io / DecisionLink (ValueCloud®), Yotpo/Extole, YouTube Ads / Google Display & Video 360, YouTube Ads / Google Video, ZINFI / ZiftONE, Zift Solutions / Unifyr, Zoho One / Zoho CRM Enterprise, Zoom Events & Zoom Webinars, Zoom Events / Zoom Sessions, Zoom Webinars & Zoom Events, Zoom Webinars / Zoom Events & Webinars Plus, Zoom Webinars/Zoom Events, ZoomInfo / ZoomInfo Marketing, ZoomInfo Copilot/GTM, ZoomInfo GTM Workspace / ZoomInfo Copilot, ZoomInfo Operations / RingLead (OperationsOS), ZoomInfo/Apollo, ZoomInfo/Apollo.io, ZoomInfo/Chorus, data.ai / App Annie, dbt Core / dbt Cloud, iCapture / Captello, iHeartMedia + Triton Digital, iHeartMedia / Wondery, iMessage/Facebook Messenger ## Appendix: loose paraphrase stability - Claude Haiku 4.5: a direct first choice kept as first choice or alternative in 59 of 110 categories (54%); differing under the strict rule: account-based-marketing-platforms, address-verification, affiliate-and-partner-management, ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, ai-voice-agents, app-store-optimization, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, billing-and-subscription-management, brand-protection, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, client-onboarding, community-platforms, competitive-intelligence, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversational-marketing, creative-automation, crm-data-quality-and-deduplication, customer-education-and-lms, customer-feedback-and-surveys, customer-support-helpdesk, digital-adoption-and-onboarding, digital-asset-management, digital-sales-rooms, direct-mail-and-gifting, ecommerce-marketing, ecommerce-platforms, ecommerce-search-and-merchandising, email-verification, employee-advocacy, event-lead-capture, experimentation-and-personalization, field-sales-tools, identity-resolution, in-app-messaging-and-customer-communications, influencer-platforms, interactive-demo-platforms, knowledge-base-and-self-service, local-listings-management, loyalty-advocacy-and-referrals, market-intelligence, marketing-automation, marketing-cms, marketing-resource-management, meeting-scheduling, mobile-apps, mobile-marketing-and-push, native-and-content-advertising, order-management-systems, partner-relationship-management, pricing-optimization, print, product-analytics, product-information-management, proposal-software, referral-and-partner-programs, retail-media-platforms, retail-proximity-and-iot-marketing, review-and-reputation-management, sales-coaching-and-training, sales-commissions-and-incentive-compensation, sales-dialers-and-calling, sales-enablement-and-content, sales-gamification, search-and-social-advertising-platforms, seo-content-optimization, session-replay-and-heatmaps, social-media-management, tag-management, territory-and-quota-planning, value-selling-tools, video-advertising, video-marketing-and-hosting, web-analytics, webinar-virtual-events, website-governance-and-accessibility, workflow-automation-and-ipaas - GPT-5.4 mini: a direct first choice kept as first choice or alternative in 67 of 112 categories (60%); differing under the strict rule: address-verification, affiliate-and-partner-management, ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, app-store-optimization, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, b2b-intent-data, billing-and-subscription-management, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, click-fraud-protection, client-onboarding, community-platforms, competitive-intelligence, consent-and-privacy-management, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, cpq, creative-automation, crm, crm-data-quality-and-deduplication, customer-data-platforms, customer-education-and-lms, customer-intelligence-and-data-science, customer-support-helpdesk, dashboards-and-data-visualization, data-clean-rooms, data-management-platforms, data-warehouse-reverse-etl, digital-asset-management, digital-sales-rooms, ecommerce-marketing, ecommerce-platforms, ecommerce-search-and-merchandising, email-deliverability-and-testing, email-signature-management, event-lead-capture, event-management-platforms, field-sales-tools, identity-resolution, in-app-messaging-and-customer-communications, interactive-demo-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, loyalty-advocacy-and-referrals, marketing-automation, marketing-resource-management, meeting-scheduling, mobile-marketing-and-push, native-and-content-advertising, partner-relationship-management, pr-and-media-monitoring, product-information-management, programmatic-and-display-advertising, proposal-software, referral-and-partner-programs, retail-media-platforms, retail-proximity-and-iot-marketing, review-and-reputation-management, sales-enablement-and-content, sales-gamification, sales-intelligence-and-contact-data, search-and-social-advertising-platforms, territory-and-quota-planning, video-advertising, video-marketing-and-hosting, webinar-virtual-events, website-governance-and-accessibility, workflow-automation-and-ipaas - Gemini 3.5 Flash: a direct first choice kept as first choice or alternative in 93 of 112 categories (83%); differing under the strict rule: address-verification, ai-marketing-agents, ai-visibility-tracking, ai-voice-agents, attribution-mmm, audience-and-consumer-insights, b2b-intent-data, billing-and-subscription-management, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, click-fraud-protection, community-platforms, competitive-intelligence, contact-center-quality-assurance, cpq, crm, crm-data-quality-and-deduplication, customer-intelligence-and-data-science, customer-support-helpdesk, data-clean-rooms, data-enrichment, data-warehouse-reverse-etl, digital-adoption-and-onboarding, digital-sales-rooms, ecommerce-marketing, ecommerce-platforms, ecommerce-search-and-merchandising, email-deliverability-and-testing, email-signature-management, employee-advocacy, event-lead-capture, event-management-platforms, identity-resolution, in-app-messaging-and-customer-communications, influencer-platforms, interactive-demo-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, market-intelligence, marketing-cms, meeting-scheduling, mobile-apps, mobile-marketing-and-push, native-and-content-advertising, partner-relationship-management, product-analytics, product-information-management, proposal-software, referral-and-partner-programs, retail-media-platforms, retail-proximity-and-iot-marketing, revenue-intelligence-and-forecasting, review-and-reputation-management, sales-commissions-and-incentive-compensation, sales-engagement, search-and-social-advertising-platforms, session-replay-and-heatmaps, sms-and-whatsapp-marketing, tag-management, territory-and-quota-planning, value-selling-tools, video-advertising, video-marketing-and-hosting, web-analytics, webinar-virtual-events, workflow-automation-and-ipaas - Perplexity Sonar: a direct first choice kept as first choice or alternative in 66 of 112 categories (59%); differing under the strict rule: address-verification, affiliate-and-partner-management, ai-marketing-agents, ai-sdr-agents, ai-voice-agents, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, billing-and-subscription-management, brand-protection, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, community-platforms, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversational-marketing, creative-automation, crm-data-quality-and-deduplication, customer-data-platforms, customer-education-and-lms, customer-feedback-and-surveys, customer-intelligence-and-data-science, dashboards-and-data-visualization, data-clean-rooms, data-management-platforms, data-warehouse-reverse-etl, digital-adoption-and-onboarding, digital-sales-rooms, direct-mail-and-gifting, ecommerce-marketing, ecommerce-platforms, email-verification, event-lead-capture, event-management-platforms, field-sales-tools, identity-resolution, in-app-messaging-and-customer-communications, interactive-demo-platforms, knowledge-base-and-self-service, loyalty-advocacy-and-referrals, market-intelligence, marketing-cms, marketing-resource-management, meeting-scheduling, mobile-apps, native-and-content-advertising, order-management-systems, partner-relationship-management, pr-and-media-monitoring, pricing-optimization, print, product-information-management, proposal-software, referral-and-partner-programs, retail-media-platforms, retail-proximity-and-iot-marketing, review-and-reputation-management, sales-coaching-and-training, sales-commissions-and-incentive-compensation, sales-dialers-and-calling, sales-gamification, search-and-social-advertising-platforms, session-replay-and-heatmaps, sms-and-whatsapp-marketing, social-media-management, territory-and-quota-planning, value-selling-tools, video-advertising, video-marketing-and-hosting, webinar-virtual-events, workflow-automation-and-ipaas - Grok 4.1 Fast: a direct first choice kept as first choice or alternative in 82 of 112 categories (73%); differing under the strict rule: account-based-marketing-platforms, address-verification, affiliate-and-partner-management, ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, ai-voice-agents, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, brand-protection, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, click-fraud-protection, client-onboarding, community-platforms, competitive-intelligence, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversational-marketing, creative-automation, crm-data-quality-and-deduplication, customer-education-and-lms, customer-feedback-and-surveys, customer-intelligence-and-data-science, customer-support-helpdesk, dashboards-and-data-visualization, data-clean-rooms, data-management-platforms, digital-adoption-and-onboarding, digital-sales-rooms, ecommerce-marketing, ecommerce-platforms, ecommerce-search-and-merchandising, email-marketing, employee-advocacy, event-lead-capture, field-sales-tools, in-app-messaging-and-customer-communications, influencer-platforms, interactive-demo-platforms, knowledge-base-and-self-service, lead-routing-and-management, loyalty-advocacy-and-referrals, marketing-cms, marketing-resource-management, meeting-scheduling, mobile-apps, native-and-content-advertising, pr-and-media-monitoring, pricing-optimization, product-analytics, product-information-management, programmatic-and-display-advertising, proposal-software, referral-and-partner-programs, retail-media-platforms, retail-proximity-and-iot-marketing, revenue-intelligence-and-forecasting, review-and-reputation-management, sales-coaching-and-training, sales-commissions-and-incentive-compensation, sales-dialers-and-calling, sales-enablement-and-content, sales-engagement, sales-gamification, sms-and-whatsapp-marketing, social-media-management, tag-management, territory-and-quota-planning, value-selling-tools, video-advertising, video-marketing-and-hosting, webinar-virtual-events, workflow-automation-and-ipaas - Mistral Small: a direct first choice kept as first choice or alternative in 53 of 112 categories (47%); differing under the strict rule: account-based-marketing-platforms, address-verification, affiliate-and-partner-management, ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, ai-voice-agents, app-store-optimization, attribution-mmm, audio-and-podcast-advertising, b2b-intent-data, billing-and-subscription-management, brand-protection, call-tracking, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, client-onboarding, competitive-intelligence, consent-and-privacy-management, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversational-marketing, cpq, crm-data-quality-and-deduplication, customer-data-platforms, customer-education-and-lms, customer-feedback-and-surveys, customer-intelligence-and-data-science, customer-support-helpdesk, dashboards-and-data-visualization, data-clean-rooms, data-enrichment, data-management-platforms, data-warehouse-reverse-etl, digital-adoption-and-onboarding, digital-asset-management, digital-sales-rooms, ecommerce-marketing, ecommerce-platforms, ecommerce-search-and-merchandising, email-deliverability-and-testing, email-marketing, email-signature-management, email-verification, event-lead-capture, event-management-platforms, experimentation-and-personalization, field-sales-tools, identity-resolution, in-app-messaging-and-customer-communications, influencer-platforms, interactive-demo-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, local-listings-management, loyalty-advocacy-and-referrals, market-intelligence, marketing-automation, marketing-cms, marketing-resource-management, meeting-scheduling, mobile-apps, mobile-marketing-and-push, native-and-content-advertising, order-management-systems, partner-relationship-management, pr-and-media-monitoring, pricing-optimization, print, product-analytics, product-information-management, proposal-software, referral-and-partner-programs, retail-media-platforms, retail-proximity-and-iot-marketing, review-and-reputation-management, rfp-response-software, sales-coaching-and-training, sales-commissions-and-incentive-compensation, sales-dialers-and-calling, sales-enablement-and-content, sales-engagement, sales-gamification, search-and-social-advertising-platforms, session-replay-and-heatmaps, sms-and-whatsapp-marketing, social-media-management, tag-management, territory-and-quota-planning, value-selling-tools, video-advertising, video-marketing-and-hosting, webinar-virtual-events, website-governance-and-accessibility, workflow-automation-and-ipaas - DeepSeek V4 Flash: a direct first choice kept as first choice or alternative in 87 of 112 categories (78%); differing under the strict rule: account-based-marketing-platforms, affiliate-and-partner-management, ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, ai-voice-agents, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, billing-and-subscription-management, brand-protection, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, click-fraud-protection, competitive-intelligence, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversational-marketing, creative-automation, crm-data-quality-and-deduplication, customer-data-platforms, customer-education-and-lms, customer-intelligence-and-data-science, dashboards-and-data-visualization, data-clean-rooms, data-management-platforms, digital-sales-rooms, direct-mail-and-gifting, ecommerce-marketing, ecommerce-platforms, ecommerce-search-and-merchandising, email-marketing, employee-advocacy, event-lead-capture, event-management-platforms, field-sales-tools, identity-resolution, in-app-messaging-and-customer-communications, interactive-demo-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, loyalty-advocacy-and-referrals, market-intelligence, marketing-cms, marketing-resource-management, meeting-scheduling, mobile-marketing-and-push, order-management-systems, partner-relationship-management, pricing-optimization, print, product-information-management, programmatic-and-display-advertising, proposal-software, referral-and-partner-programs, retail-media-platforms, review-and-reputation-management, sales-commissions-and-incentive-compensation, sales-engagement, sales-gamification, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, social-media-management, territory-and-quota-planning, video-advertising, video-marketing-and-hosting, web-analytics, webinar-virtual-events, website-governance-and-accessibility, workflow-automation-and-ipaas - Llama 4 Maverick: a direct first choice kept as first choice or alternative in 23 of 99 categories (23%); differing under the strict rule: affiliate-and-partner-management, ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, ai-voice-agents, app-store-optimization, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, b2b-intent-data, billing-and-subscription-management, brand-protection, call-tracking, click-fraud-protection, client-onboarding, community-platforms, competitive-intelligence, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversation-intelligence, conversational-marketing, cpq, creative-automation, crm, crm-data-quality-and-deduplication, customer-data-platforms, customer-education-and-lms, customer-feedback-and-surveys, customer-intelligence-and-data-science, customer-support-helpdesk, data-enrichment, data-management-platforms, digital-adoption-and-onboarding, digital-asset-management, digital-sales-rooms, direct-mail-and-gifting, ecommerce-marketing, ecommerce-platforms, ecommerce-search-and-merchandising, email-deliverability-and-testing, email-marketing, email-verification, employee-advocacy, event-lead-capture, event-management-platforms, experimentation-and-personalization, field-sales-tools, identity-resolution, influencer-platforms, interactive-demo-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, lead-routing-and-management, local-listings-management, market-intelligence, marketing-automation, marketing-cms, marketing-resource-management, meeting-scheduling, mobile-apps, mobile-marketing-and-push, native-and-content-advertising, order-management-systems, partner-relationship-management, pr-and-media-monitoring, pricing-optimization, print, product-analytics, product-information-management, programmatic-and-display-advertising, proposal-software, referral-and-partner-programs, retail-media-platforms, revenue-intelligence-and-forecasting, rfp-response-software, sales-coaching-and-training, sales-commissions-and-incentive-compensation, sales-dialers-and-calling, sales-gamification, seo-content-optimization, sms-and-whatsapp-marketing, social-media-management, tag-management, territory-and-quota-planning, value-selling-tools, video-advertising, video-marketing-and-hosting, web-analytics, website-governance-and-accessibility, workflow-automation-and-ipaas - Qwen 3.7 Flash: a direct first choice kept as first choice or alternative in 67 of 112 categories (60%); differing under the strict rule: address-verification, ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, ai-voice-agents, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, b2b-intent-data, brand-protection, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, click-fraud-protection, client-onboarding, community-platforms, competitive-intelligence, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversational-marketing, creative-automation, crm, crm-data-quality-and-deduplication, customer-data-platforms, customer-education-and-lms, customer-feedback-and-surveys, customer-intelligence-and-data-science, dashboards-and-data-visualization, data-clean-rooms, data-management-platforms, data-warehouse-reverse-etl, digital-adoption-and-onboarding, digital-asset-management, digital-sales-rooms, direct-mail-and-gifting, ecommerce-marketing, ecommerce-platforms, ecommerce-search-and-merchandising, email-deliverability-and-testing, email-marketing, email-verification, employee-advocacy, experimentation-and-personalization, field-sales-tools, identity-resolution, in-app-messaging-and-customer-communications, interactive-demo-platforms, landing-pages-and-interactive-content, lead-routing-and-management, market-intelligence, marketing-cms, marketing-resource-management, meeting-scheduling, mobile-marketing-and-push, native-and-content-advertising, order-management-systems, partner-relationship-management, pricing-optimization, print, product-analytics, product-information-management, programmatic-and-display-advertising, proposal-software, referral-and-partner-programs, retail-media-platforms, review-and-reputation-management, sales-coaching-and-training, sales-commissions-and-incentive-compensation, sales-dialers-and-calling, sales-enablement-and-content, sales-gamification, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, social-media-management, territory-and-quota-planning, value-selling-tools, video-advertising, video-marketing-and-hosting, web-analytics, webinar-virtual-events, website-governance-and-accessibility, workflow-automation-and-ipaas - Kimi K2: a direct first choice kept as first choice or alternative in 86 of 112 categories (77%); differing under the strict rule: account-based-marketing-platforms, address-verification, ai-marketing-agents, ai-sdr-agents, ai-voice-agents, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, brand-protection, call-tracking, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, click-fraud-protection, competitive-intelligence, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, cpq, creative-automation, crm-data-quality-and-deduplication, customer-data-platforms, customer-education-and-lms, customer-feedback-and-surveys, customer-intelligence-and-data-science, data-clean-rooms, data-management-platforms, data-warehouse-reverse-etl, digital-adoption-and-onboarding, digital-sales-rooms, direct-mail-and-gifting, ecommerce-marketing, ecommerce-platforms, email-verification, employee-advocacy, event-lead-capture, event-management-platforms, experimentation-and-personalization, field-sales-tools, identity-resolution, in-app-messaging-and-customer-communications, influencer-platforms, interactive-demo-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, loyalty-advocacy-and-referrals, market-intelligence, marketing-cms, meeting-scheduling, mobile-apps, mobile-marketing-and-push, native-and-content-advertising, order-management-systems, partner-relationship-management, pr-and-media-monitoring, pricing-optimization, print, product-analytics, product-information-management, programmatic-and-display-advertising, proposal-software, referral-and-partner-programs, retail-media-platforms, retail-proximity-and-iot-marketing, review-and-reputation-management, sales-commissions-and-incentive-compensation, sales-dialers-and-calling, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, social-media-management, territory-and-quota-planning, value-selling-tools, video-advertising, video-marketing-and-hosting, website-governance-and-accessibility - GLM 4.7 FlashX: a direct first choice kept as first choice or alternative in 73 of 112 categories (65%); differing under the strict rule: account-based-marketing-platforms, address-verification, affiliate-and-partner-management, ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, ai-voice-agents, app-store-optimization, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, b2b-intent-data, billing-and-subscription-management, channel-partner-and-local-marketing, click-fraud-protection, competitive-intelligence, consent-and-privacy-management, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversational-marketing, creative-automation, crm-data-quality-and-deduplication, customer-data-platforms, customer-education-and-lms, customer-feedback-and-surveys, customer-intelligence-and-data-science, customer-support-helpdesk, dashboards-and-data-visualization, data-clean-rooms, digital-adoption-and-onboarding, digital-asset-management, digital-sales-rooms, direct-mail-and-gifting, ecommerce-marketing, ecommerce-search-and-merchandising, email-marketing, event-lead-capture, event-management-platforms, experimentation-and-personalization, field-sales-tools, identity-resolution, in-app-messaging-and-customer-communications, influencer-platforms, interactive-demo-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, lead-routing-and-management, local-listings-management, loyalty-advocacy-and-referrals, market-intelligence, marketing-cms, marketing-resource-management, meeting-scheduling, native-and-content-advertising, order-management-systems, partner-relationship-management, pr-and-media-monitoring, pricing-optimization, print, proposal-software, referral-and-partner-programs, retail-media-platforms, retail-proximity-and-iot-marketing, review-and-reputation-management, rfp-response-software, sales-coaching-and-training, sales-commissions-and-incentive-compensation, sales-dialers-and-calling, sales-gamification, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, social-media-management, tag-management, territory-and-quota-planning, value-selling-tools, video-advertising, video-marketing-and-hosting, web-analytics, webinar-virtual-events, workflow-automation-and-ipaas - MiniMax M2.5: a direct first choice kept as first choice or alternative in 74 of 112 categories (66%); differing under the strict rule: address-verification, affiliate-and-partner-management, ai-marketing-agents, ai-sdr-agents, ai-voice-agents, app-store-optimization, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, b2b-intent-data, billing-and-subscription-management, brand-protection, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, client-onboarding, community-platforms, competitive-intelligence, consent-and-privacy-management, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversational-marketing, cpq, creative-automation, crm-data-quality-and-deduplication, customer-data-platforms, customer-education-and-lms, customer-feedback-and-surveys, customer-intelligence-and-data-science, customer-support-helpdesk, dashboards-and-data-visualization, data-clean-rooms, data-enrichment, data-management-platforms, data-warehouse-reverse-etl, digital-adoption-and-onboarding, digital-asset-management, digital-sales-rooms, ecommerce-marketing, ecommerce-platforms, email-deliverability-and-testing, email-marketing, email-signature-management, email-verification, employee-advocacy, event-lead-capture, event-management-platforms, experimentation-and-personalization, field-sales-tools, identity-resolution, in-app-messaging-and-customer-communications, influencer-platforms, interactive-demo-platforms, knowledge-base-and-self-service, loyalty-advocacy-and-referrals, market-intelligence, marketing-automation, marketing-cms, marketing-resource-management, meeting-scheduling, mobile-apps, mobile-marketing-and-push, order-management-systems, partner-relationship-management, pr-and-media-monitoring, pricing-optimization, product-analytics, programmatic-and-display-advertising, proposal-software, referral-and-partner-programs, retail-media-platforms, retail-proximity-and-iot-marketing, revenue-intelligence-and-forecasting, rfp-response-software, sales-coaching-and-training, sales-commissions-and-incentive-compensation, sales-dialers-and-calling, sales-enablement-and-content, search-and-social-advertising-platforms, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, social-media-management, tag-management, territory-and-quota-planning, value-selling-tools, video-advertising, video-marketing-and-hosting, web-analytics, webinar-virtual-events, workflow-automation-and-ipaas - GPT-6 Luna: a direct first choice kept as first choice or alternative in 74 of 112 categories (66%); differing under the strict rule: address-verification, affiliate-and-partner-management, ai-marketing-agents, ai-sdr-agents, ai-voice-agents, audience-and-consumer-insights, b2b-intent-data, brand-protection, call-tracking, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, click-fraud-protection, client-onboarding, competitive-intelligence, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, cpq, creative-automation, crm-data-quality-and-deduplication, customer-intelligence-and-data-science, customer-support-helpdesk, dashboards-and-data-visualization, data-clean-rooms, data-management-platforms, data-warehouse-reverse-etl, digital-adoption-and-onboarding, ecommerce-marketing, ecommerce-platforms, email-deliverability-and-testing, email-signature-management, email-verification, event-management-platforms, field-sales-tools, identity-resolution, influencer-platforms, interactive-demo-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, loyalty-advocacy-and-referrals, market-intelligence, marketing-resource-management, meeting-scheduling, mobile-apps, mobile-marketing-and-push, native-and-content-advertising, pr-and-media-monitoring, product-information-management, programmatic-and-display-advertising, proposal-software, referral-and-partner-programs, retail-proximity-and-iot-marketing, revenue-intelligence-and-forecasting, review-and-reputation-management, sales-coaching-and-training, sales-commissions-and-incentive-compensation, sales-engagement, sales-gamification, session-replay-and-heatmaps, sms-and-whatsapp-marketing, social-media-management, value-selling-tools, video-advertising, video-marketing-and-hosting, web-analytics, webinar-virtual-events, workflow-automation-and-ipaas - Muse Glimmer 30B: a direct first choice kept as first choice or alternative in 76 of 112 categories (68%); differing under the strict rule: address-verification, affiliate-and-partner-management, ai-marketing-agents, ai-sdr-agents, ai-voice-agents, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, b2b-intent-data, brand-protection, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, click-fraud-protection, community-platforms, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversational-marketing, cpq, creative-automation, crm-data-quality-and-deduplication, customer-education-and-lms, customer-feedback-and-surveys, customer-intelligence-and-data-science, data-clean-rooms, data-management-platforms, data-warehouse-reverse-etl, digital-adoption-and-onboarding, digital-asset-management, digital-sales-rooms, direct-mail-and-gifting, ecommerce-marketing, ecommerce-platforms, ecommerce-search-and-merchandising, email-marketing, email-verification, employee-advocacy, event-lead-capture, event-management-platforms, experimentation-and-personalization, field-sales-tools, identity-resolution, in-app-messaging-and-customer-communications, influencer-platforms, interactive-demo-platforms, landing-pages-and-interactive-content, lead-routing-and-management, local-listings-management, loyalty-advocacy-and-referrals, market-intelligence, marketing-cms, marketing-resource-management, meeting-scheduling, mobile-apps, native-and-content-advertising, order-management-systems, partner-relationship-management, pr-and-media-monitoring, pricing-optimization, print, product-analytics, product-information-management, programmatic-and-display-advertising, proposal-software, referral-and-partner-programs, retail-media-platforms, retail-proximity-and-iot-marketing, revenue-intelligence-and-forecasting, review-and-reputation-management, rfp-response-software, sales-commissions-and-incentive-compensation, sales-dialers-and-calling, sales-enablement-and-content, sales-engagement, sales-gamification, search-and-social-advertising-platforms, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, social-media-management, value-selling-tools, video-advertising, video-marketing-and-hosting, web-analytics, workflow-automation-and-ipaas # Segment: Small business # GTM AI Recommendation Index, run edition-2026-10 672 prompts, 14 models, 50,692 raw judge labels, 50,918 scored labels after normalization. Published weights: first choice +3, alternative +2, mention +1, soft negative -2, hard negative -3. Scored under vendor alias table version 2026-10-05.2. Raw judge labels are the permanent record; the numbers below are derived from them and are regenerated for every run whenever the alias table changes, so the whole series is always scored under one table version. Resolution of raw names: 44,553 by alias or canonical name, 3389 by category-scoped alias, 595 from combined answers split into their products, 142 from combined answers counted once for their first product, 39 excluded by rule, 1982 unresolved and counted under the raw name. ## Paraphrase stability Share of categories where a model's first choice set on the direct prompt equals its set on the paraphrase. | Model | Same | Different | Stability | |---|---|---|---| | Claude Haiku 4.5 | 11 | 100 | 10% | | GPT-5.4 mini | 38 | 74 | 34% | | Gemini 3.5 Flash | 41 | 71 | 37% | | Perplexity Sonar | 34 | 78 | 30% | | Grok 4.1 Fast | 48 | 64 | 43% | | Mistral Small | 15 | 97 | 13% | | DeepSeek V4 Flash | 35 | 77 | 31% | | Llama 4 Maverick | 9 | 83 | 10% | | Qwen 3.7 Flash | 26 | 86 | 23% | | Kimi K2 | 26 | 86 | 23% | | GLM 4.7 FlashX | 30 | 82 | 27% | | MiniMax M2.5 | 12 | 100 | 11% | | GPT-6 Luna | 47 | 65 | 42% | | Muse Glimmer 30B | 27 | 85 | 24% | A looser measure, whether a direct first choice survives as a first choice or alternative on the paraphrase, is in the appendix. ## Standing by category First choice share across the direct, paraphrase, budget and scale prompts and all 14 models. The top product's share is published alongside the label: contested means the top share is at or below 40%, and a category just above the line is not meaningfully different from one just below it. Consensus means every model's direct-prompt first choice is the same single product. | Category | Top product | Top share | First choices | Status | |---|---|---|---|---| | account-based-marketing-platforms | HubSpot Marketing Hub | 39% | 57 | contested | | address-verification | Smarty | 67% | 52 | clear leader | | affiliate-and-partner-management | PartnerStack | 25% | 52 | contested | | ai-marketing-agents | HubSpot Breeze | 12% | 41 | contested | | ai-sdr-agents | Apollo.io | 32% | 53 | contested | | ai-visibility-tracking | Otterly | 31% | 51 | contested | | ai-voice-agents | Retell AI | 20% | 60 | contested | | app-store-optimization | Appfigures | 27% | 56 | contested | | attribution-mmm | Dreamdata | 26% | 62 | contested | | audience-and-consumer-insights | SparkToro | 24% | 59 | contested | | audio-and-podcast-advertising | AudioGo | 49% | 57 | clear leader | | b2b-intent-data | Apollo.io | 65% | 55 | clear leader | | billing-and-subscription-management | Stripe Billing | 45% | 55 | clear leader | | brand-protection | Red Points | 37% | 52 | contested | | call-tracking | CallRail | 73% | 51 | clear leader | | channel-partner-and-local-marketing | PartnerStack | 15% | 65 | contested | | chatbots-and-conversational-ai-for-support | Tidio | 38% | 55 | contested | | click-fraud-protection | ClickCease | 54% | 48 | clear leader | | client-onboarding | Dock | 18% | 60 | contested | | community-platforms | Circle | 43% | 58 | clear leader | | competitive-intelligence | Kompyte | 26% | 58 | contested | | consent-and-privacy-management | CookieYes | 46% | 56 | clear leader | | contact-center-platforms | Aircall | 23% | 57 | contested | | contact-center-quality-assurance | EvaluAgent | 19% | 54 | contested | | content-marketing-platforms | HubSpot Content Hub | 31% | 54 | contested | | contract-lifecycle-management-and-e-signature | PandaDoc | 43% | 56 | clear leader | | conversation-intelligence | Fireflies.ai | 32% | 59 | contested | | conversational-marketing | Tidio | 33% | 55 | contested | | cpq | PandaDoc | 45% | 58 | clear leader | | creative-automation | Canva | 24% | 55 | contested | | crm | HubSpot CRM | 44% | 55 | clear leader | | crm-data-quality-and-deduplication | Insycle | 39% | 54 | contested | | customer-data-platforms | Segment | 35% | 57 | contested | | customer-education-and-lms | TalentLMS | 49% | 57 | clear leader | | customer-feedback-and-surveys | Google Forms | 17% | 58 | contested | | customer-intelligence-and-data-science | HubSpot CRM | 24% | 55 | contested | | customer-success-platforms | Custify | 44% | 55 | clear leader | | customer-support-helpdesk | Freshdesk | 31% | 61 | contested | | dashboards-and-data-visualization | Microsoft Power BI | 37% | 57 | contested | | data-clean-rooms | AWS Clean Rooms | 26% | 61 | contested | | data-enrichment | Apollo.io | 77% | 53 | clear leader | | data-management-platforms | Segment | 28% | 53 | contested | | data-warehouse-reverse-etl | Hightouch | 41% | 102 | clear leader | | digital-adoption-and-onboarding | UserGuiding | 56% | 55 | clear leader | | digital-asset-management | Filecamp | 33% | 48 | contested | | digital-sales-rooms | Aligned | 41% | 63 | clear leader | | direct-mail-and-gifting | Goody | 30% | 64 | contested | | ecommerce-marketing | HubSpot Marketing Hub | 28% | 50 | contested | | ecommerce-platforms | Shopify | 45% | 56 | clear leader | | ecommerce-search-and-merchandising | Doofinder | 32% | 56 | contested | | email-deliverability-and-testing | GlockApps | 24% | 62 | contested | | email-marketing | ActiveCampaign | 25% | 55 | contested | | email-signature-management | Exclaimer | 26% | 57 | contested | | email-verification | Bouncer | 27% | 55 | contested | | employee-advocacy | EveryoneSocial | 15% | 59 | contested | | event-lead-capture | Blinq | 21% | 57 | contested | | event-management-platforms | Zoho Backstage | 19% | 53 | contested | | experimentation-and-personalization | VWO | 36% | 61 | contested | | field-sales-tools | Badger Maps | 44% | 48 | clear leader | | identity-resolution | HubSpot Breeze Intelligence | 10% | 59 | contested | | in-app-messaging-and-customer-communications | Intercom | 22% | 50 | contested | | influencer-platforms | Favikon | 43% | 51 | clear leader | | interactive-demo-platforms | Supademo | 47% | 64 | clear leader | | knowledge-base-and-self-service | Notion | 41% | 49 | clear leader | | landing-pages-and-interactive-content | Leadpages | 19% | 63 | contested | | lead-routing-and-management | HubSpot CRM | 27% | 56 | contested | | local-listings-management | BrightLocal | 46% | 52 | clear leader | | loyalty-advocacy-and-referrals | Smile.io | 30% | 54 | contested | | market-intelligence | Apollo.io | 31% | 54 | contested | | marketing-automation | ActiveCampaign | 39% | 51 | contested | | marketing-cms | WordPress | 38% | 55 | contested | | marketing-resource-management | monday.com Work Management | 27% | 56 | contested | | meeting-scheduling | Calendly | 59% | 59 | clear leader | | mobile-apps | OneSignal | 31% | 61 | contested | | mobile-marketing-and-push | OneSignal | 67% | 55 | clear leader | | native-and-content-advertising | MGID | 29% | 52 | contested | | order-management-systems | Zoho Inventory | 40% | 52 | clear leader | | partner-relationship-management | PartnerPortal.io | 34% | 53 | contested | | pr-and-media-monitoring | Brand24 | 32% | 60 | contested | | pricing-optimization | Prisync | 46% | 52 | clear leader | | print | Postalytics | 53% | 49 | clear leader | | product-analytics | PostHog | 50% | 58 | clear leader | | product-information-management | Plytix | 84% | 51 | clear leader | | programmatic-and-display-advertising | StackAdapt | 43% | 53 | clear leader | | proposal-software | PandaDoc | 67% | 52 | clear leader | | referral-and-partner-programs | Referral Rock | 21% | 52 | contested | | retail-media-platforms | Amazon Ads | 38% | 52 | contested | | retail-proximity-and-iot-marketing | Radar | 11% | 57 | contested | | revenue-intelligence-and-forecasting | HubSpot Sales Hub | 30% | 61 | contested | | review-and-reputation-management | NiceJob | 15% | 55 | contested | | rfp-response-software | PandaDoc | 33% | 51 | contested | | sales-coaching-and-training | Trainual | 12% | 57 | contested | | sales-commissions-and-incentive-compensation | QuotaPath | 47% | 53 | clear leader | | sales-dialers-and-calling | JustCall | 37% | 57 | contested | | sales-enablement-and-content | HubSpot Sales Hub | 61% | 62 | clear leader | | sales-engagement | Apollo.io | 51% | 51 | clear leader | | sales-gamification | Spinify | 51% | 53 | clear leader | | sales-intelligence-and-contact-data | Apollo.io | 87% | 53 | clear leader | | search-and-social-advertising-platforms | Google Ads | 15% | 65 | contested | | seo-content-optimization | Surfer SEO | 20% | 65 | contested | | session-replay-and-heatmaps | Microsoft Clarity | 70% | 53 | clear leader | | sms-and-whatsapp-marketing | SimpleTexting | 21% | 56 | contested | | social-media-management | Buffer | 51% | 51 | clear leader | | tag-management | Google Tag Manager | 100% | 48 | clear leader | | territory-and-quota-planning | QuotaPath | 24% | 51 | contested | | value-selling-tools | The ROI Shop | 13% | 60 | contested | | video-advertising | YouTube Ads | 15% | 55 | contested | | video-marketing-and-hosting | Wistia | 55% | 56 | clear leader | | web-analytics | Google Analytics 4 | 52% | 61 | clear leader | | webinar-virtual-events | Livestorm | 32% | 60 | contested | | website-governance-and-accessibility | UserWay | 19% | 54 | contested | | workflow-automation-and-ipaas | Make | 44% | 64 | clear leader | **account-based-marketing-platforms**: HubSpot Marketing Hub 39%, AdRoll ABM 23%, Apollo.io 19%, Propensity 5%, ZenABM 5% **address-verification**: Smarty 67%, PostGrid Address Verification 12%, Google Address Validation API 4%, Melissa 4%, EasyPost 2% **affiliate-and-partner-management**: PartnerStack 25%, Rewardful 17%, UpPromote 8%, FirstPromoter 6%, GoAffPro 6% **ai-marketing-agents**: HubSpot Breeze 12%, HubSpot 10%, ChatGPT 7%, HubSpot Breeze AI Agents 7%, Jasper 7% **ai-sdr-agents**: Apollo.io 32%, AiSDR 23%, Agent Frank 6%, Artisan Ava 6%, Regie.ai 4% **ai-visibility-tracking**: Otterly 31%, HubSpot AEO Grader 16%, Peec AI 12%, Semrush AI Visibility Toolkit 8%, Rankscale 6% **ai-voice-agents**: Retell AI 20%, CloudTalk 15%, Synthflow 12%, Vapi 8%, Goodcall 7% **app-store-optimization**: Appfigures 27%, ASOTools 11%, App Radar 11%, AppFollow 11%, AppTweak 9% **attribution-mmm**: Dreamdata 26%, Google Analytics 4 18%, HubSpot Marketing Hub 6%, Northbeam 6%, Ruler Analytics 6% **audience-and-consumer-insights**: SparkToro 24%, Delve AI 10%, GWI 10%, Google Analytics 4 8%, Apollo.io 7% **audio-and-podcast-advertising**: AudioGo 49%, Spotify Ads Manager 23%, Spotify Ad Studio 7%, Acast 5%, Libsyn Ads 4% **b2b-intent-data**: Apollo.io 65%, Dealfront 5%, Lusha 5%, G2 Buyer Intent 4%, RB2B 4% **billing-and-subscription-management**: Stripe Billing 45%, Chargebee 13%, Zoho Billing 9%, Billsby 5%, Paddle 5% **brand-protection**: Red Points 37%, IP Moat 15%, BrandShield 8%, Amazon Brand Registry 4%, Brand Protector 4% **call-tracking**: CallRail 73%, AvidTrak 8%, WhatConverts 8%, Nimbata 4%, Ruler Analytics 4% **channel-partner-and-local-marketing**: PartnerStack 15%, Unifyr 9%, Brevo 8%, Kiflo PRM 6%, BrightLocal 5% **chatbots-and-conversational-ai-for-support**: Tidio 38%, Intercom Fin AI Agent 18%, Drift 4%, Freshdesk 4%, HubSpot Service Hub 4% **click-fraud-protection**: ClickCease 54%, Clixtell 8%, ClickPatrol 6%, Fraud Blocker 6%, ClickGUARD 4% **client-onboarding**: Dock 18%, Rocketlane 15%, ClickUp 10%, LaunchBay 7%, OnRamp 5% **community-platforms**: Circle 43%, Bettermode 24%, Discourse 16%, Discord 7%, Slack 3% **competitive-intelligence**: Kompyte 26%, Visualping 16%, SpyFu 12%, Owler 9%, Semrush 5% **consent-and-privacy-management**: CookieYes 46%, Cookiebot 16%, Termly 9%, CookieScript 7%, Osano 4% **contact-center-platforms**: Aircall 23%, CloudTalk 16%, Dialpad Ai Contact Center 12%, LiveAgent 9%, Nextiva 9% **contact-center-quality-assurance**: EvaluAgent 19%, CloudTalk 15%, Voxjar 13%, Zendesk QA 9%, Scorebuddy 7% **content-marketing-platforms**: HubSpot Content Hub 31%, StoryChief 17%, CoSchedule Marketing Suite 15%, Buffer 7%, Enji 6% **contract-lifecycle-management-and-e-signature**: PandaDoc 43%, Concord 25%, Zoho Contracts 7%, ContractSafe 5%, ContractWorks 4% **conversation-intelligence**: Fireflies.ai 32%, Fathom 29%, Avoma 24%, CallRail 2%, Chorus by ZoomInfo 2% **conversational-marketing**: Tidio 33%, HubSpot Conversations 16%, Drift 5%, HubSpot Chat 5%, HubSpot Live Chat 5% **cpq**: PandaDoc 45%, HubSpot Commerce Hub 14%, QuoteWerks 14%, DealHub 12%, Conga CPQ 3% **creative-automation**: Canva 24%, The Brief 13%, AdCreative.ai 11%, Bannerflow 5%, Creatify 5% **crm**: HubSpot CRM 44%, Pipedrive 20%, Bigin by Zoho 9%, Salesflare 9%, Zoho CRM 9% **crm-data-quality-and-deduplication**: Insycle 39%, Dedupely 17%, Cleanlist 9%, HubSpot Operations Hub 6%, WinPure Clean & Match 6% **customer-data-platforms**: Segment 35%, Klaviyo Data Platform 12%, RudderStack 9%, Brevo 7%, HubSpot 7% **customer-education-and-lms**: TalentLMS 49%, LearnWorlds 18%, Thinkific 9%, Gainsight Customer Education 5%, Skilljar 5% **customer-feedback-and-surveys**: Google Forms 17%, Survicate 14%, SurveyMonkey 12%, SurveySparrow 9%, Tally 9% **customer-intelligence-and-data-science**: HubSpot CRM 24%, Mixpanel 13%, HubSpot Service Hub 9%, PostHog 9%, Google Analytics 4 7% **customer-success-platforms**: Custify 44%, HubSpot Service Hub 20%, Vitally 11%, Akita 9%, ClientSuccess 5% **customer-support-helpdesk**: Freshdesk 31%, Zoho Desk 25%, Help Scout 20%, HubSpot Service Hub 5%, TeamSupport 5% **dashboards-and-data-visualization**: Microsoft Power BI 37%, Looker Studio 35%, Zoho Analytics 18%, Metabase 9%, Databox 2% **data-clean-rooms**: AWS Clean Rooms 26%, Crossbeam 15%, Google Ads Data Hub 8%, Amazon Marketing Cloud 5%, Google BigQuery Data Clean Rooms 5% **data-enrichment**: Apollo.io 77%, Snov.io 8%, Clay 4%, Salesgenie 4%, CUFinder 2% **data-management-platforms**: Segment 28%, HubSpot Marketing Hub 23%, Apollo.io 9%, Google Analytics 4 6%, RudderStack 6% **data-warehouse-reverse-etl**: Hightouch 41%, BigQuery 35%, Census 7%, Snowflake 7%, RudderStack Reverse ETL 2% **digital-adoption-and-onboarding**: UserGuiding 56%, Userpilot 13%, Userflow 5%, Chameleon 4%, Pendo 4% **digital-asset-management**: Filecamp 33%, Canto 25%, ResourceSpace 8%, Air 6%, Dash 6% **digital-sales-rooms**: Aligned 41%, Trumpet 16%, HummingDeck 8%, Dock 6%, Flowla 5% **direct-mail-and-gifting**: Goody 30%, Postal 16%, Sendoso 16%, Lob 5%, Postalytics 5% **ecommerce-marketing**: HubSpot Marketing Hub 28%, Klaviyo 16%, Omnisend 16%, ActiveCampaign 8%, Shopify 8% **ecommerce-platforms**: Shopify 45%, BigCommerce B2B Edition 25%, WooCommerce 16%, Square Online 11%, Hostinger 2% **ecommerce-search-and-merchandising**: Doofinder 32%, Algolia 18%, Klevu 11%, Searchanise 9%, Searchspring 7% **email-deliverability-and-testing**: GlockApps 24%, Google Postmaster Tools 10%, MXToolbox 6%, Instantly 5%, Litmus 5% **email-marketing**: ActiveCampaign 25%, HubSpot Marketing Hub 24%, Brevo 18%, MailerLite 13%, Sender 11% **email-signature-management**: Exclaimer 26%, WiseStamp 21%, Signitic 11%, SyncSignature 11%, Newoldstamp 7% **email-verification**: Bouncer 27%, Hunter Email Verifier 18%, ZeroBounce 16%, EmailListVerify 5%, Reoon Email Verifier 5% **employee-advocacy**: EveryoneSocial 15%, Clearview Social 14%, Sociuu 14%, Taplio 12%, Vulse 7% **event-lead-capture**: Blinq 21%, Mobly Capture 16%, BoothIQ 9%, Covve 7%, B2Brain 5% **event-management-platforms**: Zoho Backstage 19%, Eventbrite 15%, Luma 9%, Eventzilla 8%, Swoogo 8% **experimentation-and-personalization**: VWO 36%, Convert Experiences 13%, GrowthBook 13%, Zoho PageSense 10%, Mutiny 5% **field-sales-tools**: Badger Maps 44%, HubSpot CRM 12%, HubSpot Sales Hub 8%, Spotio 8%, Zoho CRM 6% **identity-resolution**: FullContact 10%, HubSpot Breeze Intelligence 10%, Apollo.io 8%, CustomerLabs 1PD Ops 8%, Hightouch Adaptive Identity Resolution 8% **in-app-messaging-and-customer-communications**: Intercom 22%, OneSignal 20%, Crisp 10%, Product Fruits 6%, Customer.io 4% **influencer-platforms**: Favikon 43%, Afluencer 18%, Modash 4%, Oktopost 4%, PartnerStack 4% **interactive-demo-platforms**: Supademo 47%, Storylane 17%, Arcade 14%, Navattic 8%, Guideflow 6% **knowledge-base-and-self-service**: Notion 41%, Help Scout Docs 14%, Zoho Desk 10%, Helply 8%, ProProfs Knowledge Base 8% **landing-pages-and-interactive-content**: Leadpages 19%, Unbounce 17%, Carrd 16%, Outgrow 10%, HubSpot Landing Pages 8% **lead-routing-and-management**: HubSpot CRM 27%, HubSpot Sales Hub 20%, Zoho CRM 18%, LeadAngel 9%, Pipedrive 9% **local-listings-management**: BrightLocal 46%, Moz Local 37%, SE Ranking 8%, Synup 4%, Whitespark 4% **loyalty-advocacy-and-referrals**: Smile.io 30%, Referral Rock 28%, Referral Factory 15%, GrowSurf 6%, Loyalzoo 4% **market-intelligence**: Apollo.io 31%, Kompyte 9%, Semrush 9%, LinkedIn Sales Navigator 6%, 6sense 4% **marketing-automation**: ActiveCampaign 39%, HubSpot Marketing Hub 31%, Brevo 25%, Mailchimp 4% **marketing-cms**: WordPress 38%, HubSpot Content Hub 29%, Webflow 24%, Elementor 2%, Framer 2% **marketing-resource-management**: monday.com Work Management 27%, ClickUp 21%, HubSpot Marketing Hub 11%, Teamwork.com 11%, Asana 9% **meeting-scheduling**: Calendly 59%, HubSpot Meetings 17%, Cal.com 8%, Chili Piper 7%, HubSpot Sales Hub 3% **mobile-apps**: OneSignal 31%, Google App Campaigns 8%, Branch 5%, Adobe Marketo Engage 3%, CleverTap 3% **mobile-marketing-and-push**: OneSignal 67%, Brevo 7%, Omnisend 5%, Customer.io 4%, SendPulse 4% **native-and-content-advertising**: MGID 29%, LinkedIn Sponsored Content 21%, Revcontent 21%, StackAdapt 12%, Taboola 6% **order-management-systems**: Zoho Inventory 40%, inFlow Inventory 10%, Cin7 Core 8%, Cin7 Omni 6%, Cin7 4% **partner-relationship-management**: PartnerPortal.io 34%, Kiflo PRM 32%, PartnerStack 13%, Impartner PRM 4%, Channelscaler 2% **pr-and-media-monitoring**: Brand24 32%, Semrush AI PR Toolkit 22%, Mention 17%, Awario 12%, Muck Rack 8% **pricing-optimization**: Prisync 46%, Price2Spy 19%, Pricefx 12%, PriceSoft 4%, SYMSON 4% **print**: Postalytics 53%, Lob 12%, Click2Mail 8%, Postie 8%, Sincerely 6% **product-analytics**: PostHog 50%, Mixpanel 34%, Amplitude Analytics 9%, June 3%, Pendo 2% **product-information-management**: Plytix 84%, Sales Layer 6%, Akeneo PIM 2%, Akeneo PIM Community Edition 2%, Inriver PIM 2% **programmatic-and-display-advertising**: StackAdapt 43%, AdRoll 9%, Meta Ads 8%, LinkedIn Campaign Manager 6%, Vibe.co 6% **proposal-software**: PandaDoc 67%, Agiled 10%, Better Proposals 8%, Prospero 4%, Bonsai 2% **referral-and-partner-programs**: Referral Rock 21%, PartnerStack 13%, ReferralCandy 12%, Viral Loops 10%, Rewardful 8% **retail-media-platforms**: Amazon Ads 38%, Amazon Advertising 21%, Walmart Connect 10%, Amazon 4%, Amazon Business Advertising 4% **retail-proximity-and-iot-marketing**: Radar 11%, GroundTruth 9%, Foursquare Proximity 7%, Estimote 5%, Geofli 5% **revenue-intelligence-and-forecasting**: HubSpot Sales Hub 30%, Pipedrive 26%, Avoma 13%, Sybill 7%, Forecastio 5% **review-and-reputation-management**: NiceJob 15%, Reviewflowz 13%, EmbedReviews 7%, GatherUp 7%, REVIEWS.io 7% **rfp-response-software**: PandaDoc 33%, DeepRFP 16%, PowerRFP 14%, Breeze Docs 4%, Inventive AI 4% **sales-coaching-and-training**: HubSpot Sales Hub 12%, Trainual 12%, Fathom 11%, Avoma 9%, TalentLMS 7% **sales-commissions-and-incentive-compensation**: QuotaPath 47%, Sales Cookie 21%, Commissionly 17%, Everstage 6%, Visdum 4% **sales-dialers-and-calling**: JustCall 37%, CloudTalk 12%, Kixie PowerCall 9%, Aircall 7%, Allo 7% **sales-enablement-and-content**: HubSpot Sales Hub 61%, Paperflite 8%, Dock 5%, Showell 5%, Content Camel 3% **sales-engagement**: Apollo.io 51%, HubSpot Sales Hub 18%, Klenty 6%, EngageBay 4%, Instantly 4% **sales-gamification**: Spinify 51%, Pointagram 19%, Leaderboarded 8%, SalesScreen 6%, Salesgamification.io 4% **sales-intelligence-and-contact-data**: Apollo.io 87%, Lusha 8%, Prospeo 2%, Seamless.AI 2%, ZoomInfo 2% **search-and-social-advertising-platforms**: Google Ads 15%, Adzooma 12%, HubSpot Ads 9%, Optmyzr 9%, LinkedIn Campaign Manager 8% **seo-content-optimization**: Surfer SEO 20%, SE Ranking 18%, Semrush 12%, Ubersuggest 11%, Frase 9% **session-replay-and-heatmaps**: Microsoft Clarity 70%, Dealfront 6%, Hotjar 6%, Google Analytics 4 4%, Visitor Queue 4% **sms-and-whatsapp-marketing**: SimpleTexting 21%, Salesmsg 14%, Textedly 11%, SlickText 9%, Brevo 7% **social-media-management**: Buffer 51%, Oktopost 12%, Zoho Social 8%, Agorapulse 6%, SocialPilot 6% **tag-management**: Google Tag Manager 100% **territory-and-quota-planning**: QuotaPath 24%, CaptivateIQ Planning 14%, MapBusinessOnline 10%, Pipedrive 10%, Map My Customers 6% **value-selling-tools**: The ROI Shop 13%, HubSpot Sales Hub 10%, HubSpot CRM 8%, Apollo.io 5%, Guideflow 5% **video-advertising**: LinkedIn Video Ads 15%, YouTube Ads 15%, Meta Ads 9%, LinkedIn Campaign Manager 7%, MNTN 7% **video-marketing-and-hosting**: Wistia 55%, YouTube 18%, Vidyard 12%, Vimeo 7%, Gumlet 4% **web-analytics**: Google Analytics 4 52%, Plausible Analytics 16%, Dealfront 13%, HubSpot Marketing Hub 3%, RB2B 3% **webinar-virtual-events**: Livestorm 32%, Demio 25%, Zoom Webinars 15%, Zoho Webinar 12%, GoTo Webinar 3% **website-governance-and-accessibility**: UserWay 19%, Silktide 17%, Siteimprove 15%, Acquia Web Governance 11%, DubBot 11% **workflow-automation-and-ipaas**: Make 44%, Zapier 38%, Celigo 5%, Pabbly Connect 3%, APIWORX 2% ## Anti-recommendations Products most often labeled soft or hard negative, with the number of models that did so at least once in the category, and the share of that product's labels in the category that were negative. A high negative share on a product with few labels is a warning; a low share on a product with many labels is salience, not sentiment. - **account-based-marketing-platforms**: Demandbase (14 models, 23 hard; 52 of 55 labels negative), 6sense (14 models, 22 hard; 42 of 48 labels negative), Terminus (10 models, 7 hard; 21 of 39 labels negative), AdRoll ABM (8 models; 9 of 66 labels negative) - **address-verification**: Melissa (4 models; 5 of 33 labels negative), Experian Data Quality (3 models; 3 of 8 labels negative), Google Address Validation API (3 models; 4 of 15 labels negative), Loqate (3 models; 4 of 29 labels negative) - **affiliate-and-partner-management**: impact.com (11 models, 3 hard; 18 of 28 labels negative), PartnerStack (8 models, 1 hard; 15 of 41 labels negative), ShareASale (7 models, 4 hard; 7 of 26 labels negative), CJ Affiliate (6 models, 3 hard; 9 of 13 labels negative) - **ai-marketing-agents**: Jasper (3 models, 2 hard; 3 of 32 labels negative), 1010 Digital Works (2 models, 2 hard; 2 of 2 labels negative), Air.ai (2 models, 2 hard; 2 of 2 labels negative), Cox Media Group (2 models, 2 hard; 2 of 2 labels negative) - **ai-sdr-agents**: 11x (11 models, 12 hard; 20 of 29 labels negative), Artisan Ava (8 models, 6 hard; 11 of 39 labels negative), AiSDR (5 models, 2 hard; 6 of 47 labels negative), Qualified Piper (4 models, 2 hard; 4 of 8 labels negative) - **ai-visibility-tracking**: Profound (7 models, 2 hard; 10 of 16 labels negative), Ahrefs Brand Radar (4 models; 4 of 18 labels negative), Scrunch (3 models; 3 of 3 labels negative), Semrush AI Visibility Toolkit (3 models; 3 of 36 labels negative) - **ai-voice-agents**: Vapi (11 models, 2 hard; 12 of 40 labels negative), Bland AI (9 models; 12 of 38 labels negative), Retell AI (8 models, 1 hard; 9 of 57 labels negative), Sierra (6 models, 6 hard; 7 of 8 labels negative) - **app-store-optimization**: Sensor Tower (13 models, 7 hard; 33 of 37 labels negative), AppTweak (9 models, 2 hard; 15 of 50 labels negative), data.ai (4 models, 3 hard; 7 of 8 labels negative), MobileAction (4 models, 2 hard; 4 of 30 labels negative) - **attribution-mmm**: Meta Robyn (8 models, 3 hard; 11 of 30 labels negative), Adobe Marketo Measure (7 models, 8 hard; 10 of 12 labels negative), Northbeam (7 models, 5 hard; 13 of 31 labels negative), Google Meridian (7 models, 3 hard; 10 of 36 labels negative) - **audience-and-consumer-insights**: Qualtrics (10 models, 7 hard; 12 of 13 labels negative), Brandwatch Consumer Intelligence (9 models, 9 hard; 14 of 20 labels negative), Meltwater (6 models, 7 hard; 12 of 17 labels negative), GWI (6 models, 6 hard; 15 of 35 labels negative) - **audio-and-podcast-advertising**: Megaphone (6 models, 3 hard; 7 of 12 labels negative), Acast (4 models, 1 hard; 4 of 30 labels negative), Libsyn Ads (3 models, 1 hard; 4 of 10 labels negative), Spotify Ad Studio (3 models, 1 hard; 3 of 11 labels negative) - **b2b-intent-data**: 6sense (14 models, 16 hard; 48 of 61 labels negative), Demandbase (13 models, 14 hard; 34 of 42 labels negative), Bombora (13 models, 13 hard; 34 of 60 labels negative), ZoomInfo (13 models, 8 hard; 27 of 37 labels negative) - **billing-and-subscription-management**: Zuora (11 models, 6 hard; 17 of 20 labels negative), Chargebee (9 models, 2 hard; 11 of 60 labels negative), Recurly (9 models, 1 hard; 12 of 41 labels negative), Maxio (6 models, 3 hard; 7 of 22 labels negative) - **brand-protection**: Corsearch (11 models, 3 hard; 18 of 26 labels negative), Red Points (10 models, 5 hard; 21 of 65 labels negative), BrandShield (10 models, 4 hard; 17 of 51 labels negative), ZeroFox (6 models, 2 hard; 9 of 19 labels negative) - **call-tracking**: CallTrackingMetrics (13 models, 3 hard; 15 of 41 labels negative), CallRail (12 models, 1 hard; 12 of 75 labels negative), Invoca (10 models, 8 hard; 17 of 20 labels negative), CloudTalk (7 models, 3 hard; 7 of 14 labels negative) - **channel-partner-and-local-marketing**: Impartner PRM (12 models, 8 hard; 25 of 35 labels negative), Ansira (7 models, 4 hard; 10 of 12 labels negative), ZINFI Unified Partner Management (7 models, 4 hard; 11 of 24 labels negative), Unifyr (7 models, 3 hard; 11 of 32 labels negative) - **chatbots-and-conversational-ai-for-support**: Intercom Fin AI Agent (11 models, 3 hard; 17 of 50 labels negative), Zendesk AI (8 models, 3 hard; 12 of 32 labels negative), Drift (6 models, 5 hard; 11 of 21 labels negative), Chatbase (4 models, 1 hard; 4 of 16 labels negative) - **click-fraud-protection**: ClickGUARD (8 models, 3 hard; 8 of 31 labels negative), ClickCease (7 models, 3 hard; 9 of 62 labels negative), Lunio (6 models, 3 hard; 10 of 23 labels negative), Cheq (5 models, 2 hard; 7 of 11 labels negative) - **client-onboarding**: Rocketlane (10 models, 4 hard; 12 of 52 labels negative), ChurnZero (9 models, 3 hard; 10 of 14 labels negative), GUIDEcx (9 models, 3 hard; 11 of 30 labels negative), Planhat (9 models, 3 hard; 9 of 12 labels negative) - **community-platforms**: Khoros Communities (11 models, 12 hard; 16 of 18 labels negative), Gainsight Customer Communities (11 models, 10 hard; 17 of 22 labels negative), Facebook Groups (10 models, 4 hard; 11 of 20 labels negative), Higher Logic Vanilla (9 models, 3 hard; 11 of 20 labels negative) - **competitive-intelligence**: Crayon (13 models, 12 hard; 40 of 57 labels negative), Klue (12 models, 13 hard; 37 of 55 labels negative), Semrush (11 models, 1 hard; 13 of 60 labels negative), Kompyte (8 models, 4 hard; 10 of 58 labels negative) - **consent-and-privacy-management**: OneTrust (12 models, 9 hard; 25 of 30 labels negative), Osano (8 models, 2 hard; 11 of 34 labels negative), Usercentrics CMP (7 models, 2 hard; 9 of 26 labels negative), Cookiebot (7 models, 1 hard; 10 of 48 labels negative) - **contact-center-platforms**: Five9 (12 models, 9 hard; 21 of 27 labels negative), Genesys Cloud CX (11 models, 10 hard; 18 of 23 labels negative), NICE CXone (8 models, 6 hard; 9 of 9 labels negative), Talkdesk (8 models, 4 hard; 11 of 18 labels negative) - **contact-center-quality-assurance**: NICE CXone Quality Management (9 models, 9 hard; 14 of 15 labels negative), Observe.AI (7 models, 4 hard; 11 of 13 labels negative), Verint Quality Management (6 models, 6 hard; 9 of 10 labels negative), CallMiner Eureka (6 models, 3 hard; 7 of 9 labels negative) - **content-marketing-platforms**: Contently (6 models, 5 hard; 10 of 16 labels negative), HubSpot Content Hub (6 models, 1 hard; 9 of 45 labels negative), Semrush Content Marketing Platform (6 models, 1 hard; 6 of 36 labels negative), Sprout Social (4 models; 4 of 9 labels negative) - **contract-lifecycle-management-and-e-signature**: DocuSign CLM (13 models, 7 hard; 17 of 24 labels negative), Ironclad (12 models, 10 hard; 18 of 30 labels negative), Icertis Contract Intelligence (10 models, 8 hard; 15 of 17 labels negative), Agiloft (9 models, 4 hard; 11 of 15 labels negative) - **conversation-intelligence**: Gong (14 models, 18 hard; 56 of 62 labels negative), Chorus by ZoomInfo (11 models, 12 hard; 39 of 45 labels negative), Otter.ai (4 models; 4 of 13 labels negative), Observe.AI (3 models, 1 hard; 3 of 3 labels negative) - **conversational-marketing**: Drift (13 models, 21 hard; 35 of 50 labels negative), Intercom (12 models, 7 hard; 28 of 57 labels negative), Qualified (7 models, 6 hard; 12 of 16 labels negative), HubSpot Marketing Hub (6 models, 3 hard; 6 of 12 labels negative) - **cpq**: Salesforce Revenue Cloud (12 models, 24 hard; 45 of 50 labels negative), Oracle CPQ (11 models, 11 hard; 18 of 21 labels negative), SAP CPQ (7 models, 7 hard; 9 of 11 labels negative), Conga CPQ (5 models, 6 hard; 8 of 14 labels negative) - **creative-automation**: Celtra (9 models, 12 hard; 23 of 33 labels negative), Smartly (9 models, 11 hard; 22 of 27 labels negative), Storyteq (7 models, 6 hard; 14 of 22 labels negative), Bannerflow (6 models, 3 hard; 8 of 31 labels negative) - **crm**: Salesforce Sales Cloud (11 models, 11 hard; 30 of 41 labels negative), Microsoft Dynamics 365 Sales (6 models, 6 hard; 6 of 8 labels negative), HubSpot CRM (6 models; 7 of 71 labels negative), Zoho CRM (5 models; 5 of 66 labels negative) - **crm-data-quality-and-deduplication**: Informatica Data Quality (10 models, 10 hard; 11 of 11 labels negative), DemandTools (8 models, 2 hard; 14 of 41 labels negative), Ataccama ONE (5 models, 5 hard; 5 of 5 labels negative), Oracle Enterprise Data Quality (5 models, 5 hard; 5 of 5 labels negative) - **customer-data-platforms**: Adobe Real-Time CDP (11 models, 15 hard; 22 of 23 labels negative), Salesforce Data Cloud (11 models, 15 hard; 22 of 29 labels negative), Tealium (9 models, 10 hard; 17 of 20 labels negative), Segment (8 models, 3 hard; 14 of 66 labels negative) - **customer-education-and-lms**: Skilljar (13 models, 9 hard; 33 of 48 labels negative), Docebo (12 models, 13 hard; 23 of 28 labels negative), Thought Industries (10 models, 7 hard; 14 of 19 labels negative), Gainsight Customer Education (6 models, 2 hard; 8 of 24 labels negative) - **customer-feedback-and-surveys**: SurveyMonkey (11 models, 3 hard; 18 of 56 labels negative), Qualtrics CustomerXM (10 models, 8 hard; 17 of 24 labels negative), Typeform (9 models, 1 hard; 12 of 52 labels negative), Delighted (6 models, 6 hard; 7 of 21 labels negative) - **customer-intelligence-and-data-science**: Google Analytics 4 (11 models; 15 of 43 labels negative), Amplitude (9 models, 2 hard; 11 of 45 labels negative), Tableau (7 models, 4 hard; 7 of 7 labels negative), Mixpanel (7 models; 8 of 56 labels negative) - **customer-success-platforms**: Gainsight Customer Success (13 models, 19 hard; 40 of 49 labels negative), ChurnZero (12 models, 7 hard; 21 of 40 labels negative), Totango (9 models, 7 hard; 15 of 37 labels negative), Planhat (9 models, 3 hard; 11 of 25 labels negative) - **customer-support-helpdesk**: Salesforce Service Cloud (12 models, 11 hard; 15 of 15 labels negative), Zendesk Support Suite (12 models, 10 hard; 31 of 55 labels negative), Intercom (9 models, 1 hard; 12 of 36 labels negative), Jira Service Management (5 models, 3 hard; 5 of 7 labels negative) - **dashboards-and-data-visualization**: Looker (13 models, 11 hard; 18 of 23 labels negative), Tableau (13 models, 10 hard; 30 of 51 labels negative), Sisense (9 models, 5 hard; 10 of 10 labels negative), Domo (7 models, 4 hard; 8 of 12 labels negative) - **data-clean-rooms**: LiveRamp Clean Room (8 models, 4 hard; 17 of 30 labels negative), Snowflake Data Clean Rooms (8 models, 2 hard; 13 of 47 labels negative), InfoSum (7 models, 5 hard; 15 of 29 labels negative), Habu (6 models, 4 hard; 10 of 16 labels negative) - **data-enrichment**: ZoomInfo (13 models, 17 hard; 41 of 50 labels negative), Cognism (9 models, 5 hard; 14 of 32 labels negative), Clay (9 models, 2 hard; 11 of 39 labels negative), 6sense (7 models, 7 hard; 8 of 8 labels negative) - **data-management-platforms**: Salesforce Data Cloud (11 models, 12 hard; 17 of 23 labels negative), Adobe Audience Manager (10 models, 14 hard; 19 of 23 labels negative), Collibra (8 models, 7 hard; 8 of 8 labels negative), Alation (7 models, 6 hard; 7 of 7 labels negative) - **data-warehouse-reverse-etl**: Snowflake (12 models, 6 hard; 25 of 68 labels negative), Amazon Redshift (10 models, 8 hard; 18 of 37 labels negative), Census (10 models, 1 hard; 17 of 61 labels negative), Hightouch (10 models, 1 hard; 10 of 75 labels negative) - **digital-adoption-and-onboarding**: WalkMe (13 models, 17 hard; 35 of 40 labels negative), Whatfix (13 models, 15 hard; 39 of 45 labels negative), Pendo (13 models, 13 hard; 29 of 45 labels negative), Userpilot (7 models, 2 hard; 9 of 52 labels negative) - **digital-asset-management**: Bynder (11 models, 12 hard; 27 of 40 labels negative), Adobe Experience Manager Assets (10 models, 7 hard; 16 of 17 labels negative), Acquia DAM (8 models, 6 hard; 9 of 10 labels negative), Aprimo (7 models, 3 hard; 7 of 7 labels negative) - **digital-sales-rooms**: Seismic (11 models, 13 hard; 26 of 28 labels negative), Highspot (11 models, 10 hard; 28 of 32 labels negative), DealHub DealRoom (11 models, 6 hard; 12 of 19 labels negative), GetAccept (9 models, 1 hard; 12 of 43 labels negative) - **direct-mail-and-gifting**: Sendoso (11 models, 14 hard; 31 of 67 labels negative), Reachdesk (9 models, 8 hard; 24 of 49 labels negative), Postal (7 models, 4 hard; 9 of 39 labels negative), Alyce (6 models, 4 hard; 9 of 17 labels negative) - **ecommerce-marketing**: Klaviyo (7 models, 2 hard; 15 of 53 labels negative), Amazon Ads (6 models, 1 hard; 6 of 6 labels negative), eBay (6 models, 1 hard; 6 of 6 labels negative), Shopify (6 models; 7 of 30 labels negative) - **ecommerce-platforms**: Adobe Commerce (11 models, 7 hard; 19 of 24 labels negative), Squarespace Commerce (10 models, 1 hard; 11 of 28 labels negative), Shopify (9 models; 11 of 83 labels negative), Wix eCommerce (7 models; 7 of 14 labels negative) - **ecommerce-search-and-merchandising**: Bloomreach Discovery (10 models, 9 hard; 21 of 27 labels negative), Coveo (9 models, 6 hard; 12 of 14 labels negative), Algolia (9 models, 2 hard; 18 of 60 labels negative), Searchspring (9 models, 2 hard; 13 of 32 labels negative) - **email-deliverability-and-testing**: Litmus (8 models, 2 hard; 13 of 28 labels negative), Validity Everest (7 models, 5 hard; 12 of 18 labels negative), GlockApps (6 models; 7 of 51 labels negative), Folderly (4 models, 2 hard; 5 of 16 labels negative) - **email-marketing**: Mailchimp (14 models, 5 hard; 22 of 53 labels negative), Constant Contact (10 models, 4 hard; 12 of 25 labels negative), HubSpot Marketing Hub (6 models, 3 hard; 6 of 42 labels negative), ActiveCampaign (6 models; 7 of 50 labels negative) - **email-signature-management**: Exclaimer (11 models, 4 hard; 18 of 57 labels negative), CodeTwo Email Signatures 365 (5 models, 1 hard; 8 of 41 labels negative), Newoldstamp (4 models, 1 hard; 4 of 35 labels negative), WiseStamp (4 models; 4 of 60 labels negative) - **email-verification**: NeverBounce (5 models, 2 hard; 6 of 37 labels negative), ZeroBounce (4 models, 1 hard; 4 of 51 labels negative), MillionVerifier (3 models; 3 of 17 labels negative), Mails.so (2 models, 2 hard; 2 of 2 labels negative) - **employee-advocacy**: EveryoneSocial (10 models, 7 hard; 17 of 40 labels negative), DSMN8 (9 models, 6 hard; 17 of 25 labels negative), Hootsuite Amplify (9 models, 6 hard; 17 of 31 labels negative), Sociabble (9 models, 4 hard; 14 of 17 labels negative) - **event-lead-capture**: Cvent LeadCapture (12 models, 9 hard; 16 of 30 labels negative), Blinq (10 models, 2 hard; 10 of 48 labels negative), iCapture (9 models, 3 hard; 11 of 30 labels negative), Popl (8 models, 3 hard; 9 of 35 labels negative) - **event-management-platforms**: Cvent Event Marketing & Management (14 models, 23 hard; 36 of 45 labels negative), Eventbrite (14 models, 4 hard; 21 of 66 labels negative), Bizzabo (12 models, 16 hard; 29 of 42 labels negative), Whova (7 models, 1 hard; 8 of 35 labels negative) - **experimentation-and-personalization**: Optimizely CMS (14 models, 16 hard; 41 of 55 labels negative), Adobe Target (9 models, 8 hard; 16 of 18 labels negative), VWO (8 models, 1 hard; 11 of 61 labels negative), Dynamic Yield (7 models, 5 hard; 9 of 16 labels negative) - **field-sales-tools**: Badger Maps (8 models; 9 of 55 labels negative), Salesforce (7 models, 6 hard; 8 of 9 labels negative), HubSpot Sales Hub (5 models, 2 hard; 5 of 25 labels negative), Salesforce Sales Cloud (4 models, 1 hard; 4 of 4 labels negative) - **identity-resolution**: LiveRamp Identity Resolution (14 models, 21 hard; 38 of 43 labels negative), Amperity (10 models, 14 hard; 19 of 21 labels negative), mParticle IDSync (9 models, 9 hard; 11 of 12 labels negative), Tealium (9 models, 8 hard; 12 of 13 labels negative) - **in-app-messaging-and-customer-communications**: Intercom (13 models, 7 hard; 20 of 55 labels negative), Braze (11 models, 8 hard; 14 of 17 labels negative), Userpilot (6 models, 2 hard; 6 of 19 labels negative), Drift (5 models, 4 hard; 6 of 8 labels negative) - **influencer-platforms**: Traackr (10 models, 8 hard; 19 of 21 labels negative), CreatorIQ (9 models, 5 hard; 16 of 19 labels negative), Upfluence (9 models, 4 hard; 12 of 21 labels negative), GRIN (7 models, 7 hard; 15 of 35 labels negative) - **interactive-demo-platforms**: Walnut (13 models, 10 hard; 26 of 33 labels negative), Navattic (12 models, 5 hard; 20 of 50 labels negative), Reprise (11 models, 9 hard; 18 of 21 labels negative), Storylane (11 models, 1 hard; 13 of 70 labels negative) - **knowledge-base-and-self-service**: Confluence (10 models, 5 hard; 15 of 41 labels negative), Zendesk Guide (9 models, 4 hard; 15 of 27 labels negative), Document360 (7 models, 2 hard; 8 of 34 labels negative), Notion (6 models; 7 of 56 labels negative) - **landing-pages-and-interactive-content**: Instapage (11 models, 6 hard; 21 of 40 labels negative), Unbounce (10 models, 3 hard; 14 of 53 labels negative), ClickFunnels (7 models, 3 hard; 7 of 12 labels negative), Wix (7 models, 1 hard; 7 of 17 labels negative) - **lead-routing-and-management**: Chili Piper (10 models, 4 hard; 20 of 38 labels negative), LeanData (9 models, 7 hard; 21 of 35 labels negative), Salesforce Lead Assignment Rules (7 models, 3 hard; 9 of 30 labels negative), Pipedrive (4 models; 5 of 46 labels negative) - **local-listings-management**: Yext (13 models, 17 hard; 42 of 56 labels negative), Uberall (9 models, 4 hard; 13 of 25 labels negative), Birdeye (6 models, 4 hard; 12 of 32 labels negative), Moz Local (4 models; 6 of 56 labels negative) - **loyalty-advocacy-and-referrals**: Yotpo Loyalty & Referrals (9 models, 3 hard; 10 of 32 labels negative), Influitive AdvocateHub (8 models, 6 hard; 16 of 23 labels negative), Smile.io (7 models, 1 hard; 7 of 48 labels negative), Ambassador (6 models, 6 hard; 7 of 9 labels negative) - **market-intelligence**: ZoomInfo (13 models, 5 hard; 27 of 39 labels negative), Semrush (11 models, 4 hard; 11 of 46 labels negative), Similarweb (10 models, 2 hard; 11 of 38 labels negative), Crayon (9 models, 8 hard; 21 of 35 labels negative) - **marketing-automation**: HubSpot Marketing Hub (11 models, 1 hard; 18 of 69 labels negative), Adobe Marketo Engage (10 models, 12 hard; 13 of 18 labels negative), Mailchimp (9 models; 16 of 42 labels negative), Salesforce Marketing Cloud (7 models, 6 hard; 8 of 8 labels negative) - **marketing-cms**: Contentful (11 models, 3 hard; 13 of 23 labels negative), Drupal (10 models, 5 hard; 11 of 12 labels negative), Wix (10 models, 4 hard; 17 of 41 labels negative), Squarespace (9 models, 2 hard; 15 of 36 labels negative) - **marketing-resource-management**: Aprimo (12 models, 12 hard; 27 of 32 labels negative), Adobe Workfront (7 models, 9 hard; 15 of 16 labels negative), Wrike for Marketing (7 models; 8 of 37 labels negative), Adobe Campaign (5 models, 4 hard; 5 of 5 labels negative) - **meeting-scheduling**: Calendly (12 models; 14 of 79 labels negative), Chili Piper (8 models, 2 hard; 11 of 33 labels negative), Doodle (6 models, 2 hard; 6 of 17 labels negative), Acuity Scheduling (6 models, 1 hard; 6 of 25 labels negative) - **mobile-apps**: Braze (9 models, 4 hard; 19 of 31 labels negative), CleverTap (8 models, 3 hard; 13 of 30 labels negative), AppsFlyer (5 models; 9 of 39 labels negative), Adjust (4 models; 5 of 25 labels negative) - **mobile-marketing-and-push**: Attentive (11 models, 8 hard; 14 of 25 labels negative), Braze (11 models, 1 hard; 18 of 24 labels negative), Twilio Programmable Messaging (8 models, 5 hard; 12 of 24 labels negative), Airship (8 models, 1 hard; 10 of 16 labels negative) - **native-and-content-advertising**: Taboola (13 models, 6 hard; 31 of 60 labels negative), Teads (12 models, 7 hard; 33 of 68 labels negative), Revcontent (9 models, 2 hard; 9 of 49 labels negative), MGID (8 models, 3 hard; 8 of 43 labels negative) - **order-management-systems**: Salesforce Order Management (8 models, 5 hard; 9 of 11 labels negative), NetSuite Order Management (8 models, 3 hard; 9 of 12 labels negative), SAP S/4HANA (4 models, 4 hard; 5 of 5 labels negative), Cin7 Core (4 models; 5 of 22 labels negative) - **partner-relationship-management**: Salesforce PRM (14 models, 11 hard; 23 of 30 labels negative), Impartner PRM (13 models, 13 hard; 32 of 39 labels negative), impact.com (11 models, 3 hard; 11 of 16 labels negative), ZINFI Unified Partner Management (10 models, 7 hard; 16 of 25 labels negative) - **pr-and-media-monitoring**: Meltwater (14 models, 18 hard; 50 of 61 labels negative), CisionOne (14 models, 16 hard; 41 of 54 labels negative), Brandwatch (13 models, 6 hard; 16 of 18 labels negative), Muck Rack (9 models, 7 hard; 14 of 39 labels negative) - **pricing-optimization**: Pricefx (9 models, 7 hard; 19 of 40 labels negative), Zilliant (8 models, 7 hard; 19 of 23 labels negative), PROS Smart Price Optimization & Management (8 models, 6 hard; 18 of 21 labels negative), Vendavo (6 models, 6 hard; 14 of 18 labels negative) - **print**: Sendoso (13 models, 4 hard; 22 of 38 labels negative), PostGrid (11 models, 1 hard; 11 of 43 labels negative), Lob (7 models, 2 hard; 10 of 49 labels negative), Reachdesk (3 models, 2 hard; 6 of 12 labels negative) - **product-analytics**: Amplitude Analytics (13 models, 1 hard; 23 of 74 labels negative), Mixpanel (11 models; 11 of 76 labels negative), Google Analytics 4 (9 models, 3 hard; 15 of 25 labels negative), Adobe Analytics (8 models, 7 hard; 8 of 8 labels negative) - **product-information-management**: Pimcore (12 models, 4 hard; 19 of 36 labels negative), Akeneo PIM (11 models, 4 hard; 21 of 49 labels negative), Inriver PIM (10 models, 9 hard; 14 of 21 labels negative), Salsify (10 models, 8 hard; 17 of 21 labels negative) - **programmatic-and-display-advertising**: The Trade Desk (12 models, 15 hard; 40 of 55 labels negative), Google Display & Video 360 (12 models, 9 hard; 26 of 33 labels negative), Amazon DSP (11 models, 9 hard; 21 of 26 labels negative), DV360 (6 models, 2 hard; 9 of 11 labels negative) - **proposal-software**: Proposify (10 models, 3 hard; 11 of 59 labels negative), PandaDoc (7 models; 8 of 72 labels negative), Loopio (6 models, 4 hard; 6 of 10 labels negative), Better Proposals (6 models, 2 hard; 7 of 60 labels negative) - **referral-and-partner-programs**: Friendbuy (10 models, 3 hard; 12 of 18 labels negative), ReferralCandy (8 models, 2 hard; 10 of 37 labels negative), Talkable (6 models, 3 hard; 8 of 9 labels negative), PartnerStack (5 models, 4 hard; 8 of 21 labels negative) - **retail-media-platforms**: Walmart Connect (11 models, 3 hard; 13 of 62 labels negative), Target Roundel (10 models, 6 hard; 17 of 30 labels negative), Kroger Precision Marketing (5 models, 4 hard; 6 of 14 labels negative), Amazon Advertising (5 models, 1 hard; 6 of 17 labels negative) - **retail-proximity-and-iot-marketing**: Braze (6 models, 1 hard; 9 of 19 labels negative), Gimbal (4 models, 2 hard; 5 of 13 labels negative), Airship (4 models, 1 hard; 5 of 12 labels negative), Estimote (3 models, 3 hard; 5 of 17 labels negative) - **revenue-intelligence-and-forecasting**: Clari Copilot (13 models, 16 hard; 36 of 53 labels negative), Gong (13 models, 15 hard; 37 of 51 labels negative), Salesforce Revenue Intelligence (6 models, 2 hard; 8 of 17 labels negative), People.ai (5 models, 4 hard; 6 of 17 labels negative) - **review-and-reputation-management**: Birdeye (12 models, 6 hard; 24 of 50 labels negative), Podium (8 models, 4 hard; 18 of 46 labels negative), Reputation (8 models, 2 hard; 10 of 16 labels negative), Trustpilot (5 models, 2 hard; 5 of 17 labels negative) - **rfp-response-software**: Loopio (12 models, 10 hard; 24 of 44 labels negative), Responsive (11 models, 11 hard; 25 of 44 labels negative), Upland Qvidian (10 models, 9 hard; 15 of 20 labels negative), Proposify (8 models, 3 hard; 9 of 31 labels negative) - **sales-coaching-and-training**: Gong (11 models, 9 hard; 29 of 39 labels negative), MindTickle (8 models, 10 hard; 23 of 35 labels negative), Highspot (8 models, 9 hard; 19 of 24 labels negative), Seismic Enablement Cloud (7 models, 8 hard; 14 of 17 labels negative) - **sales-commissions-and-incentive-compensation**: Xactly Incent (11 models, 12 hard; 20 of 23 labels negative), Salesforce Spiff (9 models, 2 hard; 18 of 44 labels negative), Varicent (8 models, 7 hard; 12 of 13 labels negative), CaptivateIQ (8 models, 6 hard; 19 of 40 labels negative) - **sales-dialers-and-calling**: PhoneBurner (6 models; 6 of 24 labels negative), Orum (5 models, 2 hard; 8 of 14 labels negative), Salesloft Dialer (4 models, 3 hard; 4 of 8 labels negative), RingCentral Events (4 models, 1 hard; 4 of 8 labels negative) - **sales-enablement-and-content**: Seismic (14 models, 22 hard; 46 of 51 labels negative), Highspot (13 models, 23 hard; 43 of 55 labels negative), Showpad (12 models, 12 hard; 23 of 36 labels negative), MindTickle (11 models, 10 hard; 19 of 28 labels negative) - **sales-engagement**: Outreach (14 models, 20 hard; 40 of 48 labels negative), Salesloft (14 models, 20 hard; 40 of 50 labels negative), HubSpot Sales Hub (5 models; 5 of 58 labels negative), Salesforce Sales Engagement (4 models, 3 hard; 4 of 4 labels negative) - **sales-gamification**: SalesScreen (13 models, 8 hard; 17 of 49 labels negative), Ambition (11 models, 8 hard; 23 of 50 labels negative), Spinify (10 models, 6 hard; 16 of 65 labels negative), Plecto (5 models, 5 hard; 7 of 22 labels negative) - **sales-intelligence-and-contact-data**: ZoomInfo (13 models, 20 hard; 51 of 65 labels negative), Apollo.io (9 models, 2 hard; 9 of 79 labels negative), Seamless.AI (8 models, 5 hard; 8 of 19 labels negative), Lusha (8 models, 2 hard; 8 of 62 labels negative) - **search-and-social-advertising-platforms**: Marin Software (10 models, 12 hard; 18 of 23 labels negative), Skai (7 models, 9 hard; 12 of 14 labels negative), Optmyzr (6 models, 2 hard; 7 of 34 labels negative), WordStream Advisor (5 models, 4 hard; 7 of 23 labels negative) - **seo-content-optimization**: Semrush (10 models, 1 hard; 17 of 55 labels negative), Ahrefs (9 models, 1 hard; 14 of 45 labels negative), Surfer SEO (6 models; 7 of 57 labels negative), Conductor (5 models, 3 hard; 6 of 6 labels negative) - **session-replay-and-heatmaps**: Fullstory (13 models, 8 hard; 25 of 34 labels negative), Hotjar (12 models, 4 hard; 16 of 68 labels negative), LogRocket (10 models, 1 hard; 12 of 29 labels negative), Contentsquare (8 models, 4 hard; 10 of 16 labels negative) - **sms-and-whatsapp-marketing**: Twilio (8 models, 3 hard; 12 of 36 labels negative), Attentive (6 models; 7 of 14 labels negative), Klaviyo SMS (3 models; 3 of 22 labels negative), SlickText (3 models; 3 of 30 labels negative) - **social-media-management**: Sprout Social (14 models, 12 hard; 30 of 52 labels negative), Hootsuite (14 models, 11 hard; 28 of 55 labels negative), Later (5 models, 1 hard; 6 of 26 labels negative), Sprinklr Social (3 models, 3 hard; 4 of 6 labels negative) - **tag-management**: Tealium iQ Tag Management (14 models, 14 hard; 45 of 55 labels negative), Adobe Experience Platform Tags (13 models, 13 hard; 33 of 48 labels negative), Segment (11 models, 5 hard; 15 of 35 labels negative), ObservePoint (3 models, 2 hard; 3 of 6 labels negative) - **territory-and-quota-planning**: Anaplan Territory & Quota Planning (12 models, 17 hard; 28 of 32 labels negative), Varicent Territory and Quota Planning (8 models, 8 hard; 17 of 19 labels negative), Fullcast (8 models, 3 hard; 10 of 25 labels negative), Xactly (7 models, 7 hard; 13 of 18 labels negative) - **value-selling-tools**: Mediafly (4 models, 4 hard; 7 of 17 labels negative), Outreach (4 models, 1 hard; 4 of 5 labels negative), ValueCore (4 models, 1 hard; 4 of 20 labels negative), Ecosystems (3 models, 3 hard; 3 of 6 labels negative) - **video-advertising**: TikTok Ads (8 models; 10 of 37 labels negative), LinkedIn Video Ads (7 models, 3 hard; 7 of 18 labels negative), The Trade Desk (7 models, 3 hard; 8 of 10 labels negative), Basis (5 models, 3 hard; 5 of 7 labels negative) - **video-marketing-and-hosting**: YouTube (14 models, 6 hard; 34 of 58 labels negative), Vimeo (11 models; 15 of 69 labels negative), Wistia (9 models, 1 hard; 12 of 77 labels negative), TikTok (6 models, 4 hard; 6 of 6 labels negative) - **web-analytics**: Adobe Analytics (13 models, 9 hard; 15 of 18 labels negative), Google Analytics 4 (13 models, 2 hard; 22 of 78 labels negative), Mixpanel (8 models, 5 hard; 11 of 28 labels negative), Amplitude (8 models, 4 hard; 10 of 19 labels negative) - **webinar-virtual-events**: Zoom Webinars (13 models, 4 hard; 24 of 72 labels negative), GoTo Webinar (12 models, 4 hard; 16 of 34 labels negative), WebinarJam (8 models, 6 hard; 13 of 28 labels negative), ON24 (6 models, 4 hard; 8 of 10 labels negative) - **website-governance-and-accessibility**: Siteimprove (12 models, 4 hard; 25 of 47 labels negative), accessiBe (11 models, 17 hard; 23 of 36 labels negative), UserWay (9 models, 12 hard; 20 of 41 labels negative), AudioEye (7 models, 7 hard; 10 of 23 labels negative) - **workflow-automation-and-ipaas**: Workato (11 models, 7 hard; 16 of 25 labels negative), Zapier (11 models, 1 hard; 18 of 77 labels negative), Microsoft Power Automate (8 models; 8 of 38 labels negative), n8n (7 models, 2 hard; 7 of 62 labels negative) ## Leadership and criticism First-choice share and negative label rate are independent, so every product with at least 10 labels in a category is placed on both axes. Cutoffs: leader at 30% or more of first choices, criticized at 25% or more negative labels. An endorsed leader is recommended and not criticized; a criticized default is recommended while the models list its problems; a criticized challenger is named mostly to be warned against. | Category | Product | First-choice share | Negative rate | Labels | Quadrant | |---|---|---|---|---|---| | account-based-marketing-platforms | HubSpot Marketing Hub | 39% | 6% | 65 | endorsed leader | | account-based-marketing-platforms | AdRoll ABM | 23% | 14% | 66 | accepted challenger | | account-based-marketing-platforms | Apollo.io | 19% | 2% | 45 | accepted challenger | | account-based-marketing-platforms | ZenABM | 5% | 0% | 10 | accepted challenger | | account-based-marketing-platforms | Propensity | 5% | 9% | 11 | accepted challenger | | account-based-marketing-platforms | Abmatic AI | 4% | 0% | 12 | accepted challenger | | account-based-marketing-platforms | RB2B | 2% | 0% | 15 | accepted challenger | | account-based-marketing-platforms | Dealfront | 0% | 0% | 13 | accepted challenger | | account-based-marketing-platforms | LinkedIn Sales Navigator | 0% | 0% | 11 | accepted challenger | | account-based-marketing-platforms | Foundry ABM | 0% | 40% | 10 | criticized challenger | | account-based-marketing-platforms | Terminus | 0% | 54% | 39 | criticized challenger | | account-based-marketing-platforms | 6sense | 0% | 88% | 48 | criticized challenger | | account-based-marketing-platforms | Demandbase | 0% | 95% | 55 | criticized challenger | | address-verification | Smarty | 67% | 0% | 67 | endorsed leader | | address-verification | PostGrid Address Verification | 12% | 0% | 36 | accepted challenger | | address-verification | Melissa | 4% | 15% | 33 | accepted challenger | | address-verification | Google Address Validation API | 4% | 27% | 15 | criticized challenger | | address-verification | Lob | 0% | 0% | 20 | accepted challenger | | address-verification | Loqate | 0% | 14% | 29 | accepted challenger | | affiliate-and-partner-management | PartnerStack | 25% | 37% | 41 | criticized challenger | | affiliate-and-partner-management | Rewardful | 17% | 0% | 26 | accepted challenger | | affiliate-and-partner-management | UpPromote | 8% | 0% | 12 | accepted challenger | | affiliate-and-partner-management | Tapfiliate | 6% | 0% | 44 | accepted challenger | | affiliate-and-partner-management | FirstPromoter | 6% | 0% | 16 | accepted challenger | | affiliate-and-partner-management | GoAffPro | 6% | 0% | 11 | accepted challenger | | affiliate-and-partner-management | Amazon Associates | 4% | 29% | 14 | criticized challenger | | affiliate-and-partner-management | Refersion | 2% | 4% | 25 | accepted challenger | | affiliate-and-partner-management | Trackdesk | 2% | 7% | 14 | accepted challenger | | affiliate-and-partner-management | Post Affiliate Pro | 2% | 8% | 25 | accepted challenger | | affiliate-and-partner-management | LeadDyno | 2% | 10% | 10 | accepted challenger | | affiliate-and-partner-management | ShareASale | 2% | 27% | 26 | criticized challenger | | affiliate-and-partner-management | Awin | 0% | 25% | 20 | criticized challenger | | affiliate-and-partner-management | ClickBank | 0% | 60% | 10 | criticized challenger | | affiliate-and-partner-management | impact.com | 0% | 64% | 28 | criticized challenger | | affiliate-and-partner-management | CJ Affiliate | 0% | 69% | 13 | criticized challenger | | ai-marketing-agents | HubSpot Breeze | 12% | 0% | 14 | accepted challenger | | ai-marketing-agents | ChatGPT | 7% | 0% | 15 | accepted challenger | | ai-marketing-agents | Jasper | 7% | 9% | 32 | accepted challenger | | ai-marketing-agents | ActiveCampaign | 5% | 0% | 10 | accepted challenger | | ai-marketing-agents | Copy.ai | 0% | 12% | 17 | accepted challenger | | ai-sdr-agents | Apollo.io | 32% | 5% | 39 | endorsed leader | | ai-sdr-agents | AiSDR | 23% | 13% | 47 | accepted challenger | | ai-sdr-agents | Agent Frank | 6% | 10% | 10 | accepted challenger | | ai-sdr-agents | Artisan Ava | 6% | 28% | 39 | criticized challenger | | ai-sdr-agents | Reply.io Jason | 2% | 9% | 11 | accepted challenger | | ai-sdr-agents | Salesforge Agent Frank | 2% | 13% | 15 | accepted challenger | | ai-sdr-agents | Instantly | 0% | 0% | 12 | accepted challenger | | ai-sdr-agents | Clay | 0% | 27% | 15 | criticized challenger | | ai-sdr-agents | 11x | 0% | 69% | 29 | criticized challenger | | ai-visibility-tracking | Otterly | 31% | 4% | 49 | endorsed leader | | ai-visibility-tracking | HubSpot AEO Grader | 16% | 2% | 43 | accepted challenger | | ai-visibility-tracking | Peec AI | 12% | 3% | 30 | accepted challenger | | ai-visibility-tracking | Semrush AI Visibility Toolkit | 8% | 8% | 36 | accepted challenger | | ai-visibility-tracking | Rankscale | 6% | 0% | 11 | accepted challenger | | ai-visibility-tracking | Ahrefs Brand Radar | 2% | 22% | 18 | accepted challenger | | ai-visibility-tracking | Profound | 2% | 62% | 16 | criticized challenger | | ai-voice-agents | Retell AI | 20% | 16% | 57 | accepted challenger | | ai-voice-agents | CloudTalk | 15% | 3% | 30 | accepted challenger | | ai-voice-agents | Synthflow | 12% | 24% | 29 | accepted challenger | | ai-voice-agents | Vapi | 8% | 30% | 40 | criticized challenger | | ai-voice-agents | Goodcall | 7% | 0% | 21 | accepted challenger | | ai-voice-agents | Smith.ai | 2% | 9% | 11 | accepted challenger | | ai-voice-agents | Bland AI | 2% | 32% | 38 | criticized challenger | | app-store-optimization | Appfigures | 27% | 3% | 39 | accepted challenger | | app-store-optimization | ASOTools | 11% | 0% | 13 | accepted challenger | | app-store-optimization | AppFollow | 11% | 3% | 36 | accepted challenger | | app-store-optimization | App Radar | 11% | 4% | 47 | accepted challenger | | app-store-optimization | AppTweak | 9% | 30% | 50 | criticized challenger | | app-store-optimization | ASOMobile | 7% | 0% | 16 | accepted challenger | | app-store-optimization | MobileAction | 4% | 13% | 30 | accepted challenger | | app-store-optimization | Sonar | 2% | 0% | 16 | accepted challenger | | app-store-optimization | ASOdesk | 2% | 0% | 15 | accepted challenger | | app-store-optimization | Google Play Console | 2% | 0% | 12 | accepted challenger | | app-store-optimization | Sensor Tower | 0% | 89% | 37 | criticized challenger | | attribution-mmm | Dreamdata | 26% | 3% | 30 | accepted challenger | | attribution-mmm | Google Analytics 4 | 18% | 13% | 39 | accepted challenger | | attribution-mmm | Ruler Analytics | 6% | 4% | 27 | accepted challenger | | attribution-mmm | HubSpot Marketing Hub | 6% | 9% | 32 | accepted challenger | | attribution-mmm | Northbeam | 6% | 42% | 31 | criticized challenger | | attribution-mmm | Cometly | 5% | 4% | 25 | accepted challenger | | attribution-mmm | Triple Whale | 5% | 7% | 28 | accepted challenger | | attribution-mmm | Cassandra | 3% | 8% | 12 | accepted challenger | | attribution-mmm | Google Meridian | 3% | 28% | 36 | criticized challenger | | attribution-mmm | Meta Robyn | 3% | 37% | 30 | criticized challenger | | attribution-mmm | HockeyStack | 3% | 40% | 20 | criticized challenger | | attribution-mmm | Factors.ai | 2% | 8% | 13 | accepted challenger | | attribution-mmm | Admetrics | 0% | 10% | 10 | accepted challenger | | attribution-mmm | Recast | 0% | 22% | 18 | accepted challenger | | attribution-mmm | Rockerbox | 0% | 25% | 12 | criticized challenger | | attribution-mmm | Measured | 0% | 38% | 13 | criticized challenger | | attribution-mmm | Adobe Marketo Measure | 0% | 83% | 12 | criticized challenger | | audience-and-consumer-insights | SparkToro | 24% | 0% | 36 | accepted challenger | | audience-and-consumer-insights | Delve AI | 10% | 0% | 15 | accepted challenger | | audience-and-consumer-insights | GWI | 10% | 43% | 35 | criticized challenger | | audience-and-consumer-insights | Google Analytics 4 | 8% | 5% | 21 | accepted challenger | | audience-and-consumer-insights | Apollo.io | 7% | 0% | 11 | accepted challenger | | audience-and-consumer-insights | LinkedIn Sales Navigator | 5% | 0% | 11 | accepted challenger | | audience-and-consumer-insights | SurveyMonkey | 5% | 5% | 20 | accepted challenger | | audience-and-consumer-insights | Awario | 3% | 0% | 10 | accepted challenger | | audience-and-consumer-insights | Typeform | 2% | 0% | 14 | accepted challenger | | audience-and-consumer-insights | Mixpanel | 0% | 0% | 12 | accepted challenger | | audience-and-consumer-insights | Hotjar | 0% | 8% | 13 | accepted challenger | | audience-and-consumer-insights | Attest | 0% | 17% | 12 | accepted challenger | | audience-and-consumer-insights | Audiense | 0% | 21% | 19 | accepted challenger | | audience-and-consumer-insights | ZoomInfo | 0% | 50% | 12 | criticized challenger | | audience-and-consumer-insights | Brandwatch Consumer Intelligence | 0% | 70% | 20 | criticized challenger | | audience-and-consumer-insights | Meltwater | 0% | 71% | 17 | criticized challenger | | audience-and-consumer-insights | Qualtrics | 0% | 92% | 13 | criticized challenger | | audio-and-podcast-advertising | AudioGo | 49% | 4% | 55 | endorsed leader | | audio-and-podcast-advertising | Spotify Ads Manager | 23% | 4% | 53 | accepted challenger | | audio-and-podcast-advertising | Spotify Ad Studio | 7% | 27% | 11 | criticized challenger | | audio-and-podcast-advertising | Acast | 5% | 13% | 30 | accepted challenger | | audio-and-podcast-advertising | Libsyn Ads | 4% | 40% | 10 | criticized challenger | | audio-and-podcast-advertising | Podbean | 2% | 0% | 10 | accepted challenger | | audio-and-podcast-advertising | AdvertiseCast | 0% | 8% | 12 | accepted challenger | | audio-and-podcast-advertising | StackAdapt | 0% | 10% | 10 | accepted challenger | | audio-and-podcast-advertising | Podcorn | 0% | 10% | 10 | accepted challenger | | audio-and-podcast-advertising | Megaphone | 0% | 58% | 12 | criticized challenger | | b2b-intent-data | Apollo.io | 65% | 3% | 61 | endorsed leader | | b2b-intent-data | Lusha | 5% | 0% | 25 | accepted challenger | | b2b-intent-data | Dealfront | 5% | 0% | 46 | accepted challenger | | b2b-intent-data | Saleshandy | 4% | 0% | 11 | accepted challenger | | b2b-intent-data | RB2B | 4% | 0% | 27 | accepted challenger | | b2b-intent-data | G2 Buyer Intent | 4% | 3% | 36 | accepted challenger | | b2b-intent-data | Lead Onion | 2% | 4% | 25 | accepted challenger | | b2b-intent-data | Warmly | 2% | 8% | 13 | accepted challenger | | b2b-intent-data | Bombora | 2% | 57% | 60 | criticized challenger | | b2b-intent-data | HubSpot Breeze Intelligence | 0% | 0% | 10 | accepted challenger | | b2b-intent-data | Cognism | 0% | 33% | 12 | criticized challenger | | b2b-intent-data | ZoomInfo | 0% | 73% | 37 | criticized challenger | | b2b-intent-data | 6sense | 0% | 79% | 61 | criticized challenger | | b2b-intent-data | Demandbase | 0% | 81% | 42 | criticized challenger | | billing-and-subscription-management | Stripe Billing | 45% | 6% | 62 | endorsed leader | | billing-and-subscription-management | Chargebee | 13% | 18% | 60 | accepted challenger | | billing-and-subscription-management | Zoho Billing | 9% | 7% | 27 | accepted challenger | | billing-and-subscription-management | Billsby | 5% | 16% | 19 | accepted challenger | | billing-and-subscription-management | Paddle | 5% | 20% | 41 | accepted challenger | | billing-and-subscription-management | Lemon Squeezy | 2% | 22% | 18 | accepted challenger | | billing-and-subscription-management | Maxio | 2% | 32% | 22 | criticized challenger | | billing-and-subscription-management | Recurly | 0% | 29% | 41 | criticized challenger | | billing-and-subscription-management | Zuora | 0% | 85% | 20 | criticized challenger | | brand-protection | Red Points | 37% | 32% | 65 | criticized default | | brand-protection | IP Moat | 15% | 0% | 17 | accepted challenger | | brand-protection | BrandShield | 8% | 33% | 51 | criticized challenger | | brand-protection | BranditScan | 4% | 0% | 11 | accepted challenger | | brand-protection | Amazon Brand Registry | 4% | 0% | 10 | accepted challenger | | brand-protection | Netcraft | 2% | 8% | 13 | accepted challenger | | brand-protection | Bolster | 2% | 18% | 17 | accepted challenger | | brand-protection | MarqVision | 2% | 37% | 27 | criticized challenger | | brand-protection | Bustem | 0% | 0% | 11 | accepted challenger | | brand-protection | ZeroFox | 0% | 47% | 19 | criticized challenger | | brand-protection | Corsearch | 0% | 69% | 26 | criticized challenger | | call-tracking | CallRail | 73% | 16% | 75 | endorsed leader | | call-tracking | AvidTrak | 8% | 0% | 10 | accepted challenger | | call-tracking | WhatConverts | 8% | 2% | 42 | accepted challenger | | call-tracking | Nimbata | 4% | 0% | 20 | accepted challenger | | call-tracking | Ruler Analytics | 4% | 0% | 10 | accepted challenger | | call-tracking | HubSpot Call Tracking | 0% | 5% | 19 | accepted challenger | | call-tracking | CallTrackingMetrics | 0% | 37% | 41 | criticized challenger | | call-tracking | CloudTalk | 0% | 50% | 14 | criticized challenger | | call-tracking | Invoca | 0% | 85% | 20 | criticized challenger | | channel-partner-and-local-marketing | PartnerStack | 15% | 10% | 21 | accepted challenger | | channel-partner-and-local-marketing | Unifyr | 9% | 34% | 32 | criticized challenger | | channel-partner-and-local-marketing | Brevo | 8% | 0% | 16 | accepted challenger | | channel-partner-and-local-marketing | Kiflo PRM | 6% | 18% | 11 | accepted challenger | | channel-partner-and-local-marketing | Channeltivity | 5% | 0% | 11 | accepted challenger | | channel-partner-and-local-marketing | HubSpot Marketing Hub | 3% | 10% | 20 | accepted challenger | | channel-partner-and-local-marketing | SproutLoud | 3% | 31% | 16 | criticized challenger | | channel-partner-and-local-marketing | Mindmatrix | 2% | 33% | 15 | criticized challenger | | channel-partner-and-local-marketing | ZINFI Unified Partner Management | 2% | 46% | 24 | criticized challenger | | channel-partner-and-local-marketing | ActiveCampaign | 0% | 6% | 18 | accepted challenger | | channel-partner-and-local-marketing | Impartner PRM | 0% | 71% | 35 | criticized challenger | | channel-partner-and-local-marketing | Ansira | 0% | 83% | 12 | criticized challenger | | chatbots-and-conversational-ai-for-support | Tidio | 38% | 7% | 61 | endorsed leader | | chatbots-and-conversational-ai-for-support | Intercom Fin AI Agent | 18% | 34% | 50 | criticized challenger | | chatbots-and-conversational-ai-for-support | HubSpot Service Hub | 4% | 0% | 16 | accepted challenger | | chatbots-and-conversational-ai-for-support | Freshdesk | 4% | 0% | 13 | accepted challenger | | chatbots-and-conversational-ai-for-support | Drift | 4% | 52% | 21 | criticized challenger | | chatbots-and-conversational-ai-for-support | Crisp | 2% | 0% | 21 | accepted challenger | | chatbots-and-conversational-ai-for-support | Chatbase | 2% | 25% | 16 | criticized challenger | | chatbots-and-conversational-ai-for-support | Zendesk AI | 2% | 38% | 32 | criticized challenger | | chatbots-and-conversational-ai-for-support | Help Scout | 0% | 0% | 12 | accepted challenger | | chatbots-and-conversational-ai-for-support | Freshchat | 0% | 14% | 14 | accepted challenger | | chatbots-and-conversational-ai-for-support | ManyChat | 0% | 20% | 10 | accepted challenger | | click-fraud-protection | ClickCease | 54% | 15% | 62 | endorsed leader | | click-fraud-protection | Clixtell | 8% | 10% | 20 | accepted challenger | | click-fraud-protection | ClickPatrol | 6% | 4% | 23 | accepted challenger | | click-fraud-protection | Fraud Blocker | 6% | 5% | 40 | accepted challenger | | click-fraud-protection | ClickGUARD | 4% | 26% | 31 | criticized challenger | | click-fraud-protection | Improvely | 2% | 0% | 10 | accepted challenger | | click-fraud-protection | ClickGuardian | 2% | 0% | 11 | accepted challenger | | click-fraud-protection | TrafficGuard | 2% | 12% | 16 | accepted challenger | | click-fraud-protection | Lunio | 2% | 43% | 23 | criticized challenger | | click-fraud-protection | Cheq | 0% | 64% | 11 | criticized challenger | | client-onboarding | Dock | 18% | 16% | 45 | accepted challenger | | client-onboarding | Rocketlane | 15% | 23% | 52 | accepted challenger | | client-onboarding | ClickUp | 10% | 17% | 29 | accepted challenger | | client-onboarding | LaunchBay | 7% | 0% | 10 | accepted challenger | | client-onboarding | OnRamp | 5% | 18% | 17 | accepted challenger | | client-onboarding | Assembly | 3% | 6% | 17 | accepted challenger | | client-onboarding | HoneyBook | 3% | 8% | 12 | accepted challenger | | client-onboarding | Asana | 3% | 36% | 14 | criticized challenger | | client-onboarding | Notion | 3% | 36% | 11 | criticized challenger | | client-onboarding | Process Street | 2% | 0% | 12 | accepted challenger | | client-onboarding | Zite | 2% | 0% | 12 | accepted challenger | | client-onboarding | Content Snare | 2% | 0% | 10 | accepted challenger | | client-onboarding | Monday.com | 2% | 25% | 12 | criticized challenger | | client-onboarding | Arrows | 0% | 10% | 10 | accepted challenger | | client-onboarding | HubSpot | 0% | 20% | 10 | accepted challenger | | client-onboarding | Moxo | 0% | 20% | 15 | accepted challenger | | client-onboarding | Userpilot | 0% | 33% | 12 | criticized challenger | | client-onboarding | GUIDEcx | 0% | 37% | 30 | criticized challenger | | client-onboarding | ChurnZero | 0% | 71% | 14 | criticized challenger | | client-onboarding | Planhat | 0% | 75% | 12 | criticized challenger | | client-onboarding | Gainsight | 0% | 90% | 10 | criticized challenger | | community-platforms | Circle | 43% | 9% | 64 | endorsed leader | | community-platforms | Bettermode | 24% | 10% | 50 | accepted challenger | | community-platforms | Discourse | 16% | 6% | 52 | accepted challenger | | community-platforms | Discord | 7% | 38% | 26 | criticized challenger | | community-platforms | Slack | 3% | 55% | 22 | criticized challenger | | community-platforms | Mighty Networks | 2% | 12% | 33 | accepted challenger | | community-platforms | Zoho CommunitySpaces | 0% | 0% | 10 | accepted challenger | | community-platforms | Skool | 0% | 10% | 10 | accepted challenger | | community-platforms | Higher Logic | 0% | 55% | 11 | criticized challenger | | community-platforms | Higher Logic Vanilla | 0% | 55% | 20 | criticized challenger | | community-platforms | Facebook Groups | 0% | 55% | 20 | criticized challenger | | community-platforms | Salesforce Experience Cloud | 0% | 75% | 12 | criticized challenger | | community-platforms | Gainsight Customer Communities | 0% | 77% | 22 | criticized challenger | | community-platforms | Khoros Communities | 0% | 89% | 18 | criticized challenger | | competitive-intelligence | Kompyte | 26% | 17% | 58 | accepted challenger | | competitive-intelligence | Visualping | 16% | 2% | 40 | accepted challenger | | competitive-intelligence | SpyFu | 12% | 2% | 40 | accepted challenger | | competitive-intelligence | Owler | 9% | 10% | 21 | accepted challenger | | competitive-intelligence | Semrush | 5% | 22% | 60 | accepted challenger | | competitive-intelligence | Google Alerts | 3% | 10% | 30 | accepted challenger | | competitive-intelligence | Similarweb | 3% | 24% | 33 | accepted challenger | | competitive-intelligence | Brand24 | 2% | 10% | 10 | accepted challenger | | competitive-intelligence | Klue | 2% | 67% | 55 | criticized challenger | | competitive-intelligence | Crayon | 2% | 70% | 57 | criticized challenger | | competitive-intelligence | Mention | 0% | 0% | 12 | accepted challenger | | competitive-intelligence | Prisync | 0% | 0% | 10 | accepted challenger | | competitive-intelligence | Ahrefs | 0% | 38% | 21 | criticized challenger | | competitive-intelligence | Contify | 0% | 60% | 15 | criticized challenger | | competitive-intelligence | AlphaSense | 0% | 62% | 13 | criticized challenger | | consent-and-privacy-management | CookieYes | 46% | 4% | 56 | endorsed leader | | consent-and-privacy-management | Cookiebot | 16% | 21% | 48 | accepted challenger | | consent-and-privacy-management | Termly | 9% | 7% | 45 | accepted challenger | | consent-and-privacy-management | CookieScript | 7% | 0% | 19 | accepted challenger | | consent-and-privacy-management | iubenda | 4% | 8% | 37 | accepted challenger | | consent-and-privacy-management | Osano | 4% | 32% | 34 | criticized challenger | | consent-and-privacy-management | Usercentrics CMP | 4% | 35% | 26 | criticized challenger | | consent-and-privacy-management | Complianz | 2% | 8% | 13 | accepted challenger | | consent-and-privacy-management | Enzuzo | 0% | 0% | 10 | accepted challenger | | consent-and-privacy-management | Ketch | 0% | 55% | 11 | criticized challenger | | consent-and-privacy-management | TrustArc | 0% | 80% | 10 | criticized challenger | | consent-and-privacy-management | OneTrust | 0% | 83% | 30 | criticized challenger | | contact-center-platforms | Aircall | 23% | 10% | 51 | accepted challenger | | contact-center-platforms | CloudTalk | 16% | 5% | 42 | accepted challenger | | contact-center-platforms | Dialpad Ai Contact Center | 12% | 15% | 47 | accepted challenger | | contact-center-platforms | LiveAgent | 9% | 0% | 24 | accepted challenger | | contact-center-platforms | Nextiva | 9% | 8% | 39 | accepted challenger | | contact-center-platforms | JustCall | 7% | 7% | 15 | accepted challenger | | contact-center-platforms | RingCX | 5% | 0% | 10 | accepted challenger | | contact-center-platforms | Freshcaller | 4% | 0% | 16 | accepted challenger | | contact-center-platforms | RingCentral RingCX | 0% | 9% | 11 | accepted challenger | | contact-center-platforms | Zendesk Contact Center | 0% | 17% | 12 | accepted challenger | | contact-center-platforms | RingCentral Events | 0% | 18% | 17 | accepted challenger | | contact-center-platforms | Zoom Contact Center | 0% | 20% | 10 | accepted challenger | | contact-center-platforms | Talkdesk | 0% | 61% | 18 | criticized challenger | | contact-center-platforms | Five9 | 0% | 78% | 27 | criticized challenger | | contact-center-platforms | Genesys Cloud CX | 0% | 78% | 23 | criticized challenger | | contact-center-quality-assurance | EvaluAgent | 19% | 2% | 50 | accepted challenger | | contact-center-quality-assurance | CloudTalk | 15% | 0% | 35 | accepted challenger | | contact-center-quality-assurance | Voxjar | 13% | 0% | 20 | accepted challenger | | contact-center-quality-assurance | Zendesk QA | 9% | 0% | 32 | accepted challenger | | contact-center-quality-assurance | Scorebuddy | 7% | 8% | 39 | accepted challenger | | contact-center-quality-assurance | Dialpad | 6% | 12% | 17 | accepted challenger | | contact-center-quality-assurance | Playvox QM | 4% | 0% | 14 | accepted challenger | | contact-center-quality-assurance | Balto | 2% | 19% | 16 | accepted challenger | | contact-center-quality-assurance | MaestroQA | 2% | 62% | 13 | criticized challenger | | contact-center-quality-assurance | Observe.AI | 0% | 85% | 13 | criticized challenger | | contact-center-quality-assurance | Verint Quality Management | 0% | 90% | 10 | criticized challenger | | contact-center-quality-assurance | NICE CXone Quality Management | 0% | 93% | 15 | criticized challenger | | content-marketing-platforms | HubSpot Content Hub | 31% | 20% | 45 | endorsed leader | | content-marketing-platforms | StoryChief | 17% | 3% | 34 | accepted challenger | | content-marketing-platforms | CoSchedule Marketing Suite | 15% | 3% | 35 | accepted challenger | | content-marketing-platforms | Buffer | 7% | 3% | 35 | accepted challenger | | content-marketing-platforms | Enji | 6% | 0% | 12 | accepted challenger | | content-marketing-platforms | HubSpot Marketing Hub | 4% | 18% | 11 | accepted challenger | | content-marketing-platforms | WordPress | 2% | 0% | 13 | accepted challenger | | content-marketing-platforms | Canva | 2% | 0% | 15 | accepted challenger | | content-marketing-platforms | Planable | 2% | 0% | 11 | accepted challenger | | content-marketing-platforms | Mailchimp | 2% | 8% | 12 | accepted challenger | | content-marketing-platforms | Jasper | 0% | 5% | 20 | accepted challenger | | content-marketing-platforms | Notion | 0% | 9% | 11 | accepted challenger | | content-marketing-platforms | Semrush Content Marketing Platform | 0% | 17% | 36 | accepted challenger | | content-marketing-platforms | Ahrefs | 0% | 30% | 10 | criticized challenger | | content-marketing-platforms | Contently | 0% | 62% | 16 | criticized challenger | | contract-lifecycle-management-and-e-signature | PandaDoc | 43% | 2% | 62 | endorsed leader | | contract-lifecycle-management-and-e-signature | Concord | 25% | 7% | 42 | accepted challenger | | contract-lifecycle-management-and-e-signature | Zoho Contracts | 7% | 0% | 13 | accepted challenger | | contract-lifecycle-management-and-e-signature | ContractSafe | 5% | 3% | 37 | accepted challenger | | contract-lifecycle-management-and-e-signature | Juro | 4% | 5% | 22 | accepted challenger | | contract-lifecycle-management-and-e-signature | ContractWorks | 4% | 14% | 14 | accepted challenger | | contract-lifecycle-management-and-e-signature | DocuSign | 4% | 30% | 20 | criticized challenger | | contract-lifecycle-management-and-e-signature | GetAccept | 2% | 0% | 10 | accepted challenger | | contract-lifecycle-management-and-e-signature | SpotDraft | 2% | 8% | 13 | accepted challenger | | contract-lifecycle-management-and-e-signature | Ironclad | 2% | 60% | 30 | criticized challenger | | contract-lifecycle-management-and-e-signature | Contractbook | 0% | 17% | 18 | accepted challenger | | contract-lifecycle-management-and-e-signature | DocuSign CLM | 0% | 71% | 24 | criticized challenger | | contract-lifecycle-management-and-e-signature | Agiloft | 0% | 73% | 15 | criticized challenger | | contract-lifecycle-management-and-e-signature | Icertis Contract Intelligence | 0% | 88% | 17 | criticized challenger | | conversation-intelligence | Fireflies.ai | 32% | 3% | 61 | endorsed leader | | conversation-intelligence | Fathom | 29% | 6% | 51 | accepted challenger | | conversation-intelligence | Avoma | 24% | 4% | 50 | accepted challenger | | conversation-intelligence | CloudTalk | 2% | 0% | 17 | accepted challenger | | conversation-intelligence | CallRail | 2% | 8% | 12 | accepted challenger | | conversation-intelligence | Chorus by ZoomInfo | 2% | 87% | 45 | criticized challenger | | conversation-intelligence | tl;dv | 0% | 0% | 11 | accepted challenger | | conversation-intelligence | Jiminny | 0% | 7% | 14 | accepted challenger | | conversation-intelligence | Grain | 0% | 8% | 12 | accepted challenger | | conversation-intelligence | Otter.ai | 0% | 31% | 13 | criticized challenger | | conversation-intelligence | Gong | 0% | 90% | 62 | criticized challenger | | conversational-marketing | Tidio | 33% | 3% | 61 | endorsed leader | | conversational-marketing | HubSpot Conversations | 16% | 4% | 26 | accepted challenger | | conversational-marketing | ManyChat | 5% | 7% | 15 | accepted challenger | | conversational-marketing | Intercom | 5% | 49% | 57 | criticized challenger | | conversational-marketing | Drift | 5% | 70% | 50 | criticized challenger | | conversational-marketing | Smartsupp | 4% | 0% | 14 | accepted challenger | | conversational-marketing | Crisp | 2% | 0% | 16 | accepted challenger | | conversational-marketing | ChatBot.com | 2% | 8% | 12 | accepted challenger | | conversational-marketing | HubSpot Marketing Hub | 2% | 50% | 12 | criticized challenger | | conversational-marketing | Chatfuel | 0% | 8% | 12 | accepted challenger | | conversational-marketing | Qualified | 0% | 75% | 16 | criticized challenger | | cpq | PandaDoc | 45% | 9% | 67 | endorsed leader | | cpq | QuoteWerks | 14% | 0% | 48 | accepted challenger | | cpq | HubSpot Commerce Hub | 14% | 2% | 45 | accepted challenger | | cpq | DealHub | 12% | 8% | 38 | accepted challenger | | cpq | Proposify | 3% | 11% | 27 | accepted challenger | | cpq | Conga CPQ | 3% | 57% | 14 | criticized challenger | | cpq | Salesbricks | 2% | 0% | 10 | accepted challenger | | cpq | SAP CPQ | 0% | 82% | 11 | criticized challenger | | cpq | Oracle CPQ | 0% | 86% | 21 | criticized challenger | | cpq | Salesforce Revenue Cloud | 0% | 90% | 50 | criticized challenger | | creative-automation | Canva | 24% | 8% | 39 | accepted challenger | | creative-automation | The Brief | 13% | 3% | 37 | accepted challenger | | creative-automation | AdCreative.ai | 11% | 18% | 33 | accepted challenger | | creative-automation | Bannerflow | 5% | 26% | 31 | criticized challenger | | creative-automation | Creatopy | 4% | 11% | 19 | accepted challenger | | creative-automation | Marq Team | 4% | 33% | 15 | criticized challenger | | creative-automation | Viewst | 2% | 0% | 10 | accepted challenger | | creative-automation | Adobe Express | 2% | 0% | 10 | accepted challenger | | creative-automation | Bannerbear | 0% | 38% | 13 | criticized challenger | | creative-automation | Storyteq | 0% | 64% | 22 | criticized challenger | | creative-automation | Celtra | 0% | 70% | 33 | criticized challenger | | creative-automation | Smartly | 0% | 81% | 27 | criticized challenger | | crm | HubSpot CRM | 44% | 10% | 71 | endorsed leader | | crm | Pipedrive | 20% | 2% | 62 | accepted challenger | | crm | Salesflare | 9% | 0% | 12 | accepted challenger | | crm | Bigin by Zoho | 9% | 0% | 26 | accepted challenger | | crm | Zoho CRM | 9% | 8% | 66 | accepted challenger | | crm | Freshsales | 4% | 0% | 32 | accepted challenger | | crm | Less Annoying CRM | 0% | 0% | 19 | accepted challenger | | crm | Salesforce Sales Cloud | 0% | 73% | 41 | criticized challenger | | crm-data-quality-and-deduplication | Insycle | 39% | 4% | 46 | endorsed leader | | crm-data-quality-and-deduplication | Dedupely | 17% | 4% | 26 | accepted challenger | | crm-data-quality-and-deduplication | Cleanlist | 9% | 0% | 31 | accepted challenger | | crm-data-quality-and-deduplication | WinPure Clean & Match | 6% | 0% | 21 | accepted challenger | | crm-data-quality-and-deduplication | HubSpot Operations Hub | 6% | 13% | 23 | accepted challenger | | crm-data-quality-and-deduplication | DemandTools | 4% | 34% | 41 | criticized challenger | | crm-data-quality-and-deduplication | DataGroomr | 2% | 8% | 12 | accepted challenger | | crm-data-quality-and-deduplication | Apollo.io | 2% | 24% | 17 | accepted challenger | | crm-data-quality-and-deduplication | Salesforce Duplicate/Matching Rules | 2% | 30% | 10 | criticized challenger | | crm-data-quality-and-deduplication | ZoomInfo Operations | 2% | 64% | 14 | criticized challenger | | crm-data-quality-and-deduplication | OpenRefine | 0% | 27% | 11 | criticized challenger | | crm-data-quality-and-deduplication | Cloudingo | 0% | 32% | 22 | criticized challenger | | crm-data-quality-and-deduplication | Informatica Data Quality | 0% | 100% | 11 | criticized challenger | | customer-data-platforms | Segment | 35% | 21% | 66 | endorsed leader | | customer-data-platforms | Klaviyo Data Platform | 12% | 3% | 32 | accepted challenger | | customer-data-platforms | RudderStack | 9% | 0% | 35 | accepted challenger | | customer-data-platforms | Brevo | 7% | 0% | 15 | accepted challenger | | customer-data-platforms | HubSpot | 7% | 5% | 22 | accepted challenger | | customer-data-platforms | Hightouch | 5% | 11% | 28 | accepted challenger | | customer-data-platforms | mParticle | 2% | 33% | 12 | criticized challenger | | customer-data-platforms | Salesforce Data Cloud | 2% | 76% | 29 | criticized challenger | | customer-data-platforms | Customer.io | 0% | 0% | 13 | accepted challenger | | customer-data-platforms | Jitsu | 0% | 0% | 12 | accepted challenger | | customer-data-platforms | Bloomreach | 0% | 17% | 12 | accepted challenger | | customer-data-platforms | Tealium | 0% | 85% | 20 | criticized challenger | | customer-data-platforms | Adobe Real-Time CDP | 0% | 96% | 23 | criticized challenger | | customer-education-and-lms | TalentLMS | 49% | 2% | 60 | endorsed leader | | customer-education-and-lms | LearnWorlds | 18% | 2% | 49 | accepted challenger | | customer-education-and-lms | Thinkific | 9% | 6% | 32 | accepted challenger | | customer-education-and-lms | Gainsight Customer Education | 5% | 33% | 24 | criticized challenger | | customer-education-and-lms | Skilljar | 5% | 69% | 48 | criticized challenger | | customer-education-and-lms | Guideflow | 4% | 0% | 11 | accepted challenger | | customer-education-and-lms | Disco | 2% | 6% | 17 | accepted challenger | | customer-education-and-lms | Teachable | 2% | 12% | 17 | accepted challenger | | customer-education-and-lms | WorkRamp | 0% | 42% | 19 | criticized challenger | | customer-education-and-lms | LearnUpon | 0% | 54% | 13 | criticized challenger | | customer-education-and-lms | Intellum | 0% | 55% | 11 | criticized challenger | | customer-education-and-lms | Absorb LMS | 0% | 60% | 10 | criticized challenger | | customer-education-and-lms | Thought Industries | 0% | 74% | 19 | criticized challenger | | customer-education-and-lms | Docebo | 0% | 82% | 28 | criticized challenger | | customer-feedback-and-surveys | Google Forms | 17% | 8% | 36 | accepted challenger | | customer-feedback-and-surveys | Survicate | 14% | 4% | 25 | accepted challenger | | customer-feedback-and-surveys | SurveyMonkey | 12% | 32% | 56 | criticized challenger | | customer-feedback-and-surveys | Tally | 9% | 0% | 20 | accepted challenger | | customer-feedback-and-surveys | SurveySparrow | 9% | 8% | 25 | accepted challenger | | customer-feedback-and-surveys | Typeform | 9% | 23% | 52 | accepted challenger | | customer-feedback-and-surveys | Delighted | 7% | 33% | 21 | criticized challenger | | customer-feedback-and-surveys | Zonka Feedback | 3% | 0% | 16 | accepted challenger | | customer-feedback-and-surveys | CustomerGauge | 3% | 64% | 11 | criticized challenger | | customer-feedback-and-surveys | Hotjar | 2% | 0% | 14 | accepted challenger | | customer-feedback-and-surveys | Canny | 0% | 0% | 14 | accepted challenger | | customer-feedback-and-surveys | Jotform | 0% | 0% | 19 | accepted challenger | | customer-feedback-and-surveys | Medallia Experience Cloud | 0% | 70% | 10 | criticized challenger | | customer-feedback-and-surveys | Qualtrics CustomerXM | 0% | 71% | 24 | criticized challenger | | customer-intelligence-and-data-science | HubSpot CRM | 24% | 8% | 25 | accepted challenger | | customer-intelligence-and-data-science | Mixpanel | 13% | 14% | 56 | accepted challenger | | customer-intelligence-and-data-science | PostHog | 9% | 3% | 29 | accepted challenger | | customer-intelligence-and-data-science | Google Analytics 4 | 7% | 35% | 43 | criticized challenger | | customer-intelligence-and-data-science | Microsoft Power BI | 4% | 9% | 11 | accepted challenger | | customer-intelligence-and-data-science | Amplitude | 4% | 24% | 45 | accepted challenger | | customer-intelligence-and-data-science | Hotjar | 0% | 9% | 23 | accepted challenger | | customer-intelligence-and-data-science | Heap | 0% | 21% | 19 | accepted challenger | | customer-intelligence-and-data-science | Pendo | 0% | 40% | 10 | criticized challenger | | customer-success-platforms | Custify | 44% | 2% | 63 | endorsed leader | | customer-success-platforms | HubSpot Service Hub | 20% | 9% | 56 | accepted challenger | | customer-success-platforms | Vitally | 11% | 12% | 48 | accepted challenger | | customer-success-platforms | Akita | 9% | 0% | 11 | accepted challenger | | customer-success-platforms | ClientSuccess | 5% | 14% | 42 | accepted challenger | | customer-success-platforms | Totango | 4% | 41% | 37 | criticized challenger | | customer-success-platforms | ChurnZero | 2% | 52% | 40 | criticized challenger | | customer-success-platforms | Planhat | 0% | 44% | 25 | criticized challenger | | customer-success-platforms | Gainsight Customer Success | 0% | 82% | 49 | criticized challenger | | customer-support-helpdesk | Freshdesk | 31% | 8% | 71 | endorsed leader | | customer-support-helpdesk | Zoho Desk | 25% | 2% | 54 | accepted challenger | | customer-support-helpdesk | Help Scout | 20% | 3% | 61 | accepted challenger | | customer-support-helpdesk | TeamSupport | 5% | 0% | 12 | accepted challenger | | customer-support-helpdesk | HubSpot Service Hub | 5% | 10% | 31 | accepted challenger | | customer-support-helpdesk | Zendesk Support Suite | 3% | 56% | 55 | criticized challenger | | customer-support-helpdesk | Intercom | 2% | 33% | 36 | criticized challenger | | customer-support-helpdesk | Front | 0% | 0% | 10 | accepted challenger | | customer-support-helpdesk | Hiver | 0% | 0% | 13 | accepted challenger | | customer-support-helpdesk | Gorgias | 0% | 9% | 11 | accepted challenger | | customer-support-helpdesk | Tidio | 0% | 10% | 10 | accepted challenger | | customer-support-helpdesk | Salesforce Service Cloud | 0% | 100% | 15 | criticized challenger | | dashboards-and-data-visualization | Microsoft Power BI | 37% | 9% | 75 | endorsed leader | | dashboards-and-data-visualization | Looker Studio | 35% | 3% | 66 | endorsed leader | | dashboards-and-data-visualization | Zoho Analytics | 18% | 0% | 50 | accepted challenger | | dashboards-and-data-visualization | Metabase | 9% | 7% | 58 | accepted challenger | | dashboards-and-data-visualization | Tableau | 0% | 59% | 51 | criticized challenger | | dashboards-and-data-visualization | Domo | 0% | 67% | 12 | criticized challenger | | dashboards-and-data-visualization | Looker | 0% | 78% | 23 | criticized challenger | | dashboards-and-data-visualization | Sisense | 0% | 100% | 10 | criticized challenger | | data-clean-rooms | AWS Clean Rooms | 26% | 14% | 50 | accepted challenger | | data-clean-rooms | Crossbeam | 15% | 0% | 12 | accepted challenger | | data-clean-rooms | Google Ads Data Hub | 8% | 22% | 27 | accepted challenger | | data-clean-rooms | Amazon Marketing Cloud | 5% | 13% | 23 | accepted challenger | | data-clean-rooms | Snowflake Data Clean Rooms | 5% | 28% | 47 | criticized challenger | | data-clean-rooms | Optable | 2% | 12% | 16 | accepted challenger | | data-clean-rooms | Decentriq | 2% | 26% | 19 | criticized challenger | | data-clean-rooms | Meta Advanced Analytics | 2% | 31% | 13 | criticized challenger | | data-clean-rooms | LiveRamp Clean Room | 2% | 57% | 30 | criticized challenger | | data-clean-rooms | InfoSum | 0% | 52% | 29 | criticized challenger | | data-clean-rooms | Databricks Clean Rooms | 0% | 55% | 11 | criticized challenger | | data-clean-rooms | Habu | 0% | 62% | 16 | criticized challenger | | data-enrichment | Apollo.io | 77% | 9% | 74 | endorsed leader | | data-enrichment | Snov.io | 8% | 0% | 25 | accepted challenger | | data-enrichment | Clay | 4% | 28% | 39 | criticized challenger | | data-enrichment | Lusha | 2% | 6% | 47 | accepted challenger | | data-enrichment | Hunter | 0% | 0% | 16 | accepted challenger | | data-enrichment | UpLead | 0% | 0% | 13 | accepted challenger | | data-enrichment | RocketReach | 0% | 0% | 11 | accepted challenger | | data-enrichment | HubSpot Breeze Intelligence | 0% | 20% | 41 | accepted challenger | | data-enrichment | Cognism | 0% | 44% | 32 | criticized challenger | | data-enrichment | ZoomInfo | 0% | 82% | 50 | criticized challenger | | data-management-platforms | Segment | 28% | 3% | 36 | accepted challenger | | data-management-platforms | HubSpot Marketing Hub | 23% | 0% | 26 | accepted challenger | | data-management-platforms | RudderStack | 6% | 5% | 20 | accepted challenger | | data-management-platforms | Hightouch | 4% | 8% | 12 | accepted challenger | | data-management-platforms | ZoomInfo | 2% | 27% | 11 | criticized challenger | | data-management-platforms | Salesforce Data Cloud | 2% | 74% | 23 | criticized challenger | | data-management-platforms | Airtable | 0% | 0% | 12 | accepted challenger | | data-management-platforms | BigQuery | 0% | 20% | 10 | accepted challenger | | data-management-platforms | Snowflake | 0% | 31% | 16 | criticized challenger | | data-management-platforms | Lotame Spherical | 0% | 55% | 11 | criticized challenger | | data-management-platforms | Amazon Redshift | 0% | 60% | 10 | criticized challenger | | data-management-platforms | Adobe Real-Time CDP | 0% | 82% | 11 | criticized challenger | | data-management-platforms | Adobe Audience Manager | 0% | 83% | 23 | criticized challenger | | data-warehouse-reverse-etl | Hightouch | 41% | 13% | 75 | endorsed leader | | data-warehouse-reverse-etl | BigQuery | 35% | 12% | 76 | endorsed leader | | data-warehouse-reverse-etl | Census | 7% | 28% | 61 | criticized challenger | | data-warehouse-reverse-etl | Snowflake | 7% | 37% | 68 | criticized challenger | | data-warehouse-reverse-etl | RudderStack Reverse ETL | 2% | 15% | 33 | accepted challenger | | data-warehouse-reverse-etl | Polytomic | 1% | 0% | 14 | accepted challenger | | data-warehouse-reverse-etl | Airbyte | 1% | 8% | 38 | accepted challenger | | data-warehouse-reverse-etl | Fivetran | 1% | 14% | 49 | accepted challenger | | data-warehouse-reverse-etl | PostgreSQL | 1% | 25% | 12 | criticized challenger | | data-warehouse-reverse-etl | Amazon Redshift | 1% | 49% | 37 | criticized challenger | | data-warehouse-reverse-etl | Metabase | 0% | 0% | 10 | accepted challenger | | data-warehouse-reverse-etl | dbt | 0% | 5% | 38 | accepted challenger | | data-warehouse-reverse-etl | Supermetrics | 0% | 9% | 11 | accepted challenger | | data-warehouse-reverse-etl | Stitch | 0% | 10% | 10 | accepted challenger | | data-warehouse-reverse-etl | Improvado | 0% | 15% | 13 | accepted challenger | | data-warehouse-reverse-etl | Segment | 0% | 31% | 13 | criticized challenger | | data-warehouse-reverse-etl | Databricks SQL Warehouse | 0% | 71% | 17 | criticized challenger | | digital-adoption-and-onboarding | UserGuiding | 56% | 2% | 59 | endorsed leader | | digital-adoption-and-onboarding | Userpilot | 13% | 17% | 52 | accepted challenger | | digital-adoption-and-onboarding | Userflow | 5% | 0% | 22 | accepted challenger | | digital-adoption-and-onboarding | Product Fruits | 4% | 0% | 18 | accepted challenger | | digital-adoption-and-onboarding | Tango | 4% | 0% | 20 | accepted challenger | | digital-adoption-and-onboarding | Chameleon | 4% | 12% | 24 | accepted challenger | | digital-adoption-and-onboarding | Pendo | 4% | 64% | 45 | criticized challenger | | digital-adoption-and-onboarding | Appcues | 2% | 17% | 47 | accepted challenger | | digital-adoption-and-onboarding | Whatfix | 0% | 87% | 45 | criticized challenger | | digital-adoption-and-onboarding | WalkMe | 0% | 88% | 40 | criticized challenger | | digital-asset-management | Filecamp | 33% | 2% | 45 | endorsed leader | | digital-asset-management | Canto | 25% | 16% | 57 | accepted challenger | | digital-asset-management | ResourceSpace | 8% | 6% | 16 | accepted challenger | | digital-asset-management | Air | 6% | 3% | 35 | accepted challenger | | digital-asset-management | Dash | 6% | 10% | 20 | accepted challenger | | digital-asset-management | MediaValet | 2% | 30% | 10 | criticized challenger | | digital-asset-management | Dropbox | 2% | 31% | 13 | criticized challenger | | digital-asset-management | Bynder | 2% | 68% | 40 | criticized challenger | | digital-asset-management | Pics.io | 0% | 0% | 15 | accepted challenger | | digital-asset-management | Cloudinary | 0% | 5% | 19 | accepted challenger | | digital-asset-management | Frontify | 0% | 20% | 10 | accepted challenger | | digital-asset-management | Google Drive | 0% | 33% | 15 | criticized challenger | | digital-asset-management | Brandfolder | 0% | 52% | 29 | criticized challenger | | digital-asset-management | Acquia DAM | 0% | 90% | 10 | criticized challenger | | digital-asset-management | Adobe Experience Manager Assets | 0% | 94% | 17 | criticized challenger | | digital-sales-rooms | Aligned | 41% | 5% | 58 | endorsed leader | | digital-sales-rooms | Trumpet | 16% | 7% | 59 | accepted challenger | | digital-sales-rooms | HummingDeck | 8% | 0% | 27 | accepted challenger | | digital-sales-rooms | Dock | 6% | 11% | 44 | accepted challenger | | digital-sales-rooms | Flowla | 5% | 5% | 38 | accepted challenger | | digital-sales-rooms | GetAccept | 3% | 28% | 43 | criticized challenger | | digital-sales-rooms | Storylane | 2% | 10% | 10 | accepted challenger | | digital-sales-rooms | Showpad | 2% | 59% | 17 | criticized challenger | | digital-sales-rooms | DealHub DealRoom | 2% | 63% | 19 | criticized challenger | | digital-sales-rooms | Highspot | 2% | 88% | 32 | criticized challenger | | digital-sales-rooms | MindTickle | 0% | 90% | 10 | criticized challenger | | digital-sales-rooms | Seismic | 0% | 93% | 28 | criticized challenger | | direct-mail-and-gifting | Goody | 30% | 6% | 47 | accepted challenger | | direct-mail-and-gifting | Postal | 16% | 23% | 39 | accepted challenger | | direct-mail-and-gifting | Sendoso | 16% | 46% | 67 | criticized challenger | | direct-mail-and-gifting | Postalytics | 5% | 10% | 21 | accepted challenger | | direct-mail-and-gifting | Lob | 5% | 27% | 22 | criticized challenger | | direct-mail-and-gifting | PostGrid | 3% | 31% | 13 | criticized challenger | | direct-mail-and-gifting | Snappy | 2% | 6% | 17 | accepted challenger | | direct-mail-and-gifting | Reachdesk | 2% | 49% | 49 | criticized challenger | | direct-mail-and-gifting | Alyce | 0% | 53% | 17 | criticized challenger | | ecommerce-marketing | HubSpot Marketing Hub | 28% | 26% | 34 | criticized challenger | | ecommerce-marketing | Omnisend | 16% | 3% | 35 | accepted challenger | | ecommerce-marketing | Klaviyo | 16% | 28% | 53 | criticized challenger | | ecommerce-marketing | ActiveCampaign | 8% | 4% | 26 | accepted challenger | | ecommerce-marketing | Shopify | 8% | 23% | 30 | accepted challenger | | ecommerce-marketing | BigCommerce | 4% | 15% | 27 | accepted challenger | | ecommerce-marketing | Mailchimp | 2% | 22% | 36 | accepted challenger | | ecommerce-marketing | Brevo | 0% | 0% | 22 | accepted challenger | | ecommerce-marketing | MailerLite | 0% | 10% | 10 | accepted challenger | | ecommerce-marketing | WooCommerce | 0% | 24% | 17 | accepted challenger | | ecommerce-platforms | Shopify | 45% | 13% | 83 | endorsed leader | | ecommerce-platforms | BigCommerce B2B Edition | 25% | 6% | 63 | accepted challenger | | ecommerce-platforms | WooCommerce | 16% | 14% | 59 | accepted challenger | | ecommerce-platforms | Square Online | 11% | 6% | 18 | accepted challenger | | ecommerce-platforms | Wix | 2% | 26% | 23 | criticized challenger | | ecommerce-platforms | Ecwid | 0% | 21% | 14 | accepted challenger | | ecommerce-platforms | Squarespace Commerce | 0% | 39% | 28 | criticized challenger | | ecommerce-platforms | Wix eCommerce | 0% | 50% | 14 | criticized challenger | | ecommerce-platforms | Salesforce Commerce Cloud | 0% | 55% | 11 | criticized challenger | | ecommerce-platforms | Adobe Commerce | 0% | 79% | 24 | criticized challenger | | ecommerce-search-and-merchandising | Doofinder | 32% | 2% | 48 | endorsed leader | | ecommerce-search-and-merchandising | Algolia | 18% | 30% | 60 | criticized challenger | | ecommerce-search-and-merchandising | Klevu | 11% | 28% | 40 | criticized challenger | | ecommerce-search-and-merchandising | Searchanise | 9% | 3% | 32 | accepted challenger | | ecommerce-search-and-merchandising | Searchspring | 7% | 41% | 32 | criticized challenger | | ecommerce-search-and-merchandising | Shopify Search & Discovery | 4% | 0% | 10 | accepted challenger | | ecommerce-search-and-merchandising | Bloomreach Discovery | 2% | 78% | 27 | criticized challenger | | ecommerce-search-and-merchandising | Luigi's Box | 0% | 0% | 20 | accepted challenger | | ecommerce-search-and-merchandising | Fast Simon | 0% | 6% | 17 | accepted challenger | | ecommerce-search-and-merchandising | Nosto | 0% | 27% | 11 | criticized challenger | | ecommerce-search-and-merchandising | Elasticsearch | 0% | 70% | 10 | criticized challenger | | ecommerce-search-and-merchandising | Constructor | 0% | 85% | 13 | criticized challenger | | ecommerce-search-and-merchandising | Coveo | 0% | 86% | 14 | criticized challenger | | email-deliverability-and-testing | GlockApps | 24% | 14% | 51 | accepted challenger | | email-deliverability-and-testing | Google Postmaster Tools | 10% | 0% | 31 | accepted challenger | | email-deliverability-and-testing | MXToolbox | 6% | 7% | 29 | accepted challenger | | email-deliverability-and-testing | ZeroBounce | 5% | 5% | 20 | accepted challenger | | email-deliverability-and-testing | MailReach | 5% | 13% | 15 | accepted challenger | | email-deliverability-and-testing | Mail-Tester | 5% | 15% | 27 | accepted challenger | | email-deliverability-and-testing | Instantly | 5% | 20% | 10 | accepted challenger | | email-deliverability-and-testing | Litmus | 5% | 46% | 28 | criticized challenger | | email-deliverability-and-testing | Microsoft SNDS | 3% | 0% | 14 | accepted challenger | | email-deliverability-and-testing | Warmbox | 2% | 0% | 13 | accepted challenger | | email-deliverability-and-testing | Mailtrap | 2% | 11% | 18 | accepted challenger | | email-deliverability-and-testing | Brevo | 2% | 17% | 12 | accepted challenger | | email-deliverability-and-testing | Folderly | 2% | 31% | 16 | criticized challenger | | email-deliverability-and-testing | Email on Acid | 0% | 21% | 14 | accepted challenger | | email-deliverability-and-testing | Validity Everest | 0% | 67% | 18 | criticized challenger | | email-marketing | ActiveCampaign | 25% | 14% | 50 | accepted challenger | | email-marketing | HubSpot Marketing Hub | 24% | 14% | 42 | accepted challenger | | email-marketing | Brevo | 18% | 3% | 64 | accepted challenger | | email-marketing | MailerLite | 13% | 2% | 51 | accepted challenger | | email-marketing | Sender | 11% | 0% | 22 | accepted challenger | | email-marketing | Mailchimp | 5% | 42% | 53 | criticized challenger | | email-marketing | Zoho Campaigns | 2% | 0% | 12 | accepted challenger | | email-marketing | EmailOctopus | 2% | 0% | 12 | accepted challenger | | email-marketing | Klaviyo | 0% | 21% | 24 | accepted challenger | | email-marketing | Kit | 0% | 21% | 14 | accepted challenger | | email-marketing | Constant Contact | 0% | 48% | 25 | criticized challenger | | email-signature-management | Exclaimer | 26% | 32% | 57 | criticized challenger | | email-signature-management | WiseStamp | 21% | 7% | 60 | accepted challenger | | email-signature-management | SyncSignature | 11% | 0% | 20 | accepted challenger | | email-signature-management | Signitic | 11% | 4% | 28 | accepted challenger | | email-signature-management | Newoldstamp | 7% | 11% | 35 | accepted challenger | | email-signature-management | CodeTwo Email Signatures 365 | 5% | 20% | 41 | accepted challenger | | email-signature-management | MySignature | 4% | 9% | 34 | accepted challenger | | email-signature-management | Bybrand | 2% | 6% | 17 | accepted challenger | | email-signature-management | Rocketseed | 2% | 10% | 10 | accepted challenger | | email-verification | Bouncer | 27% | 2% | 50 | accepted challenger | | email-verification | Hunter Email Verifier | 18% | 2% | 46 | accepted challenger | | email-verification | ZeroBounce | 16% | 8% | 51 | accepted challenger | | email-verification | EmailListVerify | 5% | 7% | 15 | accepted challenger | | email-verification | Clearout | 4% | 0% | 27 | accepted challenger | | email-verification | Emailable | 2% | 0% | 23 | accepted challenger | | email-verification | Kickbox | 2% | 0% | 26 | accepted challenger | | email-verification | DeBounce | 2% | 5% | 19 | accepted challenger | | email-verification | NeverBounce | 2% | 16% | 37 | accepted challenger | | email-verification | MillionVerifier | 2% | 18% | 17 | accepted challenger | | email-verification | Snov.io | 0% | 18% | 11 | accepted challenger | | employee-advocacy | EveryoneSocial | 15% | 42% | 40 | criticized challenger | | employee-advocacy | Sociuu | 14% | 3% | 29 | accepted challenger | | employee-advocacy | Clearview Social | 14% | 18% | 38 | accepted challenger | | employee-advocacy | Taplio | 12% | 6% | 33 | accepted challenger | | employee-advocacy | Vulse | 7% | 0% | 19 | accepted challenger | | employee-advocacy | Oktopost | 5% | 44% | 16 | criticized challenger | | employee-advocacy | Supergrow | 3% | 0% | 13 | accepted challenger | | employee-advocacy | Postbeam | 3% | 0% | 11 | accepted challenger | | employee-advocacy | SocialToaster | 3% | 20% | 20 | accepted challenger | | employee-advocacy | GaggleAMP | 3% | 32% | 34 | criticized challenger | | employee-advocacy | Hootsuite Amplify | 0% | 55% | 31 | criticized challenger | | employee-advocacy | PostBeyond | 0% | 67% | 12 | criticized challenger | | employee-advocacy | DSMN8 | 0% | 68% | 25 | criticized challenger | | employee-advocacy | Sociabble | 0% | 82% | 17 | criticized challenger | | employee-advocacy | Haiilo | 0% | 83% | 12 | criticized challenger | | event-lead-capture | Blinq | 21% | 21% | 48 | accepted challenger | | event-lead-capture | Mobly Capture | 16% | 5% | 43 | accepted challenger | | event-lead-capture | BoothIQ | 9% | 13% | 15 | accepted challenger | | event-lead-capture | Covve | 7% | 0% | 12 | accepted challenger | | event-lead-capture | B2Brain | 5% | 0% | 14 | accepted challenger | | event-lead-capture | Captello | 5% | 23% | 22 | accepted challenger | | event-lead-capture | Popl | 4% | 26% | 35 | criticized challenger | | event-lead-capture | Wave Connect | 2% | 0% | 18 | accepted challenger | | event-lead-capture | Eventleaf Lead Retrieval App | 2% | 0% | 10 | accepted challenger | | event-lead-capture | Whova | 2% | 17% | 12 | accepted challenger | | event-lead-capture | iCapture | 0% | 37% | 30 | criticized challenger | | event-lead-capture | momencio | 0% | 40% | 15 | criticized challenger | | event-lead-capture | Cvent LeadCapture | 0% | 53% | 30 | criticized challenger | | event-management-platforms | Zoho Backstage | 19% | 0% | 25 | accepted challenger | | event-management-platforms | Eventbrite | 15% | 32% | 66 | criticized challenger | | event-management-platforms | Luma | 9% | 8% | 13 | accepted challenger | | event-management-platforms | Ticket Tailor | 8% | 0% | 17 | accepted challenger | | event-management-platforms | Eventzilla | 8% | 5% | 21 | accepted challenger | | event-management-platforms | Swoogo | 8% | 22% | 23 | accepted challenger | | event-management-platforms | Whova | 6% | 23% | 35 | accepted challenger | | event-management-platforms | Bizzabo | 4% | 69% | 42 | criticized challenger | | event-management-platforms | RSVPify | 2% | 0% | 10 | accepted challenger | | event-management-platforms | Cvent Event Marketing & Management | 2% | 80% | 45 | criticized challenger | | event-management-platforms | RingCentral Events | 0% | 38% | 13 | criticized challenger | | experimentation-and-personalization | VWO | 36% | 18% | 61 | endorsed leader | | experimentation-and-personalization | Convert Experiences | 13% | 2% | 41 | accepted challenger | | experimentation-and-personalization | GrowthBook | 13% | 3% | 34 | accepted challenger | | experimentation-and-personalization | Zoho PageSense | 10% | 7% | 15 | accepted challenger | | experimentation-and-personalization | Mutiny | 5% | 40% | 15 | criticized challenger | | experimentation-and-personalization | Personyze | 3% | 0% | 12 | accepted challenger | | experimentation-and-personalization | PostHog | 3% | 4% | 23 | accepted challenger | | experimentation-and-personalization | AB Tasty | 2% | 29% | 24 | criticized challenger | | experimentation-and-personalization | Statsig | 0% | 0% | 13 | accepted challenger | | experimentation-and-personalization | Kameleoon | 0% | 23% | 22 | accepted challenger | | experimentation-and-personalization | Google Optimize | 0% | 50% | 12 | criticized challenger | | experimentation-and-personalization | Dynamic Yield | 0% | 56% | 16 | criticized challenger | | experimentation-and-personalization | Optimizely CMS | 0% | 75% | 55 | criticized challenger | | experimentation-and-personalization | Adobe Target | 0% | 89% | 18 | criticized challenger | | field-sales-tools | Badger Maps | 44% | 16% | 55 | endorsed leader | | field-sales-tools | HubSpot CRM | 12% | 0% | 10 | accepted challenger | | field-sales-tools | Spotio | 8% | 9% | 47 | accepted challenger | | field-sales-tools | HubSpot Sales Hub | 8% | 20% | 25 | accepted challenger | | field-sales-tools | Zoho CRM | 6% | 0% | 16 | accepted challenger | | field-sales-tools | Pipeline CRM | 4% | 0% | 14 | accepted challenger | | field-sales-tools | Pipedrive | 4% | 5% | 22 | accepted challenger | | field-sales-tools | SalesRabbit | 2% | 0% | 15 | accepted challenger | | field-sales-tools | Map My Customers | 0% | 12% | 26 | accepted challenger | | identity-resolution | FullContact | 10% | 16% | 31 | accepted challenger | | identity-resolution | HubSpot Breeze Intelligence | 10% | 19% | 21 | accepted challenger | | identity-resolution | Prospeo | 8% | 0% | 20 | accepted challenger | | identity-resolution | CustomerLabs 1PD Ops | 8% | 0% | 11 | accepted challenger | | identity-resolution | Hightouch Adaptive Identity Resolution | 8% | 3% | 33 | accepted challenger | | identity-resolution | Twilio Segment Unify | 5% | 13% | 30 | accepted challenger | | identity-resolution | Senzing | 0% | 20% | 10 | accepted challenger | | identity-resolution | ZoomInfo | 0% | 58% | 12 | criticized challenger | | identity-resolution | Informatica MDM | 0% | 70% | 10 | criticized challenger | | identity-resolution | Salesforce Data Cloud | 0% | 74% | 23 | criticized challenger | | identity-resolution | LiveRamp Identity Resolution | 0% | 88% | 43 | criticized challenger | | identity-resolution | Adobe Real-Time CDP | 0% | 90% | 10 | criticized challenger | | identity-resolution | Amperity | 0% | 90% | 21 | criticized challenger | | identity-resolution | mParticle IDSync | 0% | 92% | 12 | criticized challenger | | identity-resolution | Tealium | 0% | 92% | 13 | criticized challenger | | in-app-messaging-and-customer-communications | Intercom | 22% | 36% | 55 | criticized challenger | | in-app-messaging-and-customer-communications | OneSignal | 20% | 8% | 37 | accepted challenger | | in-app-messaging-and-customer-communications | Crisp | 10% | 0% | 14 | accepted challenger | | in-app-messaging-and-customer-communications | UserGuiding | 4% | 20% | 20 | accepted challenger | | in-app-messaging-and-customer-communications | Customer.io | 4% | 21% | 14 | accepted challenger | | in-app-messaging-and-customer-communications | Tidio | 2% | 8% | 13 | accepted challenger | | in-app-messaging-and-customer-communications | Gleap | 2% | 9% | 11 | accepted challenger | | in-app-messaging-and-customer-communications | CometChat | 2% | 9% | 11 | accepted challenger | | in-app-messaging-and-customer-communications | Userpilot | 2% | 32% | 19 | criticized challenger | | in-app-messaging-and-customer-communications | Stream Chat | 0% | 9% | 11 | accepted challenger | | in-app-messaging-and-customer-communications | Appcues | 0% | 17% | 18 | accepted challenger | | in-app-messaging-and-customer-communications | Sendbird | 0% | 36% | 11 | criticized challenger | | in-app-messaging-and-customer-communications | Braze | 0% | 82% | 17 | criticized challenger | | influencer-platforms | Favikon | 43% | 0% | 24 | endorsed leader | | influencer-platforms | Afluencer | 18% | 0% | 41 | accepted challenger | | influencer-platforms | Shopify Collabs | 4% | 6% | 18 | accepted challenger | | influencer-platforms | Modash | 4% | 11% | 27 | accepted challenger | | influencer-platforms | Heepsy | 2% | 0% | 24 | accepted challenger | | influencer-platforms | GRIN | 2% | 43% | 35 | criticized challenger | | influencer-platforms | Aspire | 2% | 53% | 19 | criticized challenger | | influencer-platforms | Creator.co | 0% | 0% | 10 | accepted challenger | | influencer-platforms | Collabstr | 0% | 18% | 11 | accepted challenger | | influencer-platforms | HypeAuditor | 0% | 31% | 13 | criticized challenger | | influencer-platforms | Upfluence | 0% | 57% | 21 | criticized challenger | | influencer-platforms | CreatorIQ | 0% | 84% | 19 | criticized challenger | | influencer-platforms | Traackr | 0% | 90% | 21 | criticized challenger | | interactive-demo-platforms | Supademo | 47% | 2% | 65 | endorsed leader | | interactive-demo-platforms | Storylane | 17% | 19% | 70 | accepted challenger | | interactive-demo-platforms | Arcade | 14% | 5% | 56 | accepted challenger | | interactive-demo-platforms | Navattic | 8% | 40% | 50 | criticized challenger | | interactive-demo-platforms | Guideflow | 6% | 12% | 16 | accepted challenger | | interactive-demo-platforms | Consensus | 2% | 52% | 21 | criticized challenger | | interactive-demo-platforms | Walnut | 2% | 79% | 33 | criticized challenger | | interactive-demo-platforms | HowdyGo | 0% | 7% | 15 | accepted challenger | | interactive-demo-platforms | Demostack | 0% | 74% | 27 | criticized challenger | | interactive-demo-platforms | Reprise | 0% | 86% | 21 | criticized challenger | | knowledge-base-and-self-service | Notion | 41% | 12% | 56 | endorsed leader | | knowledge-base-and-self-service | Help Scout Docs | 14% | 0% | 33 | accepted challenger | | knowledge-base-and-self-service | Zoho Desk | 10% | 0% | 12 | accepted challenger | | knowledge-base-and-self-service | Freshdesk | 6% | 0% | 16 | accepted challenger | | knowledge-base-and-self-service | Document360 | 4% | 24% | 34 | accepted challenger | | knowledge-base-and-self-service | Nuclino | 2% | 0% | 16 | accepted challenger | | knowledge-base-and-self-service | Slab | 2% | 0% | 22 | accepted challenger | | knowledge-base-and-self-service | BookStack | 2% | 8% | 12 | accepted challenger | | knowledge-base-and-self-service | Zendesk Guide | 2% | 56% | 27 | criticized challenger | | knowledge-base-and-self-service | Slite | 0% | 0% | 27 | accepted challenger | | knowledge-base-and-self-service | Tettra | 0% | 5% | 21 | accepted challenger | | knowledge-base-and-self-service | ClickUp | 0% | 10% | 10 | accepted challenger | | knowledge-base-and-self-service | HelpDocs | 0% | 10% | 10 | accepted challenger | | knowledge-base-and-self-service | Helpjuice | 0% | 23% | 13 | accepted challenger | | knowledge-base-and-self-service | Guru | 0% | 24% | 25 | accepted challenger | | knowledge-base-and-self-service | Confluence | 0% | 37% | 41 | criticized challenger | | knowledge-base-and-self-service | Intercom Articles | 0% | 38% | 13 | criticized challenger | | landing-pages-and-interactive-content | Leadpages | 19% | 11% | 57 | accepted challenger | | landing-pages-and-interactive-content | Unbounce | 17% | 26% | 53 | criticized challenger | | landing-pages-and-interactive-content | Carrd | 16% | 12% | 33 | accepted challenger | | landing-pages-and-interactive-content | HubSpot Landing Pages | 8% | 0% | 21 | accepted challenger | | landing-pages-and-interactive-content | MailerLite | 8% | 0% | 19 | accepted challenger | | landing-pages-and-interactive-content | Instapage | 3% | 52% | 40 | criticized challenger | | landing-pages-and-interactive-content | Landingi | 0% | 8% | 37 | accepted challenger | | landing-pages-and-interactive-content | Webflow | 0% | 20% | 15 | accepted challenger | | landing-pages-and-interactive-content | Zoho LandingPage | 0% | 30% | 10 | criticized challenger | | landing-pages-and-interactive-content | Wix | 0% | 41% | 17 | criticized challenger | | landing-pages-and-interactive-content | ClickFunnels | 0% | 58% | 12 | criticized challenger | | lead-routing-and-management | HubSpot CRM | 27% | 4% | 23 | accepted challenger | | lead-routing-and-management | HubSpot Sales Hub | 20% | 7% | 46 | accepted challenger | | lead-routing-and-management | Zoho CRM | 18% | 3% | 37 | accepted challenger | | lead-routing-and-management | LeadAngel | 9% | 8% | 12 | accepted challenger | | lead-routing-and-management | Pipedrive | 9% | 11% | 46 | accepted challenger | | lead-routing-and-management | Freshsales | 2% | 5% | 19 | accepted challenger | | lead-routing-and-management | RevenueHero | 2% | 6% | 18 | accepted challenger | | lead-routing-and-management | Distribution Engine | 2% | 20% | 10 | accepted challenger | | lead-routing-and-management | Chili Piper | 2% | 53% | 38 | criticized challenger | | lead-routing-and-management | Salesforce Lead Assignment Rules | 0% | 30% | 30 | criticized challenger | | lead-routing-and-management | LeanData | 0% | 60% | 35 | criticized challenger | | local-listings-management | BrightLocal | 46% | 4% | 68 | endorsed leader | | local-listings-management | Moz Local | 37% | 11% | 56 | endorsed leader | | local-listings-management | Whitespark | 4% | 7% | 14 | accepted challenger | | local-listings-management | Synup | 4% | 9% | 22 | accepted challenger | | local-listings-management | Google Business Profile | 0% | 0% | 14 | accepted challenger | | local-listings-management | Semrush Local | 0% | 14% | 28 | accepted challenger | | local-listings-management | Birdeye | 0% | 38% | 32 | criticized challenger | | local-listings-management | Uberall | 0% | 52% | 25 | criticized challenger | | local-listings-management | Yext | 0% | 75% | 56 | criticized challenger | | loyalty-advocacy-and-referrals | Smile.io | 30% | 15% | 48 | accepted challenger | | loyalty-advocacy-and-referrals | Referral Rock | 28% | 8% | 37 | accepted challenger | | loyalty-advocacy-and-referrals | Referral Factory | 15% | 10% | 39 | accepted challenger | | loyalty-advocacy-and-referrals | GrowSurf | 6% | 0% | 17 | accepted challenger | | loyalty-advocacy-and-referrals | ReferralCandy | 2% | 27% | 33 | criticized challenger | | loyalty-advocacy-and-referrals | Influitive AdvocateHub | 2% | 70% | 23 | criticized challenger | | loyalty-advocacy-and-referrals | LoyaltyLion | 0% | 29% | 28 | criticized challenger | | loyalty-advocacy-and-referrals | Yotpo Loyalty & Referrals | 0% | 31% | 32 | criticized challenger | | loyalty-advocacy-and-referrals | Friendbuy | 0% | 60% | 10 | criticized challenger | | market-intelligence | Apollo.io | 31% | 13% | 31 | endorsed leader | | market-intelligence | Kompyte | 9% | 11% | 18 | accepted challenger | | market-intelligence | Semrush | 9% | 24% | 46 | accepted challenger | | market-intelligence | LinkedIn Sales Navigator | 6% | 0% | 11 | accepted challenger | | market-intelligence | Google Trends | 4% | 0% | 10 | accepted challenger | | market-intelligence | Visualping | 4% | 4% | 23 | accepted challenger | | market-intelligence | 6sense | 4% | 62% | 13 | criticized challenger | | market-intelligence | Crunchbase | 2% | 0% | 23 | accepted challenger | | market-intelligence | HubSpot Marketing Hub | 2% | 7% | 15 | accepted challenger | | market-intelligence | Contify | 2% | 43% | 14 | criticized challenger | | market-intelligence | Klue | 2% | 69% | 32 | criticized challenger | | market-intelligence | ZoomInfo | 2% | 69% | 39 | criticized challenger | | market-intelligence | Similarweb | 0% | 29% | 38 | criticized challenger | | market-intelligence | CB Insights | 0% | 50% | 12 | criticized challenger | | market-intelligence | Crayon | 0% | 60% | 35 | criticized challenger | | market-intelligence | AlphaSense | 0% | 65% | 23 | criticized challenger | | marketing-automation | ActiveCampaign | 39% | 6% | 67 | endorsed leader | | marketing-automation | HubSpot Marketing Hub | 31% | 26% | 69 | criticized default | | marketing-automation | Brevo | 25% | 2% | 52 | accepted challenger | | marketing-automation | Mailchimp | 4% | 38% | 42 | criticized challenger | | marketing-automation | GetResponse | 0% | 6% | 16 | accepted challenger | | marketing-automation | Omnisend | 0% | 9% | 11 | accepted challenger | | marketing-automation | MailerLite | 0% | 9% | 11 | accepted challenger | | marketing-automation | Klaviyo | 0% | 12% | 24 | accepted challenger | | marketing-automation | Keap | 0% | 55% | 11 | criticized challenger | | marketing-automation | Adobe Marketo Engage | 0% | 72% | 18 | criticized challenger | | marketing-cms | WordPress | 38% | 11% | 73 | endorsed leader | | marketing-cms | HubSpot Content Hub | 29% | 9% | 57 | accepted challenger | | marketing-cms | Webflow | 24% | 3% | 61 | accepted challenger | | marketing-cms | Framer | 2% | 8% | 13 | accepted challenger | | marketing-cms | Wix | 2% | 41% | 41 | criticized challenger | | marketing-cms | Squarespace | 0% | 42% | 36 | criticized challenger | | marketing-cms | Sanity | 0% | 50% | 18 | criticized challenger | | marketing-cms | Contentful | 0% | 57% | 23 | criticized challenger | | marketing-cms | Adobe Experience Manager | 0% | 90% | 10 | criticized challenger | | marketing-cms | Drupal | 0% | 92% | 12 | criticized challenger | | marketing-resource-management | monday.com Work Management | 27% | 8% | 60 | accepted challenger | | marketing-resource-management | ClickUp | 21% | 4% | 45 | accepted challenger | | marketing-resource-management | Teamwork.com | 11% | 0% | 25 | accepted challenger | | marketing-resource-management | HubSpot Marketing Hub | 11% | 9% | 22 | accepted challenger | | marketing-resource-management | Asana | 9% | 5% | 43 | accepted challenger | | marketing-resource-management | Airtable | 2% | 0% | 12 | accepted challenger | | marketing-resource-management | Trello | 2% | 7% | 14 | accepted challenger | | marketing-resource-management | CoSchedule | 2% | 15% | 13 | accepted challenger | | marketing-resource-management | Wrike for Marketing | 2% | 22% | 37 | accepted challenger | | marketing-resource-management | Smartsheet | 2% | 33% | 12 | criticized challenger | | marketing-resource-management | Bynder | 0% | 36% | 11 | criticized challenger | | marketing-resource-management | Aprimo | 0% | 84% | 32 | criticized challenger | | marketing-resource-management | Adobe Workfront | 0% | 94% | 16 | criticized challenger | | meeting-scheduling | Calendly | 59% | 18% | 79 | endorsed leader | | meeting-scheduling | HubSpot Meetings | 17% | 7% | 43 | accepted challenger | | meeting-scheduling | Cal.com | 8% | 5% | 39 | accepted challenger | | meeting-scheduling | Chili Piper | 7% | 33% | 33 | criticized challenger | | meeting-scheduling | SavvyCal | 0% | 6% | 17 | accepted challenger | | meeting-scheduling | YouCanBookMe | 0% | 8% | 12 | accepted challenger | | meeting-scheduling | Microsoft Bookings | 0% | 15% | 13 | accepted challenger | | meeting-scheduling | Google Calendar Appointment Scheduling | 0% | 15% | 13 | accepted challenger | | meeting-scheduling | Setmore | 0% | 19% | 16 | accepted challenger | | meeting-scheduling | Acuity Scheduling | 0% | 24% | 25 | accepted challenger | | meeting-scheduling | Doodle | 0% | 35% | 17 | criticized challenger | | mobile-apps | OneSignal | 31% | 3% | 39 | endorsed leader | | mobile-apps | Google App Campaigns | 8% | 7% | 14 | accepted challenger | | mobile-apps | Branch | 5% | 0% | 19 | accepted challenger | | mobile-apps | Textedly | 3% | 0% | 16 | accepted challenger | | mobile-apps | Customer.io | 3% | 15% | 13 | accepted challenger | | mobile-apps | Meta Advantage+ App Campaigns | 3% | 16% | 19 | accepted challenger | | mobile-apps | CleverTap | 3% | 43% | 30 | criticized challenger | | mobile-apps | Mailchimp | 2% | 0% | 10 | accepted challenger | | mobile-apps | Apple Search Ads | 2% | 6% | 18 | accepted challenger | | mobile-apps | Firebase | 2% | 9% | 11 | accepted challenger | | mobile-apps | AppsFlyer | 2% | 23% | 39 | accepted challenger | | mobile-apps | Singular | 2% | 25% | 12 | criticized challenger | | mobile-apps | MobileAction | 0% | 0% | 11 | accepted challenger | | mobile-apps | Adjust | 0% | 20% | 25 | accepted challenger | | mobile-apps | AppTweak | 0% | 25% | 12 | criticized challenger | | mobile-apps | Braze | 0% | 61% | 31 | criticized challenger | | mobile-marketing-and-push | OneSignal | 67% | 6% | 68 | endorsed leader | | mobile-marketing-and-push | Brevo | 7% | 0% | 14 | accepted challenger | | mobile-marketing-and-push | Omnisend | 5% | 12% | 25 | accepted challenger | | mobile-marketing-and-push | SendPulse | 4% | 0% | 10 | accepted challenger | | mobile-marketing-and-push | Customer.io | 4% | 6% | 17 | accepted challenger | | mobile-marketing-and-push | SimpleTexting | 2% | 4% | 27 | accepted challenger | | mobile-marketing-and-push | Courier | 2% | 10% | 10 | accepted challenger | | mobile-marketing-and-push | Klaviyo | 2% | 27% | 30 | criticized challenger | | mobile-marketing-and-push | Twilio Programmable Messaging | 2% | 50% | 24 | criticized challenger | | mobile-marketing-and-push | Braze | 2% | 75% | 24 | criticized challenger | | mobile-marketing-and-push | TextMagic | 0% | 7% | 14 | accepted challenger | | mobile-marketing-and-push | PushEngage | 0% | 10% | 10 | accepted challenger | | mobile-marketing-and-push | Postscript | 0% | 17% | 12 | accepted challenger | | mobile-marketing-and-push | Textedly | 0% | 17% | 12 | accepted challenger | | mobile-marketing-and-push | Pushwoosh | 0% | 21% | 14 | accepted challenger | | mobile-marketing-and-push | SlickText | 0% | 27% | 15 | criticized challenger | | mobile-marketing-and-push | Attentive | 0% | 56% | 25 | criticized challenger | | mobile-marketing-and-push | Airship | 0% | 62% | 16 | criticized challenger | | native-and-content-advertising | MGID | 29% | 19% | 43 | accepted challenger | | native-and-content-advertising | LinkedIn Sponsored Content | 21% | 12% | 24 | accepted challenger | | native-and-content-advertising | Revcontent | 21% | 18% | 49 | accepted challenger | | native-and-content-advertising | StackAdapt | 12% | 16% | 31 | accepted challenger | | native-and-content-advertising | Taboola | 6% | 52% | 60 | criticized challenger | | native-and-content-advertising | Teads | 4% | 49% | 68 | criticized challenger | | native-and-content-advertising | Sharethrough | 0% | 14% | 14 | accepted challenger | | native-and-content-advertising | Nativo | 0% | 27% | 22 | criticized challenger | | order-management-systems | Zoho Inventory | 40% | 4% | 57 | endorsed leader | | order-management-systems | inFlow Inventory | 10% | 5% | 21 | accepted challenger | | order-management-systems | Cin7 Core | 8% | 23% | 22 | accepted challenger | | order-management-systems | Linnworks | 4% | 0% | 15 | accepted challenger | | order-management-systems | Cin7 | 4% | 0% | 11 | accepted challenger | | order-management-systems | Veeqo | 4% | 7% | 15 | accepted challenger | | order-management-systems | QuickBooks Online | 4% | 18% | 11 | accepted challenger | | order-management-systems | Shopify OMS | 2% | 0% | 16 | accepted challenger | | order-management-systems | Brightpearl | 2% | 33% | 12 | criticized challenger | | order-management-systems | Salesforce Order Management | 2% | 82% | 11 | criticized challenger | | order-management-systems | QuickBooks Commerce | 0% | 8% | 13 | accepted challenger | | order-management-systems | ShipStation | 0% | 11% | 19 | accepted challenger | | order-management-systems | NetSuite Order Management | 0% | 75% | 12 | criticized challenger | | partner-relationship-management | PartnerPortal.io | 34% | 0% | 42 | endorsed leader | | partner-relationship-management | Kiflo PRM | 32% | 0% | 57 | endorsed leader | | partner-relationship-management | PartnerStack | 13% | 25% | 53 | accepted challenger | | partner-relationship-management | Impartner PRM | 4% | 82% | 39 | criticized challenger | | partner-relationship-management | Introw | 2% | 0% | 16 | accepted challenger | | partner-relationship-management | JourneyBee | 2% | 8% | 12 | accepted challenger | | partner-relationship-management | Channeltivity | 2% | 12% | 25 | accepted challenger | | partner-relationship-management | Pipedrive | 2% | 13% | 23 | accepted challenger | | partner-relationship-management | Channelscaler | 2% | 55% | 20 | criticized challenger | | partner-relationship-management | ZINFI Unified Partner Management | 0% | 64% | 25 | criticized challenger | | partner-relationship-management | impact.com | 0% | 69% | 16 | criticized challenger | | partner-relationship-management | Salesforce PRM | 0% | 77% | 30 | criticized challenger | | pr-and-media-monitoring | Brand24 | 32% | 5% | 64 | endorsed leader | | pr-and-media-monitoring | Semrush AI PR Toolkit | 22% | 4% | 45 | accepted challenger | | pr-and-media-monitoring | Mention | 17% | 14% | 50 | accepted challenger | | pr-and-media-monitoring | Awario | 12% | 0% | 23 | accepted challenger | | pr-and-media-monitoring | Muck Rack | 8% | 36% | 39 | criticized challenger | | pr-and-media-monitoring | Google Alerts | 0% | 12% | 32 | accepted challenger | | pr-and-media-monitoring | Agility PR Solutions | 0% | 15% | 13 | accepted challenger | | pr-and-media-monitoring | Talkwalker | 0% | 70% | 10 | criticized challenger | | pr-and-media-monitoring | CisionOne | 0% | 76% | 54 | criticized challenger | | pr-and-media-monitoring | Meltwater | 0% | 82% | 61 | criticized challenger | | pr-and-media-monitoring | Brandwatch | 0% | 89% | 18 | criticized challenger | | pricing-optimization | Prisync | 46% | 3% | 63 | endorsed leader | | pricing-optimization | Price2Spy | 19% | 2% | 50 | accepted challenger | | pricing-optimization | Pricefx | 12% | 48% | 40 | criticized challenger | | pricing-optimization | Vendavo | 2% | 78% | 18 | criticized challenger | | pricing-optimization | Quicklizard | 0% | 8% | 12 | accepted challenger | | pricing-optimization | Competera | 0% | 58% | 12 | criticized challenger | | pricing-optimization | Zilliant | 0% | 83% | 23 | criticized challenger | | pricing-optimization | PROS Smart Price Optimization & Management | 0% | 86% | 21 | criticized challenger | | print | Postalytics | 53% | 5% | 55 | endorsed leader | | print | Lob | 12% | 20% | 49 | accepted challenger | | print | Click2Mail | 8% | 5% | 22 | accepted challenger | | print | Postie | 8% | 11% | 19 | accepted challenger | | print | PostGrid | 2% | 26% | 43 | criticized challenger | | print | Sendoso | 2% | 58% | 38 | criticized challenger | | print | Thanks.io | 0% | 0% | 10 | accepted challenger | | print | PostcardMania | 0% | 30% | 10 | criticized challenger | | print | Reachdesk | 0% | 50% | 12 | criticized challenger | | product-analytics | PostHog | 50% | 4% | 71 | endorsed leader | | product-analytics | Mixpanel | 34% | 14% | 76 | endorsed leader | | product-analytics | Amplitude Analytics | 9% | 31% | 74 | criticized challenger | | product-analytics | June | 3% | 25% | 12 | criticized challenger | | product-analytics | Pendo | 2% | 33% | 27 | criticized challenger | | product-analytics | Hotjar | 0% | 20% | 20 | accepted challenger | | product-analytics | Heap | 0% | 26% | 38 | criticized challenger | | product-analytics | Google Analytics 4 | 0% | 60% | 25 | criticized challenger | | product-information-management | Plytix | 84% | 0% | 68 | endorsed leader | | product-information-management | Sales Layer | 6% | 6% | 35 | accepted challenger | | product-information-management | Akeneo PIM | 2% | 43% | 49 | criticized challenger | | product-information-management | Inriver PIM | 2% | 67% | 21 | criticized challenger | | product-information-management | Ergonode | 0% | 0% | 11 | accepted challenger | | product-information-management | Catsy | 0% | 0% | 24 | accepted challenger | | product-information-management | OneTimePIM | 0% | 0% | 14 | accepted challenger | | product-information-management | Akeneo Community Edition | 0% | 36% | 11 | criticized challenger | | product-information-management | Pimcore | 0% | 53% | 36 | criticized challenger | | product-information-management | Salsify | 0% | 81% | 21 | criticized challenger | | programmatic-and-display-advertising | StackAdapt | 43% | 2% | 60 | endorsed leader | | programmatic-and-display-advertising | AdRoll | 9% | 4% | 26 | accepted challenger | | programmatic-and-display-advertising | Meta Ads | 8% | 0% | 14 | accepted challenger | | programmatic-and-display-advertising | LinkedIn Campaign Manager | 6% | 0% | 13 | accepted challenger | | programmatic-and-display-advertising | Vibe.co | 6% | 6% | 16 | accepted challenger | | programmatic-and-display-advertising | Google Ads | 4% | 0% | 19 | accepted challenger | | programmatic-and-display-advertising | Demandbase | 4% | 33% | 18 | criticized challenger | | programmatic-and-display-advertising | Google Display Network | 2% | 0% | 11 | accepted challenger | | programmatic-and-display-advertising | SmartyAds | 2% | 0% | 19 | accepted challenger | | programmatic-and-display-advertising | Choozle | 2% | 11% | 28 | accepted challenger | | programmatic-and-display-advertising | The Trade Desk | 2% | 73% | 55 | criticized challenger | | programmatic-and-display-advertising | Google Display & Video 360 | 2% | 79% | 33 | criticized challenger | | programmatic-and-display-advertising | Simpli.fi | 0% | 16% | 19 | accepted challenger | | programmatic-and-display-advertising | Amazon DSP | 0% | 81% | 26 | criticized challenger | | programmatic-and-display-advertising | DV360 | 0% | 82% | 11 | criticized challenger | | proposal-software | PandaDoc | 67% | 11% | 72 | endorsed leader | | proposal-software | Better Proposals | 8% | 12% | 60 | accepted challenger | | proposal-software | Prospero | 4% | 0% | 11 | accepted challenger | | proposal-software | Bonsai | 2% | 0% | 16 | accepted challenger | | proposal-software | Qwilr | 2% | 8% | 52 | accepted challenger | | proposal-software | Proposify | 2% | 19% | 59 | accepted challenger | | proposal-software | Loopio | 0% | 60% | 10 | criticized challenger | | referral-and-partner-programs | Referral Rock | 21% | 13% | 47 | accepted challenger | | referral-and-partner-programs | PartnerStack | 13% | 38% | 21 | criticized challenger | | referral-and-partner-programs | ReferralCandy | 12% | 27% | 37 | criticized challenger | | referral-and-partner-programs | Viral Loops | 10% | 6% | 16 | accepted challenger | | referral-and-partner-programs | Rewardful | 8% | 0% | 10 | accepted challenger | | referral-and-partner-programs | FirstPromoter | 6% | 0% | 17 | accepted challenger | | referral-and-partner-programs | Referral Factory | 6% | 5% | 38 | accepted challenger | | referral-and-partner-programs | GrowSurf | 2% | 0% | 29 | accepted challenger | | referral-and-partner-programs | Yotpo Loyalty & Referrals | 2% | 20% | 10 | accepted challenger | | referral-and-partner-programs | Friendbuy | 0% | 67% | 18 | criticized challenger | | retail-media-platforms | Amazon Ads | 38% | 12% | 41 | endorsed leader | | retail-media-platforms | Amazon Advertising | 21% | 35% | 17 | criticized challenger | | retail-media-platforms | Walmart Connect | 10% | 21% | 62 | accepted challenger | | retail-media-platforms | LinkedIn Campaign Manager | 4% | 10% | 10 | accepted challenger | | retail-media-platforms | Criteo | 2% | 30% | 10 | criticized challenger | | retail-media-platforms | Teikametrics | 0% | 0% | 10 | accepted challenger | | retail-media-platforms | Instacart Ads | 0% | 10% | 29 | accepted challenger | | retail-media-platforms | Pacvue | 0% | 27% | 11 | criticized challenger | | retail-media-platforms | Kroger Precision Marketing | 0% | 43% | 14 | criticized challenger | | retail-media-platforms | Target Roundel | 0% | 57% | 30 | criticized challenger | | retail-proximity-and-iot-marketing | Radar | 11% | 6% | 33 | accepted challenger | | retail-proximity-and-iot-marketing | GroundTruth | 9% | 0% | 14 | accepted challenger | | retail-proximity-and-iot-marketing | Foursquare Proximity | 7% | 16% | 19 | accepted challenger | | retail-proximity-and-iot-marketing | Estimote | 5% | 29% | 17 | criticized challenger | | retail-proximity-and-iot-marketing | CleverTap | 2% | 21% | 19 | accepted challenger | | retail-proximity-and-iot-marketing | PlotProjects | 0% | 17% | 12 | accepted challenger | | retail-proximity-and-iot-marketing | Kontakt.io | 0% | 27% | 15 | criticized challenger | | retail-proximity-and-iot-marketing | Gimbal | 0% | 38% | 13 | criticized challenger | | retail-proximity-and-iot-marketing | Airship | 0% | 42% | 12 | criticized challenger | | retail-proximity-and-iot-marketing | Braze | 0% | 47% | 19 | criticized challenger | | revenue-intelligence-and-forecasting | HubSpot Sales Hub | 30% | 7% | 57 | accepted challenger | | revenue-intelligence-and-forecasting | Pipedrive | 26% | 0% | 30 | accepted challenger | | revenue-intelligence-and-forecasting | Avoma | 13% | 0% | 39 | accepted challenger | | revenue-intelligence-and-forecasting | Sybill | 7% | 0% | 17 | accepted challenger | | revenue-intelligence-and-forecasting | Jiminny | 2% | 0% | 16 | accepted challenger | | revenue-intelligence-and-forecasting | Zoho CRM | 2% | 7% | 15 | accepted challenger | | revenue-intelligence-and-forecasting | People.ai | 2% | 35% | 17 | criticized challenger | | revenue-intelligence-and-forecasting | Clari Copilot | 2% | 68% | 53 | criticized challenger | | revenue-intelligence-and-forecasting | Gong | 2% | 73% | 51 | criticized challenger | | revenue-intelligence-and-forecasting | Grain | 0% | 0% | 16 | accepted challenger | | revenue-intelligence-and-forecasting | tl;dv | 0% | 0% | 11 | accepted challenger | | revenue-intelligence-and-forecasting | Revenue Grid | 0% | 8% | 12 | accepted challenger | | revenue-intelligence-and-forecasting | Salesforce Revenue Intelligence | 0% | 47% | 17 | criticized challenger | | review-and-reputation-management | NiceJob | 15% | 2% | 44 | accepted challenger | | review-and-reputation-management | Reviewflowz | 13% | 0% | 16 | accepted challenger | | review-and-reputation-management | GatherUp | 7% | 0% | 13 | accepted challenger | | review-and-reputation-management | BrightLocal | 5% | 0% | 27 | accepted challenger | | review-and-reputation-management | Birdeye | 5% | 48% | 50 | criticized challenger | | review-and-reputation-management | Trustpilot | 4% | 29% | 17 | criticized challenger | | review-and-reputation-management | G2 Buyer Intent | 2% | 0% | 12 | accepted challenger | | review-and-reputation-management | ReviewGrower | 2% | 7% | 14 | accepted challenger | | review-and-reputation-management | ReviewTrackers | 0% | 12% | 16 | accepted challenger | | review-and-reputation-management | Podium | 0% | 39% | 46 | criticized challenger | | review-and-reputation-management | Reputation | 0% | 62% | 16 | criticized challenger | | rfp-response-software | PandaDoc | 33% | 21% | 39 | endorsed leader | | rfp-response-software | DeepRFP | 16% | 0% | 26 | accepted challenger | | rfp-response-software | PowerRFP | 14% | 0% | 10 | accepted challenger | | rfp-response-software | Inventive AI | 4% | 0% | 16 | accepted challenger | | rfp-response-software | Proposify | 4% | 29% | 31 | criticized challenger | | rfp-response-software | Loopio | 4% | 55% | 44 | criticized challenger | | rfp-response-software | Responsive | 4% | 57% | 44 | criticized challenger | | rfp-response-software | 1up | 2% | 0% | 15 | accepted challenger | | rfp-response-software | Better Proposals | 2% | 7% | 14 | accepted challenger | | rfp-response-software | AutoRFP.ai | 2% | 16% | 25 | accepted challenger | | rfp-response-software | SiftHub | 0% | 0% | 11 | accepted challenger | | rfp-response-software | Qwilr | 0% | 9% | 11 | accepted challenger | | rfp-response-software | Arphie | 0% | 18% | 11 | accepted challenger | | rfp-response-software | Upland Qvidian | 0% | 75% | 20 | criticized challenger | | sales-coaching-and-training | HubSpot Sales Hub | 12% | 0% | 14 | accepted challenger | | sales-coaching-and-training | Trainual | 12% | 15% | 20 | accepted challenger | | sales-coaching-and-training | Fathom | 11% | 13% | 23 | accepted challenger | | sales-coaching-and-training | Avoma | 9% | 0% | 17 | accepted challenger | | sales-coaching-and-training | TalentLMS | 7% | 0% | 17 | accepted challenger | | sales-coaching-and-training | Hyperbound | 5% | 0% | 17 | accepted challenger | | sales-coaching-and-training | SalesHood | 5% | 5% | 21 | accepted challenger | | sales-coaching-and-training | 360Learning | 4% | 0% | 11 | accepted challenger | | sales-coaching-and-training | MindTickle | 4% | 66% | 35 | criticized challenger | | sales-coaching-and-training | PitchMonster | 2% | 0% | 11 | accepted challenger | | sales-coaching-and-training | Spekit | 2% | 9% | 11 | accepted challenger | | sales-coaching-and-training | Allego | 2% | 15% | 13 | accepted challenger | | sales-coaching-and-training | Highspot | 2% | 79% | 24 | criticized challenger | | sales-coaching-and-training | Second Nature | 0% | 0% | 11 | accepted challenger | | sales-coaching-and-training | Chorus by ZoomInfo | 0% | 50% | 18 | criticized challenger | | sales-coaching-and-training | Gong | 0% | 74% | 39 | criticized challenger | | sales-coaching-and-training | Seismic Enablement Cloud | 0% | 82% | 17 | criticized challenger | | sales-commissions-and-incentive-compensation | QuotaPath | 47% | 10% | 67 | endorsed leader | | sales-commissions-and-incentive-compensation | Sales Cookie | 21% | 0% | 35 | accepted challenger | | sales-commissions-and-incentive-compensation | Commissionly | 17% | 0% | 42 | accepted challenger | | sales-commissions-and-incentive-compensation | Everstage | 6% | 19% | 37 | accepted challenger | | sales-commissions-and-incentive-compensation | Visdum | 4% | 0% | 15 | accepted challenger | | sales-commissions-and-incentive-compensation | EasyComp | 0% | 0% | 15 | accepted challenger | | sales-commissions-and-incentive-compensation | Qobra | 0% | 4% | 23 | accepted challenger | | sales-commissions-and-incentive-compensation | Salesforce Spiff | 0% | 41% | 44 | criticized challenger | | sales-commissions-and-incentive-compensation | CaptivateIQ | 0% | 48% | 40 | criticized challenger | | sales-commissions-and-incentive-compensation | Xactly Incent | 0% | 87% | 23 | criticized challenger | | sales-commissions-and-incentive-compensation | Varicent | 0% | 92% | 13 | criticized challenger | | sales-dialers-and-calling | JustCall | 37% | 4% | 57 | endorsed leader | | sales-dialers-and-calling | CloudTalk | 12% | 0% | 33 | accepted challenger | | sales-dialers-and-calling | Kixie PowerCall | 9% | 8% | 40 | accepted challenger | | sales-dialers-and-calling | Aircall | 7% | 3% | 37 | accepted challenger | | sales-dialers-and-calling | Close | 5% | 0% | 19 | accepted challenger | | sales-dialers-and-calling | Dialpad | 4% | 9% | 11 | accepted challenger | | sales-dialers-and-calling | PhoneBurner | 2% | 25% | 24 | criticized challenger | | sales-dialers-and-calling | Orum | 0% | 57% | 14 | criticized challenger | | sales-enablement-and-content | HubSpot Sales Hub | 61% | 6% | 70 | endorsed leader | | sales-enablement-and-content | Paperflite | 8% | 0% | 13 | accepted challenger | | sales-enablement-and-content | Dock | 5% | 4% | 27 | accepted challenger | | sales-enablement-and-content | Apollo.io | 2% | 10% | 10 | accepted challenger | | sales-enablement-and-content | Showpad | 2% | 64% | 36 | criticized challenger | | sales-enablement-and-content | Highspot | 2% | 78% | 55 | criticized challenger | | sales-enablement-and-content | SalesHood | 0% | 10% | 10 | accepted challenger | | sales-enablement-and-content | Gong Enable | 0% | 56% | 16 | criticized challenger | | sales-enablement-and-content | Salesforce Sales Cloud | 0% | 64% | 11 | criticized challenger | | sales-enablement-and-content | MindTickle | 0% | 68% | 28 | criticized challenger | | sales-enablement-and-content | Seismic | 0% | 90% | 51 | criticized challenger | | sales-engagement | Apollo.io | 51% | 3% | 61 | endorsed leader | | sales-engagement | HubSpot Sales Hub | 18% | 9% | 58 | accepted challenger | | sales-engagement | Klenty | 6% | 4% | 28 | accepted challenger | | sales-engagement | Instantly | 4% | 9% | 22 | accepted challenger | | sales-engagement | Lemlist | 4% | 13% | 31 | accepted challenger | | sales-engagement | Mixmax | 2% | 4% | 27 | accepted challenger | | sales-engagement | Yesware | 2% | 7% | 15 | accepted challenger | | sales-engagement | Reply.io | 2% | 9% | 33 | accepted challenger | | sales-engagement | Mailshake | 0% | 0% | 19 | accepted challenger | | sales-engagement | Salesloft | 0% | 80% | 50 | criticized challenger | | sales-engagement | Outreach | 0% | 83% | 48 | criticized challenger | | sales-gamification | Spinify | 51% | 25% | 65 | endorsed leader | | sales-gamification | Pointagram | 19% | 3% | 32 | accepted challenger | | sales-gamification | Leaderboarded | 8% | 0% | 13 | accepted challenger | | sales-gamification | SalesScreen | 6% | 35% | 49 | criticized challenger | | sales-gamification | SmartWinnr | 2% | 12% | 17 | accepted challenger | | sales-gamification | Zoho Motivator | 0% | 8% | 12 | accepted challenger | | sales-gamification | Plecto | 0% | 32% | 22 | criticized challenger | | sales-gamification | Ambition | 0% | 46% | 50 | criticized challenger | | sales-gamification | Hoopla | 0% | 47% | 15 | criticized challenger | | sales-intelligence-and-contact-data | Apollo.io | 87% | 11% | 79 | endorsed leader | | sales-intelligence-and-contact-data | Lusha | 8% | 13% | 62 | accepted challenger | | sales-intelligence-and-contact-data | Seamless.AI | 2% | 42% | 19 | criticized challenger | | sales-intelligence-and-contact-data | ZoomInfo | 2% | 78% | 65 | criticized challenger | | sales-intelligence-and-contact-data | UpLead | 0% | 8% | 26 | accepted challenger | | sales-intelligence-and-contact-data | Hunter | 0% | 8% | 12 | accepted challenger | | sales-intelligence-and-contact-data | LinkedIn Sales Navigator | 0% | 8% | 12 | accepted challenger | | sales-intelligence-and-contact-data | Clay | 0% | 29% | 14 | criticized challenger | | sales-intelligence-and-contact-data | Cognism | 0% | 37% | 35 | criticized challenger | | sales-intelligence-and-contact-data | 6sense | 0% | 80% | 10 | criticized challenger | | search-and-social-advertising-platforms | Google Ads | 15% | 7% | 41 | accepted challenger | | search-and-social-advertising-platforms | Adzooma | 12% | 3% | 29 | accepted challenger | | search-and-social-advertising-platforms | HubSpot Ads | 9% | 0% | 23 | accepted challenger | | search-and-social-advertising-platforms | Optmyzr | 9% | 21% | 34 | accepted challenger | | search-and-social-advertising-platforms | LinkedIn Campaign Manager | 8% | 0% | 17 | accepted challenger | | search-and-social-advertising-platforms | WordStream Advisor | 8% | 30% | 23 | criticized challenger | | search-and-social-advertising-platforms | Meta Ads | 6% | 4% | 27 | accepted challenger | | search-and-social-advertising-platforms | Ryze AI | 3% | 0% | 10 | accepted challenger | | search-and-social-advertising-platforms | Shown | 3% | 0% | 10 | accepted challenger | | search-and-social-advertising-platforms | Revealbot | 3% | 8% | 12 | accepted challenger | | search-and-social-advertising-platforms | AdEspresso | 3% | 19% | 26 | accepted challenger | | search-and-social-advertising-platforms | Madgicx | 0% | 8% | 13 | accepted challenger | | search-and-social-advertising-platforms | Opteo | 0% | 8% | 12 | accepted challenger | | search-and-social-advertising-platforms | Smartly | 0% | 50% | 10 | criticized challenger | | search-and-social-advertising-platforms | Marin Software | 0% | 78% | 23 | criticized challenger | | search-and-social-advertising-platforms | Skai | 0% | 86% | 14 | criticized challenger | | seo-content-optimization | Surfer SEO | 20% | 12% | 57 | accepted challenger | | seo-content-optimization | SE Ranking | 18% | 5% | 38 | accepted challenger | | seo-content-optimization | Semrush | 12% | 31% | 55 | criticized challenger | | seo-content-optimization | Ubersuggest | 11% | 11% | 28 | accepted challenger | | seo-content-optimization | Frase | 9% | 0% | 43 | accepted challenger | | seo-content-optimization | NeuronWriter | 5% | 0% | 22 | accepted challenger | | seo-content-optimization | Google Search Console | 3% | 0% | 22 | accepted challenger | | seo-content-optimization | Clearscope | 3% | 22% | 36 | accepted challenger | | seo-content-optimization | Ahrefs | 3% | 31% | 45 | criticized challenger | | seo-content-optimization | Moz | 0% | 15% | 13 | accepted challenger | | seo-content-optimization | MarketMuse | 0% | 37% | 19 | criticized challenger | | session-replay-and-heatmaps | Microsoft Clarity | 70% | 6% | 69 | endorsed leader | | session-replay-and-heatmaps | Hotjar | 6% | 24% | 68 | accepted challenger | | session-replay-and-heatmaps | PostHog | 2% | 0% | 27 | accepted challenger | | session-replay-and-heatmaps | Lucky Orange | 2% | 9% | 32 | accepted challenger | | session-replay-and-heatmaps | Mouseflow | 2% | 14% | 42 | accepted challenger | | session-replay-and-heatmaps | Smartlook | 0% | 25% | 12 | criticized challenger | | session-replay-and-heatmaps | Crazy Egg | 0% | 25% | 16 | criticized challenger | | session-replay-and-heatmaps | LogRocket | 0% | 41% | 29 | criticized challenger | | session-replay-and-heatmaps | Contentsquare | 0% | 62% | 16 | criticized challenger | | session-replay-and-heatmaps | Fullstory | 0% | 74% | 34 | criticized challenger | | sms-and-whatsapp-marketing | SimpleTexting | 21% | 2% | 42 | accepted challenger | | sms-and-whatsapp-marketing | Salesmsg | 14% | 0% | 13 | accepted challenger | | sms-and-whatsapp-marketing | Textedly | 11% | 5% | 21 | accepted challenger | | sms-and-whatsapp-marketing | SlickText | 9% | 10% | 30 | accepted challenger | | sms-and-whatsapp-marketing | Brevo | 7% | 4% | 26 | accepted challenger | | sms-and-whatsapp-marketing | WATI | 5% | 8% | 25 | accepted challenger | | sms-and-whatsapp-marketing | EZ Texting | 5% | 9% | 23 | accepted challenger | | sms-and-whatsapp-marketing | Klaviyo SMS | 4% | 14% | 22 | accepted challenger | | sms-and-whatsapp-marketing | Twilio | 4% | 33% | 36 | criticized challenger | | sms-and-whatsapp-marketing | TextMagic | 2% | 0% | 15 | accepted challenger | | sms-and-whatsapp-marketing | Respond.io | 2% | 10% | 10 | accepted challenger | | sms-and-whatsapp-marketing | Attentive | 0% | 50% | 14 | criticized challenger | | social-media-management | Buffer | 51% | 4% | 72 | endorsed leader | | social-media-management | Oktopost | 12% | 12% | 17 | accepted challenger | | social-media-management | Zoho Social | 8% | 7% | 27 | accepted challenger | | social-media-management | SocialPilot | 6% | 5% | 22 | accepted challenger | | social-media-management | Agorapulse | 6% | 6% | 32 | accepted challenger | | social-media-management | Loomly | 4% | 0% | 10 | accepted challenger | | social-media-management | Metricool | 4% | 6% | 17 | accepted challenger | | social-media-management | Sendible | 2% | 0% | 11 | accepted challenger | | social-media-management | Sprout Social | 2% | 58% | 52 | criticized challenger | | social-media-management | Vista Social | 0% | 0% | 10 | accepted challenger | | social-media-management | Later | 0% | 23% | 26 | accepted challenger | | social-media-management | Hootsuite | 0% | 51% | 55 | criticized challenger | | tag-management | Google Tag Manager | 100% | 3% | 79 | endorsed leader | | tag-management | Matomo Tag Manager | 0% | 2% | 44 | accepted challenger | | tag-management | Piwik PRO Tag Manager | 0% | 8% | 37 | accepted challenger | | tag-management | Segment | 0% | 43% | 35 | criticized challenger | | tag-management | Adobe Experience Platform Tags | 0% | 69% | 48 | criticized challenger | | tag-management | Tealium iQ Tag Management | 0% | 82% | 55 | criticized challenger | | territory-and-quota-planning | QuotaPath | 24% | 0% | 27 | accepted challenger | | territory-and-quota-planning | CaptivateIQ Planning | 14% | 17% | 36 | accepted challenger | | territory-and-quota-planning | MapBusinessOnline | 10% | 0% | 16 | accepted challenger | | territory-and-quota-planning | Pipedrive | 10% | 0% | 19 | accepted challenger | | territory-and-quota-planning | Map My Customers | 6% | 0% | 12 | accepted challenger | | territory-and-quota-planning | Fullcast | 4% | 40% | 25 | criticized challenger | | territory-and-quota-planning | Maptive | 2% | 0% | 21 | accepted challenger | | territory-and-quota-planning | HubSpot Sales Hub | 2% | 0% | 16 | accepted challenger | | territory-and-quota-planning | Xactly | 2% | 72% | 18 | criticized challenger | | territory-and-quota-planning | Spotio | 0% | 0% | 11 | accepted challenger | | territory-and-quota-planning | Badger Maps | 0% | 8% | 25 | accepted challenger | | territory-and-quota-planning | eSpatial | 0% | 24% | 17 | accepted challenger | | territory-and-quota-planning | Salesforce Maps | 0% | 29% | 21 | criticized challenger | | territory-and-quota-planning | Anaplan Territory & Quota Planning | 0% | 88% | 32 | criticized challenger | | territory-and-quota-planning | Varicent Territory and Quota Planning | 0% | 89% | 19 | criticized challenger | | value-selling-tools | The ROI Shop | 13% | 0% | 18 | accepted challenger | | value-selling-tools | HubSpot Sales Hub | 10% | 4% | 26 | accepted challenger | | value-selling-tools | HubSpot CRM | 8% | 0% | 10 | accepted challenger | | value-selling-tools | Apollo.io | 5% | 0% | 11 | accepted challenger | | value-selling-tools | Zoho CRM | 3% | 0% | 22 | accepted challenger | | value-selling-tools | Pipedrive | 3% | 4% | 25 | accepted challenger | | value-selling-tools | Symbe | 3% | 7% | 15 | accepted challenger | | value-selling-tools | Cuvama | 2% | 18% | 11 | accepted challenger | | value-selling-tools | ValueCore | 2% | 20% | 20 | accepted challenger | | value-selling-tools | Mediafly | 2% | 41% | 17 | criticized challenger | | value-selling-tools | Minoa | 0% | 17% | 12 | accepted challenger | | video-advertising | YouTube Ads | 15% | 9% | 46 | accepted challenger | | video-advertising | LinkedIn Video Ads | 15% | 39% | 18 | criticized challenger | | video-advertising | Meta Ads | 9% | 2% | 42 | accepted challenger | | video-advertising | Vibe.co | 7% | 11% | 27 | accepted challenger | | video-advertising | TikTok Ads | 7% | 27% | 37 | criticized challenger | | video-advertising | LinkedIn Campaign Manager | 7% | 27% | 11 | criticized challenger | | video-advertising | MNTN | 7% | 31% | 13 | criticized challenger | | video-advertising | Google Ads | 4% | 7% | 14 | accepted challenger | | video-advertising | StackAdapt | 4% | 29% | 14 | criticized challenger | | video-advertising | Roku Ads | 0% | 60% | 10 | criticized challenger | | video-advertising | The Trade Desk | 0% | 80% | 10 | criticized challenger | | video-marketing-and-hosting | Wistia | 55% | 16% | 77 | endorsed leader | | video-marketing-and-hosting | YouTube | 18% | 59% | 58 | criticized challenger | | video-marketing-and-hosting | Vidyard | 12% | 7% | 45 | accepted challenger | | video-marketing-and-hosting | Vimeo | 7% | 22% | 69 | accepted challenger | | video-marketing-and-hosting | Gumlet | 4% | 0% | 16 | accepted challenger | | video-marketing-and-hosting | SproutVideo | 0% | 7% | 30 | accepted challenger | | web-analytics | Google Analytics 4 | 52% | 28% | 78 | criticized default | | web-analytics | Plausible Analytics | 16% | 2% | 64 | accepted challenger | | web-analytics | Dealfront | 13% | 0% | 15 | accepted challenger | | web-analytics | Fathom | 2% | 0% | 24 | accepted challenger | | web-analytics | PostHog | 2% | 0% | 14 | accepted challenger | | web-analytics | Microsoft Clarity | 2% | 5% | 19 | accepted challenger | | web-analytics | Matomo | 2% | 6% | 50 | accepted challenger | | web-analytics | Fathom Analytics | 0% | 0% | 21 | accepted challenger | | web-analytics | Umami | 0% | 0% | 12 | accepted challenger | | web-analytics | Hotjar | 0% | 11% | 18 | accepted challenger | | web-analytics | Mixpanel | 0% | 39% | 28 | criticized challenger | | web-analytics | Amplitude | 0% | 53% | 19 | criticized challenger | | web-analytics | Adobe Analytics | 0% | 83% | 18 | criticized challenger | | webinar-virtual-events | Livestorm | 32% | 8% | 64 | endorsed leader | | webinar-virtual-events | Demio | 25% | 3% | 58 | accepted challenger | | webinar-virtual-events | Zoom Webinars | 15% | 33% | 72 | criticized challenger | | webinar-virtual-events | Zoho Webinar | 12% | 4% | 24 | accepted challenger | | webinar-virtual-events | GoTo Webinar | 3% | 47% | 34 | criticized challenger | | webinar-virtual-events | Airmeet | 2% | 0% | 14 | accepted challenger | | webinar-virtual-events | ClickMeeting | 2% | 7% | 15 | accepted challenger | | webinar-virtual-events | Crowdcast | 2% | 18% | 11 | accepted challenger | | webinar-virtual-events | WebinarNinja | 2% | 25% | 16 | criticized challenger | | webinar-virtual-events | WebinarJam | 2% | 46% | 28 | criticized challenger | | webinar-virtual-events | EasyWebinar | 0% | 15% | 13 | accepted challenger | | webinar-virtual-events | BigMarker | 0% | 40% | 10 | criticized challenger | | webinar-virtual-events | RingCentral Events | 0% | 40% | 15 | criticized challenger | | webinar-virtual-events | Webex Webinars | 0% | 45% | 11 | criticized challenger | | webinar-virtual-events | Microsoft Teams | 0% | 50% | 10 | criticized challenger | | webinar-virtual-events | ON24 | 0% | 80% | 10 | criticized challenger | | website-governance-and-accessibility | UserWay | 19% | 49% | 41 | criticized challenger | | website-governance-and-accessibility | Silktide | 17% | 12% | 41 | accepted challenger | | website-governance-and-accessibility | Siteimprove | 15% | 53% | 47 | criticized challenger | | website-governance-and-accessibility | DubBot | 11% | 0% | 27 | accepted challenger | | website-governance-and-accessibility | Acquia Web Governance | 11% | 23% | 26 | accepted challenger | | website-governance-and-accessibility | SortSite | 4% | 0% | 19 | accepted challenger | | website-governance-and-accessibility | accessiBe | 4% | 64% | 36 | criticized challenger | | website-governance-and-accessibility | Pope Tech | 2% | 6% | 17 | accepted challenger | | website-governance-and-accessibility | Monsido | 2% | 67% | 12 | criticized challenger | | website-governance-and-accessibility | Wave | 0% | 0% | 20 | accepted challenger | | website-governance-and-accessibility | axe DevTools | 0% | 0% | 16 | accepted challenger | | website-governance-and-accessibility | AudioEye | 0% | 43% | 23 | criticized challenger | | workflow-automation-and-ipaas | Make | 44% | 6% | 69 | endorsed leader | | workflow-automation-and-ipaas | Zapier | 38% | 23% | 77 | endorsed leader | | workflow-automation-and-ipaas | Celigo | 5% | 25% | 12 | criticized challenger | | workflow-automation-and-ipaas | Pabbly Connect | 3% | 0% | 14 | accepted challenger | | workflow-automation-and-ipaas | n8n | 2% | 11% | 62 | accepted challenger | | workflow-automation-and-ipaas | Microsoft Power Automate | 2% | 21% | 38 | accepted challenger | | workflow-automation-and-ipaas | Boomi | 2% | 64% | 11 | criticized challenger | | workflow-automation-and-ipaas | Monday.com | 0% | 0% | 12 | accepted challenger | | workflow-automation-and-ipaas | Workato | 0% | 64% | 25 | criticized challenger | ## Treatment of lab-affiliated products by model Self-preference is only measurable with a control group: how the lab's own model treats its products compared with how every other model treats the same products. Anthropic have no products in the covered categories with enough labels to measure, so nothing is claimed about them. **OpenAI products** (1 products, 23 labels). Cells are positive/negative/all labels. | Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 | GPT-6 Luna | Muse Glimmer 30B | |---|---|---|---|---|---|---|---|---|---|---|---|---|---|---| | ChatGPT | 1/0/1 | | 5/0/5 | | 3/0/3 | | 2/1/3 | 2/0/2 | 2/0/2 | 2/0/2 | 1/0/1 | 2/0/2 | | 2/0/2 | Mean label weight on OpenAI products: GPT-5.4 mini, GPT-6 Luna +0.00 over 0 labels; the other 12 models +1.57 over 23 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding. **Google products** (69 products, 1259 labels). Cells are positive/negative/all labels. | Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 | GPT-6 Luna | Muse Glimmer 30B | |---|---|---|---|---|---|---|---|---|---|---|---|---|---|---| | Google Analytics 4 | 19/1/20 | 3/3/6 | 8/7/15 | 9/4/13 | 26/4/30 | 13/5/18 | 18/4/22 | 7/4/11 | 13/6/19 | 15/6/21 | 22/2/24 | 18/6/24 | 9/5/14 | 14/4/18 | | Google Ads | 7/0/7 | 10/0/10 | 5/0/5 | 6/1/7 | 7/2/9 | 3/1/4 | 7/0/7 | 1/1/2 | 10/0/10 | 7/1/8 | 6/1/7 | 10/0/10 | 12/1/13 | 4/0/4 | | BigQuery | 6/0/6 | 6/0/6 | 8/1/9 | 5/1/6 | 7/1/8 | 5/1/6 | 7/0/7 | 1/0/1 | 8/1/9 | 5/1/6 | 6/3/9 | 5/1/6 | 5/1/6 | 7/1/8 | | Looker Studio | 8/1/9 | 3/0/3 | 6/2/8 | 5/0/5 | 9/0/9 | 3/0/3 | 6/0/6 | 3/0/3 | 10/1/11 | 8/0/8 | 6/0/6 | 5/0/5 | 4/0/4 | 5/0/5 | | Google Tag Manager | 4/0/4 | 4/0/4 | 6/0/6 | 5/0/5 | 6/0/6 | 5/1/6 | 7/0/7 | 6/0/6 | 6/0/6 | 6/0/6 | 6/0/6 | 5/0/5 | 6/1/7 | 5/0/5 | | Google Alerts | 4/2/6 | | 6/0/6 | 3/1/4 | 15/0/15 | 2/0/2 | 9/1/10 | 3/0/3 | 2/0/2 | 9/0/9 | 5/2/7 | 6/0/6 | 2/0/2 | 5/1/6 | | Google Forms | 3/0/3 | 2/0/2 | 2/1/3 | 2/0/2 | 5/1/6 | 3/1/4 | 3/2/5 | 1/0/1 | 5/0/5 | 7/0/7 | 4/0/4 | 8/0/8 | 2/0/2 | 2/0/2 | | Google Business Profile | 3/0/3 | | 3/0/3 | | 6/0/6 | 1/0/1 | 5/0/5 | | 7/0/7 | 4/0/4 | 5/0/5 | 3/0/3 | 2/0/2 | 3/0/3 | | Google Search Console | 3/0/3 | | 3/0/3 | 2/0/2 | 3/0/3 | 1/0/1 | 6/0/6 | 1/0/1 | 3/0/3 | 4/0/4 | 6/0/6 | 1/0/1 | 4/0/4 | 3/0/3 | | Google Display & Video 360 | 0/1/1 | 3/1/4 | 0/6/6 | 0/1/1 | 1/5/6 | 0/2/2 | 0/1/1 | 3/0/3 | 0/3/3 | 1/3/4 | 0/3/3 | 0/2/2 | 0/2/2 | | | Google Meridian | 0/1/1 | 1/0/1 | 1/3/4 | | 4/1/5 | 1/0/1 | 4/1/5 | | 2/0/2 | 3/1/4 | 2/0/2 | 2/0/2 | 3/2/5 | 3/1/4 | | Looker | 0/2/2 | 3/1/4 | 0/3/3 | 0/1/1 | 1/3/4 | 1/1/2 | 1/3/4 | 2/1/3 | 0/1/1 | 0/2/2 | 0/1/1 | 2/2/4 | 1/1/2 | 0/1/1 | | Google Postmaster Tools | 2/0/2 | | 2/0/2 | 3/0/3 | 4/0/4 | 1/0/1 | 3/0/3 | 1/0/1 | 2/0/2 | 4/0/4 | 2/0/2 | 2/0/2 | 3/0/3 | 2/0/2 | | Google Trends | 3/0/3 | | 1/0/1 | 1/0/1 | 4/0/4 | 1/0/1 | 2/0/2 | | 3/0/3 | 2/0/2 | 4/0/4 | 4/0/4 | 1/0/1 | 2/0/2 | | Google Ads Data Hub | | 1/0/1 | 2/1/3 | 1/0/1 | 1/1/2 | 2/0/2 | 2/0/2 | | | 3/1/4 | 2/1/3 | 1/1/2 | 2/1/3 | 4/0/4 | | Google Drive | 1/1/2 | 0/1/1 | 2/1/3 | | 1/0/1 | 1/0/1 | 4/1/5 | 1/0/1 | 3/3/6 | | 1/1/2 | 2/0/2 | 1/0/1 | 1/0/1 | | Google Play Console | | | 3/0/3 | | 1/0/1 | 1/0/1 | 2/0/2 | | 1/0/1 | 1/0/1 | | 1/0/1 | 4/0/4 | 1/0/1 | | Google Address Validation API | | 1/0/1 | 2/2/4 | | 2/1/3 | 1/0/1 | | | | 3/1/4 | | 1/0/1 | 1/0/1 | | | Google App Campaigns | | | 0/1/1 | 1/0/1 | 2/0/2 | 1/0/1 | | 1/0/1 | 1/0/1 | 1/0/1 | | 4/0/4 | | 2/0/2 | | Google Maps | 1/2/3 | | 0/1/1 | | | 1/0/1 | 1/0/1 | 1/0/1 | 1/0/1 | 2/1/3 | | 0/1/1 | 1/0/1 | 1/0/1 | | Google Calendar Appointment Scheduling | 1/0/1 | | 2/0/2 | | 1/0/1 | 1/0/1 | 1/0/1 | | 1/0/1 | | 2/0/2 | 0/1/1 | 1/1/2 | 1/0/1 | | Google Optimize | 2/0/2 | | 0/2/2 | | 1/0/1 | 1/1/2 | | | | 0/1/1 | | 2/1/3 | 0/1/1 | | | Google Display Network | 1/0/1 | | 2/0/2 | | 1/0/1 | 1/0/1 | 3/0/3 | | | 1/0/1 | | 1/0/1 | 1/0/1 | | | Google Workspace | 1/0/1 | 1/0/1 | 1/0/1 | | 1/0/1 | | 2/0/2 | | 0/1/1 | | | | 1/1/2 | | | Google Lighthouse | | | 2/0/2 | | 2/0/2 | | 2/0/2 | | 1/0/1 | 1/0/1 | 1/0/1 | | | | | Google Address Validation | | | | 1/1/2 | | | 0/1/1 | | 1/0/1 | | 1/0/1 | 1/0/1 | | 1/0/1 | | Google Keyword Planner | | | 1/0/1 | 1/0/1 | | | 1/0/1 | | | 1/0/1 | 2/0/2 | | | | | Google Meet | 1/0/1 | | 1/0/1 | | | 1/0/1 | | | | 1/0/1 | | | 1/0/1 | 1/0/1 | | Google BigQuery Data Clean Rooms | | | | | 2/0/2 | | 2/0/2 | | | 2/0/2 | | | | | | Google Cloud BigQuery Data Clean Rooms | | | | 1/0/1 | 1/0/1 | | 1/0/1 | | 1/0/1 | | 1/0/1 | | | | | Google Analytics 360 | | | | 0/1/1 | 0/1/1 | | | | | | | 0/1/1 | | 0/1/1 | | Google Sites | 0/1/1 | | | 1/0/1 | 1/0/1 | | | | | | 0/1/1 | | | | | Google Search | | | 1/0/1 | | | | 1/0/1 | | | | | | 2/0/2 | | | Google Voice | | | | | | | | | | 1/1/2 | | 1/0/1 | | | | Google Demand Gen | | 1/0/1 | | | | | 1/0/1 | | | | | | 1/0/1 | | | Google Marketing Platform | | 0/1/1 | | | | | | 1/0/1 | | | 1/0/1 | | | | | Google Chat | 2/0/2 | | | | 1/0/1 | | | | | | | | | | | Google PageSpeed Insights | | | | | 1/0/1 | | | | | 1/0/1 | | | | | | YouTube Live | | | | | 1/0/1 | | 1/0/1 | | | | | | | | | Google AdMob | | | | 0/1/1 | | | | | | | | | | 1/0/1 | | Google Local Services Ads | | | | | | 1/0/1 | | | | | | 1/0/1 | | | | Google Search Ads 360 | | 0/1/1 | 0/1/1 | | | | | | | | | | | | | Google Video | 1/0/1 | | | | | | | | 1/0/1 | | | | | | | Google/YouTube | | | | | | | 0/1/1 | | | | | | | 1/0/1 | | Google Audience Center | | | | | | | | 1/0/1 | | | | | | 1/0/1 | | Google Sheets/Excel | | | | | | | | | | | 1/0/1 | 1/0/1 | | | | Google Places API | | | 0/1/1 | | | | | | 0/1/1 | | | | | | | Google ADH | 1/1/2 | | | | | | | | | | | | | | | Google Ads Transparency Center | | | 1/0/1 | | | 1/0/1 | | | | | | | | | | Google LightweightMMM | | | 0/1/1 | | | | | | | | | | | | | Google Ad Manager | | | | | | | | | | | 1/0/1 | | | | | Google Performance Max | | | | | | | | | | | | | 0/1/1 | | | Google TrueView | 0/1/1 | | | | | | | | | | | | | | | Google Video Partners | | | 1/0/1 | | | | | | | | | | | | | Google Messages | | | | | | | | | | | 0/1/1 | | | | | Google Earth Pro | 1/0/1 | | | | | | | | | | | | | | | Google My Maps | | | | | | 1/0/1 | | | | | | | | | | Google Dialogflow | | | | | | | | | | | 1/0/1 | | | | | Google Maps Address Validation API | | | | | | | | | | | 1/0/1 | | | | | Google Maps Address Validation | | | 0/1/1 | | | | | | | | | | | | | Google's Address Validation API | | | | | | | | | | | | | 1/0/1 | | | Google Maps API Address Validation | | | | | | 1/0/1 | | | | | | | | | | Google Maps Geocoding API | | | | | | | 0/1/1 | | | | | | | | | Google Address Verification | | | | | | | | 0/1/1 | | | | | | | | Google BigQuery Clean Rooms | | | | | | | 1/0/1 | | | | | | | | | Google Dialogflow CX | | | 0/1/1 | | | | | | | | | | | | | Google Postmaster | | | | | | | | 1/0/1 | | | | | | | | Google Shopping | | | | | 1/0/1 | | | | | | | | | | | Google Sheets + Google Maps | | | | | | | | | 1/0/1 | | | | | | Mean label weight on Google products: Gemini 3.5 Flash +0.69 over 108 labels; the other 13 models +1.46 over 1151 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding. ## Discontinued products recommended Positive labels on products the catalog marks discontinued. A model offering a shut-down product is a retrieval failure worth naming. - Grouparoo (Open source reverse ETL, shut down 2023.) labeled mention by Muse Glimmer 30B on the budget prompt in data-warehouse-reverse-etl - Grouparoo (Open source reverse ETL, shut down 2023.) labeled mention by MiniMax M2.5 on the scale prompt in data-warehouse-reverse-etl - Grouparoo (Open source reverse ETL, shut down 2023.) labeled mention by Mistral Small on the scale prompt in data-warehouse-reverse-etl ## Normalization Unresolved, 1982 labels counted under the raw name, for human review: Twilio in sms-and-whatsapp-marketing (35), Salesforce in field-sales-tools (7), Salesforce in value-selling-tools (4), Salesforce Essentials in field-sales-tools (4), Google in data-clean-rooms (3), Oracle in order-management-systems (3), QuoteWerks Web in cpq (3), SAP in crm-data-quality-and-deduplication (3), Salesforce in market-intelligence (3), Salesforce in sales-gamification (3), Twilio in call-tracking (3), Cisco in contact-center-platforms (2), Gartner in competitive-intelligence (2), Gartner in market-intelligence (2), Google in native-and-content-advertising (2), SAP in loyalty-advocacy-and-referrals (2), Salesforce in customer-intelligence-and-data-science (2), Salesforce in ecommerce-marketing (2), Salesforce in meeting-scheduling (2), Salesforce in search-and-social-advertising-platforms (2), Twilio in sales-dialers-and-calling (2), Zoho in customer-success-platforms (2), Zoho in field-sales-tools (2), 1-Stop Media Gem in retail-proximity-and-iot-marketing (1), 16 Personalized in print (1), 17hats in client-onboarding (1), 360 SMS App / SMS360 in mobile-marketing-and-push (1), 3dcart (now Shift4Shop) in ecommerce-marketing (1), 48HourPrint in direct-mail-and-gifting (1), 48HourPrint in print (1), 4ALLPORTAL in product-information-management (1), 6sense Data Packs in b2b-intent-data (1), 6sense Free Plan in b2b-intent-data (1), 7Tag in account-based-marketing-platforms (1), 8×8 in contact-center-platforms (1), A11yProof in website-governance-and-accessibility (1), ABConvert in experimentation-and-personalization (1), ABsmartly in experimentation-and-personalization (1), ABtesting.ai in experimentation-and-personalization (1), ADAcertify in website-governance-and-accessibility (1), ADXL in channel-partner-and-local-marketing (1), AI Connect in retail-media-platforms (1), AI Marketer in ai-marketing-agents (1), AI Search Grader in ai-visibility-tracking (1), AIOSEO in seo-content-optimization (1), AIclicks Free ChatGPT Tracker in ai-visibility-tracking (1), AND.CO in proposal-software (1), ASO Stack in app-store-optimization (1), ASODesk Free Tools in app-store-optimization (1), ASOTools suite in app-store-optimization (1), ASPR.ai in sales-coaching-and-training (1), AWS Aurora Serverless in data-warehouse-reverse-etl (1), AWS CloudWatch in session-replay-and-heatmaps (1), AWS End User Messaging (EUM) in sms-and-whatsapp-marketing (1), AWS SES in email-deliverability-and-testing (1), Abound in ecommerce-platforms (1), Abtach in brand-protection (1), Acadle in customer-education-and-lms (1), Acast Managed Host-Read Campaigns in audio-and-podcast-advertising (1), Acast managed campaigns in audio-and-podcast-advertising (1), Acast self-serve ad platform in audio-and-podcast-advertising (1), Acast's self-serve platform in audio-and-podcast-advertising (1), AccessProof in website-governance-and-accessibility (1), AccessScan in website-governance-and-accessibility (1), AccessiBuddy in website-governance-and-accessibility (1), AccessiMonitor in website-governance-and-accessibility (1), Acctivate in order-management-systems (1), AccuRanker in web-analytics (1), Acquia in customer-data-platforms (1), Acquia in marketing-resource-management (1), ActiveCampaign's Active Intelligence in ai-marketing-agents (1), Ad Buy in retail-media-platforms (1), AdDaptive Intelligence in account-based-marketing-platforms (1), AdRoll Video in video-advertising (1), AdScale in search-and-social-advertising-platforms (1), AdSense video partners in video-advertising (1), AdSpyder in competitive-intelligence (1), AdaptClose in sales-coaching-and-training (1), Adikteev in audio-and-podcast-advertising (1), Admaxxer Pro in attribution-mmm (1), Adobe in content-marketing-platforms (1), Adobe in data-clean-rooms (1), Adobe in product-analytics (1), Adobe (via Marketing Cloud) in creative-automation (1), Adobe Captivate Prime in customer-education-and-lms (1), Adobe Creative Studio in creative-automation (1), Adobe Creative Studio / Adobe Advertising in creative-automation (1), Adobe Experience Manager (AEM) Commerce in ecommerce-search-and-merchandising (1), Adobe Express for ads in creative-automation (1), Adobe Fill & Sign in field-sales-tools (1), Adobe Firefly in ai-marketing-agents (1), Adobe-like enterprise stacks in content-marketing-platforms (1), Ads Data Hub / ADH in data-clean-rooms (1), AdsGency AI in channel-partner-and-local-marketing (1), Adtomic in retail-media-platforms (1), Advanced Analytics in data-clean-rooms (1), Affinia in sales-commissions-and-incentive-compensation (1), Agentforce Sales in field-sales-tools (1), AiMOS in ai-marketing-agents (1), Aidua in video-advertising (1), Airtable Automations in workflow-automation-and-ipaas (1), Albertsons Advantage in retail-media-platforms (1), Alex Hormozi's systems in sales-coaching-and-training (1), Algolia Grow in ecommerce-search-and-merchandising (1), Algoroo in ai-visibility-tracking (1), Alibaba Trade Assurance / IP Protection in brand-protection (1), Alibaba.com in retail-media-platforms (1), Alice the SDR in ai-sdr-agents (1), Aline in contract-lifecycle-management-and-e-signature (1), AllClients in crm (1), Aloware AloAi Voice Agent in ai-voice-agents (1), Alpine in sales-enablement-and-content (1), Amazon Ads Data Clean Room in data-clean-rooms (1), Amazon Ads’ Sponsored Products in retail-media-platforms (1), Amazon Business Sponsored Products in retail-media-platforms (1), Amazon Connect Wisdom in contact-center-quality-assurance (1), Amazon DSP managed-service campaigns in retail-media-platforms (1), Amazon Location Service in address-verification (1), Amazon Marketing Cloud, AMC in data-clean-rooms (1), Amazon Music Ads in audio-and-podcast-advertising (1), Amazon Redshift Provisioned in data-warehouse-reverse-etl (1), Amazon Sponsored Ads in retail-media-platforms (1), Amazon Streaming TV Ads in video-advertising (1), Amazon's self-serve Sponsored Products in retail-media-platforms (1), Amazon's self-serve tools in retail-media-platforms (1), Amazon’s own brand protection system in brand-protection (1), Amplitude Guides and Surveys in chatbots-and-conversational-ai-for-support (1), Analytic Edge in attribution-mmm (1), Anatole in competitive-intelligence (1), Ansira Brand-to-Local Growth Platform in marketing-resource-management (1), Anytime in referral-and-partner-programs (1), Apache OFBiz in order-management-systems (1), Apify AI Brand Monitor in ai-visibility-tracking (1), Apimie in crm-data-quality-and-deduplication (1), Apollo Agents in ai-sdr-agents (1), App Radar Free Tier in app-store-optimization (1), App Store Connect analytics in app-store-optimization (1), AppBrain in mobile-apps (1), AppDNA.ai in mobile-apps (1), AppDirect in channel-partner-and-local-marketing (1), AppDrift’s Free Tools in app-store-optimization (1), AppFollow ASO in app-store-optimization (1), AppFollow Free Tools in app-store-optimization (1), AppLovin AppDiscovery (self-serve) in mobile-apps (1), AppMySite in mobile-apps (1), AppTweak Essential in app-store-optimization (1), Appads in mobile-apps (1), Apple Music advertising in audio-and-podcast-advertising (1), Apple Podcasts for Business in audio-and-podcast-advertising (1), Apple Search Ads Console in mobile-apps (1), Apple provides App Store analytics and product-page tests in app-store-optimization (1), Appodeal in mobile-apps (1), Appointlet in meeting-scheduling (1), Apptimizer (apptimizer.net) in app-store-optimization (1), Apptio Cloudforce Service in client-onboarding (1), Appure Free Tools in app-store-optimization (1), Aprikot in contact-center-quality-assurance (1), Arc in interactive-demo-platforms (1), Arcade – Enterprise in interactive-demo-platforms (1), Arcsight Logger in data-management-platforms (1), Ariadne in retail-proximity-and-iot-marketing (1), Arrivy Sales Ops Management platform in field-sales-tools (1), Articulate Storyline in customer-education-and-lms (1), Artisan.ai in ai-sdr-agents (1), Artwork in marketing-resource-management (1), Artwork Flow in creative-automation (1), Aruba Meridian (HPE) in retail-proximity-and-iot-marketing (1), Ascend Ecom in ai-marketing-agents (1), AskYura in chatbots-and-conversational-ai-for-support (1), AssetBank in digital-asset-management (1), Assetlink in marketing-resource-management (1), AssignLead in lead-routing-and-management (1), Astera Centerprise AI in data-warehouse-reverse-etl (1), Asterisk in sales-dialers-and-calling (1), Astile in data-warehouse-reverse-etl (1), Atlas in call-tracking (1), Atonom in chatbots-and-conversational-ai-for-support (1), Attendease in event-management-platforms (1), Audacy Creator Lab in audio-and-podcast-advertising (1), AudienceProject in data-management-platforms (1), Audiense Connect in audience-and-consumer-insights (1), Authentix in brand-protection (1), Authoritas in seo-content-optimization (1), AutoRFP AI in rfp-response-software (1), Autobound.ai in conversation-intelligence (1), Autocalls in ai-voice-agents (1), Autopod in audio-and-podcast-advertising (1), Avangate (2Checkout) in affiliate-and-partner-management (1), Awarity in video-advertising (1), Axio in sales-coaching-and-training (1), Azure AD Notifications in mobile-marketing-and-push (1), B2B Ninja in ecommerce-marketing (1), BDEX in identity-resolution (1), BIGDBM in identity-resolution (1), BILL Spend & Expense (formerly Divvy) in billing-and-subscription-management (1), BMC/ServiceNow in customer-support-helpdesk (1), BSS B2B Wholesale Solution in ecommerce-platforms (1), Babel in contact-center-quality-assurance (1), Backblaze/Carbonite in data-management-platforms (1), Barnes in video-advertising (1), BatchData's Address Verification API in address-verification (1), Beacon Factory (by Skyne Technologies) in retail-proximity-and-iot-marketing (1), Beacons in retail-proximity-and-iot-marketing (1), BeeLine in digital-adoption-and-onboarding (1), BidX in retail-media-platforms (1), BigCartel in ecommerce-platforms (1), BigCommerce basic tools in ecommerce-marketing (1), BigQuery Sandbox in data-clean-rooms (1), Billomat in billing-and-subscription-management (1), Bindbee in workflow-automation-and-ipaas (1), Bing in video-advertising (1), Bird formerly MessageBird in sms-and-whatsapp-marketing (1), Birdview PSA in marketing-resource-management (1), BiteSpeed in consent-and-privacy-management (1), Bizimply in native-and-content-advertising (1), Bizness Apps in mobile-apps (1), Black Crow AI in identity-resolution (1), Blotato in ai-marketing-agents (1), Blue Jeans in webinar-virtual-events (1), BlueKai in data-management-platforms (1), Boardfy in pricing-optimization (1), Bold360 in chatbots-and-conversational-ai-for-support (1), Boldinbox in ecommerce-marketing (1), Bolna in ai-voice-agents (1), BonusQR in loyalty-advocacy-and-referrals (1), BookYourData.com in market-intelligence (1), Bookipi in proposal-software (1), Bookwhen in event-management-platforms (1), BoomCharts in sales-gamification (1), Boost's Smart Product Filter & Search in ecommerce-search-and-merchandising (1), Boostmyshop in pricing-optimization (1), Booth IQ in event-lead-capture (1), BoothIQ Individual in event-lead-capture (1), BoothIQ Individual plan in event-lead-capture (1), BoothLeads in event-lead-capture (1), Booxit in event-lead-capture (1), BotFighter in click-fraud-protection (1), BotPenguin in chatbots-and-conversational-ai-for-support (1), Botmother in chatbots-and-conversational-ai-for-support (1), Brafton in content-marketing-platforms (1), Branch Metrics in mobile-apps (1), BrandCat in brand-protection (1), BrandViz AI in ai-visibility-tracking (1), BrandWizard in marketing-resource-management (1), Brandprotection.com in brand-protection (1), Brandwatch (by Cision) – Lite/SMB Plans in audience-and-consumer-insights (1), Breezy in review-and-reputation-management (1), Brevo WhatsApp in sms-and-whatsapp-marketing (1), Bria in ai-voice-agents (1), BrightLocal Grow in local-listings-management (1), BrightLocal Manage in local-listings-management (1), BrightWave in channel-partner-and-local-marketing (1), Briostack in direct-mail-and-gifting (1), Brown Paper Tickets in event-management-platforms (1), Browsee in session-replay-and-heatmaps (1), BrowserStack Accessibility in website-governance-and-accessibility (1), BuddyPress in community-platforms (1), Buffer AI in ai-marketing-agents (1), Built-in Outlook / Gmail signature settings in email-signature-management (1), Bunny.net Stream in video-marketing-and-hosting (1), BunnyStream (Bunny.net) in video-marketing-and-hosting (1), Buzzsprout in audio-and-podcast-advertising (1), Bynder Air in digital-asset-management (1), C3 AI in customer-intelligence-and-data-science (1), CYPHER Learning in customer-education-and-lms (1), Calclet in value-selling-tools (1), Calilio in sales-dialers-and-calling (1), Call Center Studio in contact-center-platforms (1), CallTracker in call-tracking (1), Calltouch in call-tracking (1), Campaign Protection in click-fraud-protection (1), Campaigned in referral-and-partner-programs (1), Candu in digital-adoption-and-onboarding (1), Canva's Magic Write in ai-marketing-agents (1), Canvas Flow in retail-proximity-and-iot-marketing (1), Canvas LMS in customer-education-and-lms (1), Capterra's Address Verification Software in address-verification (1), CaptiFi in retail-proximity-and-iot-marketing (1), Captivate in loyalty-advocacy-and-referrals (1), Car Proximity in retail-proximity-and-iot-marketing (1), Cardone Training Technologies / Cardone University in sales-coaching-and-training (1), Cardone Training Technologies, Inc. in sales-coaching-and-training (1), Cargo in lead-routing-and-management (1), Carta in value-selling-tools (1), Cayzu in customer-support-helpdesk (1), Celtronic in creative-automation (1), Census.gov in audience-and-consumer-insights (1), Ceros Flex in landing-pages-and-interactive-content (1), ChainPatrol in brand-protection (1), Chamilo in customer-education-and-lms (1), ChampSignal in market-intelligence (1), Chancellor in channel-partner-and-local-marketing (1), ChangeTower in competitive-intelligence (1), Channel Fusion in channel-partner-and-local-marketing (1), ChannelAdvisor in order-management-systems (1), ChannelX in channel-partner-and-local-marketing (1), Channelizers in channel-partner-and-local-marketing (1), Chaport in in-app-messaging-and-customer-communications (1), Chatbot Builder AI in chatbots-and-conversational-ai-for-support (1), Chatra in chatbots-and-conversational-ai-for-support (1), Chatscope UI Kit in in-app-messaging-and-customer-communications (1), Chattermill.com in customer-intelligence-and-data-science (1), CheapGlobalSMS in sms-and-whatsapp-marketing (1), CheapestTexting in sms-and-whatsapp-marketing (1), Check & Connect (by MXToolbox) in email-deliverability-and-testing (1), ChipBot in conversational-marketing (1), Chloe inside Close CRM in ai-sdr-agents (1), Choozify in retail-proximity-and-iot-marketing (1), Chorus AI (ZoomInfo) in revenue-intelligence-and-forecasting (1), Cin7 Orderhero in order-management-systems (1), CirrusInsight in conversation-intelligence (1), Cision Connect in pr-and-media-monitoring (1), Clap in revenue-intelligence-and-forecasting (1), Clara Labs in meeting-scheduling (1), Clarify in marketing-resource-management (1), Claspo in experimentation-and-personalization (1), Classic ASP in marketing-cms (1), Claude AI Agent in ai-marketing-agents (1), Clay.com in data-enrichment (1), CleanTalk in email-deliverability-and-testing (1), Clearbit Connect in data-enrichment (1), Clearbit Connect in market-intelligence (1), Cleverstory in landing-pages-and-interactive-content (1), Click Guardian in click-fraud-protection (1), Click2Mail Connect in print (1), ClickClickBlock in click-fraud-protection (1), ClickFlare in attribution-mmm (1), ClickUp Unlimited in marketing-resource-management (1), ClickUp native automations in workflow-automation-and-ipaas (1), Clicky Analytics in web-analytics (1), Clics in web-analytics (1), ClientVenue in client-onboarding (1), Clipchamp in video-advertising (1), Clixtell Click Fraud Protection in click-fraud-protection (1), Clodura.ai in ai-sdr-agents (1), CloudBees in email-signature-management (1), CloudStorage.io in digital-asset-management (1), CloudTalk AI in ai-voice-agents (1), CloudTalk AIVA in ai-voice-agents (1), CloudTalk CeTe in ai-voice-agents (1), Cloudinary DAM in digital-asset-management (1), Clover in loyalty-advocacy-and-referrals (1), Clueso in customer-education-and-lms (1), CoBuzz in channel-partner-and-local-marketing (1), CoSchedule Marketing Calendar in content-marketing-platforms (1), CoSchedule Marketing Calendar in marketing-resource-management (1), Coffee's Companion App in chatbots-and-conversational-ai-for-support (1), Cogna in interactive-demo-platforms (1), Cognism Prospector in market-intelligence (1), ColdFusion in marketing-cms (1), CommentAssist in review-and-reputation-management (1), Commerce Hub in cpq (1), Commerce Yield in retail-media-platforms (1), Community (SMS) in conversational-marketing (1), Compass in sales-commissions-and-incentive-compensation (1), Compliable in website-governance-and-accessibility (1), Composable or warehouse-based CDPs in customer-data-platforms (1), CompuLead in event-lead-capture (1), CompuSystems / CompuLEAD in event-lead-capture (1), Condens in audience-and-consumer-insights (1), Connected TV in video-advertising (1), Connected TV (CTV) & Streaming Platforms (Hulu, Roku, Paramount+, etc.) in video-advertising (1), ConsentIQ in consent-and-privacy-management (1), Consumer Affairs in review-and-reputation-management (1), Content StudioRequires in content-marketing-platforms (1), Contentsquare Conversation Intelligence in conversation-intelligence (1), Contractor+ in field-sales-tools (1), Conversions APIs (CAPI) in data-clean-rooms (1), Convince & Convert in call-tracking (1), Cookie Script in consent-and-privacy-management (1), CookieInformation in consent-and-privacy-management (1), CookiePal in consent-and-privacy-management (1), Costco Media Network in retail-media-platforms (1), Costco Trade Rewards in retail-media-platforms (1), Costco Wholesale in retail-media-platforms (1), CrankWheel in interactive-demo-platforms (1), Crisp Chat in chatbots-and-conversational-ai-for-support (1), Criteo GO in mobile-apps (1), Crowdvocate/Base.ai in loyalty-advocacy-and-referrals (1), CustoThanks in direct-mail-and-gifting (1), Custom Google Sheets in value-selling-tools (1), CustomerLabs 1PD Ops Platform in identity-resolution (1), CustomerTurn in retail-proximity-and-iot-marketing (1), D&B Optimizer in crm-data-quality-and-deduplication (1), DATA SEEKERS/PriceLabs in pricing-optimization (1), DBeaver Community in data-management-platforms (1), DEAR in order-management-systems (1), DEAR Systems in order-management-systems (1), DMARC Digests in email-deliverability-and-testing (1), DNShomework in brand-protection (1), Dart Direct Mail in direct-mail-and-gifting (1), Dash Digital Asset Management in digital-asset-management (1), Data Ladder's DataMatch Enterprise in identity-resolution (1), DataDoctor in crm-data-quality-and-deduplication (1), DataPulse in crm-data-quality-and-deduplication (1), Databricks Delta Sharing in data-clean-rooms (1), Datacare in crm-data-quality-and-deduplication (1), Dataform in data-warehouse-reverse-etl (1), Datalligence in territory-and-quota-planning (1), Datapine in dashboards-and-data-visualization (1), DealRoom.net in digital-sales-rooms (1), Dealsby in loyalty-advocacy-and-referrals (1), Debounce.com in email-verification (1), DecisionLink Ignite in value-selling-tools (1), Decktopus in proposal-software (1), Deelo Events in event-management-platforms (1), Default.com in lead-routing-and-management (1), Delight.ai in client-onboarding (1), Delphi in market-intelligence (1), DesignRush in search-and-social-advertising-platforms (1), DevOps School in identity-resolution (1), Devopsschool in data-clean-rooms (1), DiGGrowth in attribution-mmm (1), DialedIn CCaaS in sales-dialers-and-calling (1), Dialfire in sales-dialers-and-calling (1), Dialfyne in sales-coaching-and-training (1), Dialics in call-tracking (1), Didva in click-fraud-protection (1), DigitalChalk LMS in customer-education-and-lms (1), Digizuite in digital-asset-management (1), Direct Mail Software in print (1), Directly.com in print (1), Discern in revenue-intelligence-and-forecasting (1), Discord Sponsored Ads in video-advertising (1), Disney in data-clean-rooms (1), Distill.io in competitive-intelligence (1), Distribution AI in social-media-management (1), Distribution Processing Center (DPC) in direct-mail-and-gifting (1), Distribution Processing Center, LLC in direct-mail-and-gifting (1), DoFusion in client-onboarding (1), DoNotPay in ai-marketing-agents (1), Dock.us in value-selling-tools (1), DocsBot in chatbots-and-conversational-ai-for-support (1), Docspo in proposal-software (1), DocuPost in print (1), DocuSign Create in creative-automation (1), DocuSign E-Signature in contract-lifecycle-management-and-e-signature (1), DocuSign Personal in contract-lifecycle-management-and-e-signature (1), DocuSign Pulse in digital-sales-rooms (1), Dotend in ecommerce-search-and-merchandising (1), Draft in referral-and-partner-programs (1), DreamHost in marketing-cms (1), Dropbox DocSend in sales-enablement-and-content (1), DropboxSign in contract-lifecycle-management-and-e-signature (1), Dun & Bradstreet Clean Room in data-clean-rooms (1), Dun & Bradstreet Data Cloud in identity-resolution (1), Dun & Bradstreet's Clean Room in data-clean-rooms (1), ENTRE Institute in sales-coaching-and-training (1), EZLynx in cpq (1), Eagle in digital-asset-management (1), EarnedIQ in pr-and-media-monitoring (1), Easy LMS in customer-education-and-lms (1), EasyShip in order-management-systems (1), Echo Knowledge Base in knowledge-base-and-self-service (1), EchoIQ in conversation-intelligence (1), Ecosystems.io in value-selling-tools (1), EducateMe in customer-education-and-lms (1), EducateMe LMS in sales-coaching-and-training (1), Egnyte in data-management-platforms (1), Elastic Email in email-deliverability-and-testing (1), Elastic Email SMTP in email-deliverability-and-testing (1), Elastic Search in ecommerce-search-and-merchandising (1), Elfsight in ai-visibility-tracking (1), Elfsight in website-governance-and-accessibility (1), EmailChecker.info in email-deliverability-and-testing (1), EmailChecker.info in email-verification (1), EmailDelivery.com in email-marketing (1), Emitrr in mobile-apps (1), Empire Accelerator in sales-coaching-and-training (1), Empower Network in affiliate-and-partner-management (1), Empuls in loyalty-advocacy-and-referrals (1), Enfold in landing-pages-and-interactive-content (1), EngageBay All-in-One Suite in lead-routing-and-management (1), EngageBay CRM in lead-routing-and-management (1), Enigma in ai-sdr-agents (1), Enquero in website-governance-and-accessibility (1), Enrich in data-enrichment (1), Entermedia in digital-asset-management (1), Epsilon PeopleCloud in data-clean-rooms (1), EqualWeb Accessibility Monitor in website-governance-and-accessibility (1), Esri ArcGIS in field-sales-tools (1), Esri ArcGIS in territory-and-quota-planning (1), Estuary Flow in data-warehouse-reverse-etl (1), Ethora Chat SDK in in-app-messaging-and-customer-communications (1), Etsy IP Reporting Tool in brand-protection (1), Eva in retail-media-platforms (1), Eventee in event-management-platforms (1), Everstage Planning in territory-and-quota-planning (1), Everstring in data-enrichment (1), EveryoneSocial, now Everyone Social by Seismic in employee-advocacy (1), Evite in event-management-platforms (1), Exa.ai in ai-sdr-agents (1), ExactVerify in email-verification (1), Excel templates in territory-and-quota-planning (1), Excel-based pricing tools in pricing-optimization (1), Excel/Google Sheets + CRM exports in territory-and-quota-planning (1), Excipio's Identity Resolution engine in identity-resolution (1), Expandi in sales-engagement (1), Experian Business's Identity Resolution in identity-resolution (1), Expert Insights in brand-protection (1), Exporb in event-lead-capture (1), Extrata in data-warehouse-reverse-etl (1), Eyeota in data-management-platforms (1), Eywora in ecommerce-search-and-merchandising (1), FCC Ads Manager in retail-media-platforms (1), FL0 in ai-sdr-agents (1), FPX in cpq (1), Facebook Ad Library in market-intelligence (1), Facebook Audience Network in native-and-content-advertising (1), Facebook Local Ads in retail-proximity-and-iot-marketing (1), Facebook for Business in video-advertising (1), FacetWP in ecommerce-search-and-merchandising (1), Faire Promoted Listings in retail-media-platforms (1), Fannit in seo-content-optimization (1), Fast.io in digital-asset-management (1), FastMailDirect in direct-mail-and-gifting (1), FeatureUpvote in community-platforms (1), Feedbird in content-marketing-platforms (1), Feedly Market Intelligence in market-intelligence (1), Feedspace in review-and-reputation-management (1), FiboSearch Pro in ecommerce-search-and-merchandising (1), Fieldbox in field-sales-tools (1), Fienta in event-management-platforms (1), FileCloud in data-clean-rooms (1), Filmora in video-advertising (1), FindMyStore in retail-proximity-and-iot-marketing (1), Fini AI in chatbots-and-conversational-ai-for-support (1), Firebase Cloud Messaging (FCM) from Google in in-app-messaging-and-customer-communications (1), Firebase Firestore in in-app-messaging-and-customer-communications (1), Fishbowl Inventory in order-management-systems (1), Five9 QM in contact-center-quality-assurance (1), FixRunner in website-governance-and-accessibility (1), Flock in in-app-messaging-and-customer-communications (1), Flooencer in loyalty-advocacy-and-referrals (1), Flowlu in crm (1), Flux.ai in creative-automation (1), FormProtector in click-fraud-protection (1), Fortra Digital Risk Protection in brand-protection (1), Fortra Secure Collaboration in data-clean-rooms (1), Foxie in pricing-optimization (1), Fraser in seo-content-optimization (1), Freddy Feedback in customer-feedback-and-surveys (1), FreePBX in sales-dialers-and-calling (1), Freshdesk AI in knowledge-base-and-self-service (1), Freshdesk Freshcaller in contact-center-platforms (1), Freshdesk's Freshchat in conversational-marketing (1), Freshsuccess in customer-success-platforms (1), Freshworks in contact-center-platforms (1), Freshworks / Freshdesk Messaging in in-app-messaging-and-customer-communications (1), Freshworks Community in community-platforms (1), Freshworks Freshchat/Freddy AI in chatbots-and-conversational-ai-for-support (1), Frisbii in billing-and-subscription-management (1), Frontier AI Dialer in sales-dialers-and-calling (1), Fueler in search-and-social-advertising-platforms (1), FullCortex in mobile-apps (1), Fullcast.io in territory-and-quota-planning (1), Funnel Clarity in sales-coaching-and-training (1), G2 Intent Data in account-based-marketing-platforms (1), G2 Marketing in b2b-intent-data (1), G2 Profile and Reviews in review-and-reputation-management (1), G2’s Digital Accessibility Platforms for Small Business in website-governance-and-accessibility (1), GIMP in creative-automation (1), GMetrix in tag-management (1), GWI – GlobalWebIndex in audience-and-consumer-insights (1), Gain in value-selling-tools (1), GamiLead in sales-gamification (1), Gamify in sales-gamification (1), Gamify in HubSpot in sales-gamification (1), Gap in retail-media-platforms (1), Gazella in retail-proximity-and-iot-marketing (1), Generic website forum plugins (e.g., on WordPress, Squarespace, Wix) in community-platforms (1), GeoOp in field-sales-tools (1), GetCito in ai-visibility-tracking (1), GiftTree in direct-mail-and-gifting (1), Giftpack AI in direct-mail-and-gifting (1), GitHub Wiki in knowledge-base-and-self-service (1), Glewee in influencer-platforms (1), Glia in contact-center-quality-assurance (1), Glitter AI in digital-adoption-and-onboarding (1), Global Trademark Company (GTC) in brand-protection (1), GlockApps – Inbox Insight in email-deliverability-and-testing (1), Glue in loyalty-advocacy-and-referrals (1), Gmail scripts in email-signature-management (1), Gmass.co in email-deliverability-and-testing (1), GoAddress in address-verification (1), GoBrunch in webinar-virtual-events (1), GoCapture in retail-proximity-and-iot-marketing (1), GoDaddy Online Store in ecommerce-marketing (1), GoDaddy Website Builders in landing-pages-and-interactive-content (1), GoHighLevel for Partners in channel-partner-and-local-marketing (1), GoMoz in local-listings-management (1), GoTo CX in contact-center-platforms (1), Goals.com in sales-gamification (1), GoldMine AI in ai-marketing-agents (1), Gong, Salesloft etc. in sales-coaching-and-training (1), Google in mobile-apps (1), Google / LightweightMMM ecosystem in attribution-mmm (1), Google Ads Auction Insights in competitive-intelligence (1), Google Ads Grader (WordStream) in search-and-social-advertising-platforms (1), Google Ads Smart Mode in search-and-social-advertising-platforms (1), Google Ads' built-in invalid click filters in click-fraud-protection (1), Google Analytics 4 (GA4) Audiences in data-management-platforms (1), Google Analytics 4, GA4 in web-analytics (1), Google Analytics GA4 in web-analytics (1), Google Audience Insights in data-clean-rooms (1), Google Audience Tools in data-management-platforms (1), Google Business Profile (GBP) Link in review-and-reputation-management (1), Google Campaign Manager / GAM (Google Marketing Platform) in data-clean-rooms (1), Google Classroom in customer-education-and-lms (1), Google Clean Rooms (formerly Partner Data Marketplace) in data-clean-rooms (1), Google Cloud (Address Validation API) in address-verification (1), Google Cloud BigQuery Clean Rooms in data-clean-rooms (1), Google Cloud BigQuery DCR in data-clean-rooms (1), Google Cloud Data Clean Rooms in data-clean-rooms (1), Google Customer Match in data-management-platforms (1), Google Dialogflow ES in ai-voice-agents (1), Google Discover in native-and-content-advertising (1), Google Display & Video 360 - DV360 in programmatic-and-display-advertising (1), Google Display Network (GDN) via Google Ads in programmatic-and-display-advertising (1), Google Docs + Add-Ons in proposal-software (1), Google Docs + DocuSign in proposal-software (1), Google Docs + HelloSign in proposal-software (1), Google Docs + HelloSign free tier in contract-lifecycle-management-and-e-signature (1), Google Docs + Templates in rfp-response-software (1), Google Docs/Sheets in content-marketing-platforms (1), Google Firebase Analytics in mobile-apps (1), Google Geocoding API in address-verification (1), Google Local Service Ads in search-and-social-advertising-platforms (1), Google Local campaigns in retail-proximity-and-iot-marketing (1), Google My Business in retail-proximity-and-iot-marketing (1), Google Places API or Address Validation (Google Maps Platform) in address-verification (1), Google Play App Campaigns in mobile-apps (1), Google Play Experiments in app-store-optimization (1), Google Search Trademark Complaints in brand-protection (1), Google Sheets + Google Calendar in marketing-resource-management (1), Google Sheets + My Maps in territory-and-quota-planning (1), Google Sheets/Excel Templates in sales-commissions-and-incentive-compensation (1), Google Sheets/Excel template in value-selling-tools (1), Google Tools in seo-content-optimization (1), Google Transfer Service in data-warehouse-reverse-etl (1), Google Video Ads (via Google Ads Network) in video-advertising (1), Google Video Shorts Ads (YouTube) in video-advertising (1), Google Workspace tools in content-marketing-platforms (1), Google and Meta Geotargeted Ads in retail-proximity-and-iot-marketing (1), Google and Microsoft Retail Media in retail-media-platforms (1), Google's Built-in Invalid Click Protection in click-fraud-protection (1), Google's DMP / Google Marketing Platform in data-management-platforms (1), Google's Display & Video 360 (DV360) in programmatic-and-display-advertising (1), Google's LightweightMMM / Meridian in attribution-mmm (1), Google's Performance Max suggestions in ai-marketing-agents (1), Google's Postmaster Tools in email-deliverability-and-testing (1), Google's app campaigns in mobile-apps (1), Google's built-in click invalidation in click-fraud-protection (1), Google's built-in invalid traffic filtering in click-fraud-protection (1), Google's free Media Mix Modeling tools in attribution-mmm (1), Google’s free address validation API in address-verification (1), GravityWrite Free Plan in seo-content-optimization (1), Greetable in direct-mail-and-gifting (1), Groundwork1 in customer-education-and-lms (1), Grovia in channel-partner-and-local-marketing (1), Grow in dashboards-and-data-visualization (1), Growf in ai-marketing-agents (1), Growth in chatbots-and-conversational-ai-for-support (1), GrowthDrive in referral-and-partner-programs (1), GrowthSurf in loyalty-advocacy-and-referrals (1), GrowthZone in channel-partner-and-local-marketing (1), Gumroad-style low-cost tools in ecommerce-platforms (1), Gundir in direct-mail-and-gifting (1), Gushwork in content-marketing-platforms (1), Guusto in direct-mail-and-gifting (1), HTML Signature Creator in email-signature-management (1), HTML to Image in creative-automation (1), Hadoop in data-management-platforms (1), Hansel.io in digital-adoption-and-onboarding (1), Harvel in brand-protection (1), Harvest in billing-and-subscription-management (1), Header Footer Code Manager in tag-management (1), HelloBox in community-platforms (1), HelloBox 7.4 in community-platforms (1), Help Desk (HelpDesk) in customer-support-helpdesk (1), Helsinn in brand-protection (1), HeroSMS / MobileSMS-style number-based SMS tools in mobile-marketing-and-push (1), Hex Community in dashboards-and-data-visualization (1), HeyIris.ai in rfp-response-software (1), Heyoo in employee-advocacy (1), Heyy in conversational-marketing (1), HigherLogic (Lithium) in community-platforms (1), HiveDesk in customer-support-helpdesk (1), Hivestack in video-advertising (1), Holo in creative-automation (1), Holo / tryholo.ai in creative-automation (1), Home Depot Orange Apron Media in retail-media-platforms (1), HomeAdvisor in loyalty-advocacy-and-referrals (1), HomeAdvisor / Angi / Thumbtack in search-and-social-advertising-platforms (1), Hootsuite Insights in pr-and-media-monitoring (1), Hopin Session in webinar-virtual-events (1), HotWax Commerce in order-management-systems (1), HtmlSig in email-signature-management (1), HubSpot e s AI Search Grader in ai-visibility-tracking (1), HubSpot ABM Suite in account-based-marketing-platforms (1), HubSpot AEO Sensor in ai-visibility-tracking (1), HubSpot AI agents in ai-marketing-agents (1), HubSpot Ad Management Software / Marketing Hub in search-and-social-advertising-platforms (1), HubSpot Ads Management Software in search-and-social-advertising-platforms (1), HubSpot Billing in billing-and-subscription-management (1), HubSpot Breeze Data Agent in customer-data-platforms (1), HubSpot Breeze's AI Data Agent in data-enrichment (1), HubSpot Communities in community-platforms (1), HubSpot Content Studio in content-marketing-platforms (1), HubSpot Conversation Ads (Chat) in conversational-marketing (1), HubSpot Forms & Surveys in customer-feedback-and-surveys (1), HubSpot Generator in email-signature-management (1), HubSpot Goals in territory-and-quota-planning (1), HubSpot Make My Persona in audience-and-consumer-insights (1), HubSpot Marketing Hub with its AI Content/Campaign tools in ai-marketing-agents (1), HubSpot Marketplace apps in partner-relationship-management (1), HubSpot Marketplace solutions in partner-relationship-management (1), HubSpot Native Calling in call-tracking (1), HubSpot Native Landing Pages in landing-pages-and-interactive-content (1), HubSpot Onboarding in client-onboarding (1), HubSpot Revenue Hub CPQ in cpq (1), HubSpot Revenue Hub CPQ / Commerce Hub in cpq (1), HubSpot SEO Marketing Software in seo-content-optimization (1), HubSpot Sales in sales-enablement-and-content (1), HubSpot Sales in sales-engagement (1), HubSpot Sales Hub Professional or Enterprise in sales-engagement (1), HubSpot Sales Hub Quotes in cpq (1), HubSpot Sales/Breeze in sales-intelligence-and-contact-data (1), HubSpot Service Hub Professional or Enterprise in customer-feedback-and-surveys (1), HubSpot Starter Suite in content-marketing-platforms (1), HubSpot Starter Suite / Service Hub in customer-intelligence-and-data-science (1), HubSpot Surveys in customer-feedback-and-surveys (1), HubSpot Templates in content-marketing-platforms (1), HubSpot Video Host in video-marketing-and-hosting (1), HubSpot Website Grader in seo-content-optimization (1), HubSpot lead scoring in b2b-intent-data (1), HubSpot native CI in conversation-intelligence (1), HubSpot territories in territory-and-quota-planning (1), HubSpot with Marketing Hub Pro in attribution-mmm (1), HubSpot – Operations Hub in crm-data-quality-and-deduplication (1), HubSpot's in data-management-platforms (1), HubSpot's ABM capabilities in account-based-marketing-platforms (1), HubSpot's AI (Breeze Assistant + Marketing Studio) in ai-marketing-agents (1), HubSpot's AI features in ai-marketing-agents (1), HubSpot's AI-powered advertising management platform in search-and-social-advertising-platforms (1), HubSpot's Content Agent in ai-marketing-agents (1), HubSpot's Conversations tool in in-app-messaging-and-customer-communications (1), HubSpot's Data Hub / Smart CRM data enrichment features in crm-data-quality-and-deduplication (1), HubSpot's Free Signature Generator in email-signature-management (1), HubSpot's Native Intent Tracking in b2b-intent-data (1), HubSpot's Operations Hub in lead-routing-and-management (1), HubSpot's built-in ABM module in account-based-marketing-platforms (1), HubSpot's built-in Quotes in cpq (1), HubSpot's built-in attribution in attribution-mmm (1), HubSpot's built-in data enrichment in data-enrichment (1), HubSpot's built-in deduplication in crm-data-quality-and-deduplication (1), HubSpot's built-in product library in cpq (1), HubSpot's deduplication manager in crm-data-quality-and-deduplication (1), HubSpot's free landing page builder in landing-pages-and-interactive-content (1), HubSpot's free live chat tool in conversational-marketing (1), HubSpot's free tools in customer-feedback-and-surveys (1), HubSpot's free/Starter tier in conversational-marketing (1), HubSpot's generator in email-signature-management (1), HubSpot's native data tools in customer-data-platforms (1), HubSpot's partner tools in channel-partner-and-local-marketing (1), HubSpot’s content optimization tools in seo-content-optimization (1), HubSpot’s service tools in loyalty-advocacy-and-referrals (1), Humanitix in event-management-platforms (1), Hushly in native-and-content-advertising (1), Hustle in direct-mail-and-gifting (1), Hyland in digital-asset-management (1), Hypermetrics in territory-and-quota-planning (1), Hyperstart CLM in contract-lifecycle-management-and-e-signature (1), Hyvä in ecommerce-platforms (1), IBM Watson NLU in audience-and-consumer-insights (1), INTA's Trademark Watch in brand-protection (1), IQFluence in influencer-platforms (1), IWCO Direct in direct-mail-and-gifting (1), IgnitePOST in print (1), Imejis in creative-automation (1), Immediately AI in account-based-marketing-platforms (1), InMotion Now in marketing-resource-management (1), InboxRadar in email-deliverability-and-testing (1), Incentivate in territory-and-quota-planning (1), Indigitall in native-and-content-advertising (1), Influish in influencer-platforms (1), InfoSum Data Clean Room in data-clean-rooms (1), InfoTrust (by Tag Commander) in data-clean-rooms (1), Informatica Cloud (formerly Talend) in product-information-management (1), Informatica IDQ or Cloud MDM in crm-data-quality-and-deduplication (1), Informed Repricer in pricing-optimization (1), Inside Real Estate/Lead programs in lead-routing-and-management (1), Instanly in sales-engagement (1), Instantly SuperSearch in data-enrichment (1), Instinctools in creative-automation (1), Intelis in pricing-optimization (1), IntentData.io-style contact-level tools in b2b-intent-data (1), Intercom with Fin for Sales in conversational-marketing (1), Interplay Learning in customer-education-and-lms (1), Intertrac in brand-protection (1), Introzy in referral-and-partner-programs (1), Invoice Ninja in billing-and-subscription-management (1), Ivy in audio-and-podcast-advertising (1), Izea in influencer-platforms (1), JIM Website Builder in ecommerce-marketing (1), Jampp in mobile-apps (1), Jellyfish in search-and-social-advertising-platforms (1), Jet Admin in client-onboarding (1), Jira Service Management KB + Confluence in knowledge-base-and-self-service (1), Jirav in revenue-intelligence-and-forecasting (1), Jotform Events in event-management-platforms (1), Joy in loyalty-advocacy-and-referrals (1), JustBlank in ai-visibility-tracking (1), Kaminari Click in click-fraud-protection (1), Kantar Profiles in audience-and-consumer-insights (1), Kaseya VSA / Datto RMM in customer-support-helpdesk (1), Katana Cloud Inventory in order-management-systems (1), Kayzen in mobile-apps (1), Keepa in pricing-optimization (1), Keyapp in app-store-optimization (1), KeystoneIQ in competitive-intelligence (1), Keyword Planner in seo-content-optimization (1), Keyword Tool.io in app-store-optimization (1), Kickbox.com in email-verification (1), Kinde in identity-resolution (1), KinetixSEO in ai-visibility-tracking (1), Kite in ai-marketing-agents (1), Kite AI in ai-marketing-agents (1), Klaviyo’s embedded CDP in customer-data-platforms (1), Kloudless in value-selling-tools (1), Klover in territory-and-quota-planning (1), Klozers in sales-coaching-and-training (1), Klyck.io in digital-sales-rooms (1), Knowledgetree in knowledge-base-and-self-service (1), Knowlify in customer-education-and-lms (1), Kompassify in digital-adoption-and-onboarding (1), Kroger Ad Platform / Kroger Precision Marketing in retail-media-platforms (1), Kumospace / Koalendar in meeting-scheduling (1), Kunvey in print (1), Kwanzoo in account-based-marketing-platforms (1), Langchain in chatbots-and-conversational-ai-for-support (1), Large-scale Salesforce Commerce Cloud in marketing-cms (1), Lately.ai in ai-marketing-agents (1), LaunchRock in landing-pages-and-interactive-content (1), Launchdeck's Digital Sales Room in digital-sales-rooms (1), Lead Dispatcher in lead-routing-and-management (1), Lead Elevate in lead-routing-and-management (1), Lead Retrieval App in event-lead-capture (1), LeadFuze in affiliate-and-partner-management (1), LeadOnion in b2b-intent-data (1), LeadRealty in crm-data-quality-and-deduplication (1), LeadRouter (by Leadspot) in lead-routing-and-management (1), Leadature Start in event-lead-capture (1), Leaderboard in sales-gamification (1), Leaderboarded.com in sales-gamification (1), Leadfeeder, Dealfront in b2b-intent-data (1), Leadlock in ai-voice-agents (1), LeadsBridge in lead-routing-and-management (1), Leadspace Sidekick in identity-resolution (1), LearnUpon LMS in customer-education-and-lms (1), LegalZoom in brand-protection (1), LegalZoom's Trademark Monitoring service in brand-protection (1), Lemlist Aria in ai-sdr-agents (1), Lessance in customer-education-and-lms (1), Lessannoying CRM/Cobra in sales-coaching-and-training (1), Lessonly, now Seismic Learning in sales-coaching-and-training (1), Letter Friends in print (1), Level Jump in sales-gamification (1), LexisNexis in address-verification (1), Libsyn Ads (formerly AdvertiseCast) Managed Services in audio-and-podcast-advertising (1), Liftopia in print (1), Lightspeed in loyalty-advocacy-and-referrals (1), Lightspeed Retail / Lightspeed Ecommerce in order-management-systems (1), Lindy's SDR workforce in ai-marketing-agents (1), LinkFinder AI in crm-data-quality-and-deduplication (1), LinkedIn in employee-advocacy (1), LinkedIn in retail-media-platforms (1), LinkedIn andom in video-advertising (1), LinkedIn (Sales Navigator) in audience-and-consumer-insights (1), LinkedIn Ads' Company Targeting in retail-proximity-and-iot-marketing (1), LinkedIn Audience Insights / LinkedIn Sales Navigator in audience-and-consumer-insights (1), LinkedIn CTV in video-advertising (1), LinkedIn Company Pages in competitive-intelligence (1), LinkedIn Content Calendar in content-marketing-platforms (1), LinkedIn Insights in audience-and-consumer-insights (1), LinkedIn Insights in b2b-intent-data (1), LinkedIn Intelligence in market-intelligence (1), LinkedIn Local Targeting in retail-proximity-and-iot-marketing (1), LinkedIn Matched Audiences in data-management-platforms (1), LinkedIn Page Insights in audience-and-consumer-insights (1), LinkedIn Sales Navigator or LinkedIn Analytics in audience-and-consumer-insights (1), LinkedIn Website Demographics in audience-and-consumer-insights (1), LinkedIn native ads in native-and-content-advertising (1), LinkedIn polls in audience-and-consumer-insights (1), LinkedIn video advertising in video-advertising (1), LinkedIn's ad platform in programmatic-and-display-advertising (1), LinkedIn's native employee advocacy features in employee-advocacy (1), LinkedIn's own Creator Marketplace in influencer-platforms (1), LinkedIn's own tools in creative-automation (1), Linkmate in sales-enablement-and-content (1), Liquidad in retail-media-platforms (1), Listinguish in pricing-optimization (1), LiveChatAI in chatbots-and-conversational-ai-for-support (1), LiveFlow in revenue-intelligence-and-forecasting (1), LiveRamp's AuthID in data-clean-rooms (1), Livestream / StreamYard in webinar-virtual-events (1), Lob's Address Verification API in address-verification (1), Local Beacons Boston in retail-proximity-and-iot-marketing (1), Local Clarity in local-listings-management (1), Locus.app in retail-proximity-and-iot-marketing (1), LogiCommerce in ecommerce-search-and-merchandising (1), Lokl.io in session-replay-and-heatmaps (1), Looka (formerly Logojoy) in creative-automation (1), Loopello in direct-mail-and-gifting (1), Loopio Foundations in rfp-response-software (1), Low-Tier In-App & Mobile Gaming Video Networks in video-advertising (1), Lowe’s for Pros in retail-media-platforms (1), Lu.ma (Luma) in event-management-platforms (1), Lucidya in creative-automation (1), Lumen5 in creative-automation (1), Lyssna in audience-and-consumer-insights (1), MAP in retail-media-platforms (1), MEGA AI (gomega.ai) in ai-marketing-agents (1), MEGA for Business in data-clean-rooms (1), MEGA for Small Businesses in data-clean-rooms (1), MRMcentral in marketing-resource-management (1), MS Bookings in meeting-scheduling (1), MS Teams Files in knowledge-base-and-self-service (1), MSG91 in sms-and-whatsapp-marketing (1), MYOB in billing-and-subscription-management (1), Madgistics in search-and-social-advertising-platforms (1), Magical in value-selling-tools (1), MailCleanup in email-deliverability-and-testing (1), MailTester.com in email-deliverability-and-testing (1), MailVeri.com in email-verification (1), Mailbox Power in direct-mail-and-gifting (1), Mailchimp AI in ai-marketing-agents (1), MailerLite Deliverability in email-deliverability-and-testing (1), Mailgun Email Verification in email-verification (1), Mailivery in email-deliverability-and-testing (1), Mailtrap.io in email-verification (1), Mailwarm in email-deliverability-and-testing (1), Make formerly Integromat in workflow-automation-and-ipaas (1), Mammoth in attribution-mmm (1), Manhattan Active in order-management-systems (1), Map Your Customers in field-sales-tools (1), Mapability in direct-mail-and-gifting (1), MariaDB in data-warehouse-reverse-etl (1), Maritz Lead Retrieval in event-lead-capture (1), Marker.io in customer-feedback-and-surveys (1), Market Leader in lead-routing-and-management (1), MarketGrit in programmatic-and-display-advertising (1), Marketcall in call-tracking (1), Marketful in marketing-resource-management (1), Markify in brand-protection (1), Marqo in ecommerce-search-and-merchandising (1), Marteso in mobile-apps (1), MassTer in attribution-mmm (1), Mastra in ai-marketing-agents (1), Matano in customer-data-platforms (1), Match2One (by Verve Group) in programmatic-and-display-advertising (1), Matomo Tag in tag-management (1), MavSocial in search-and-social-advertising-platforms (1), Maximizer in crm (1), Medallion Point in customer-success-platforms (1), MediaMind in attribution-mmm (1), Mediafly ValueCloud in value-selling-tools (1), MeetRiver Free Business Case Tool in value-selling-tools (1), Melissa Data's Identity Matching Service in identity-resolution (1), Menra in ai-visibility-tracking (1), Mentimeter in event-management-platforms (1), Mention-me in influencer-platforms (1), Mentions in competitive-intelligence (1), Merge.dev in workflow-automation-and-ipaas (1), Message IQ in sms-and-whatsapp-marketing (1), Meta in retail-media-platforms (1), Meta in search-and-social-advertising-platforms (1), Meta (Facebook & Instagram) Feed Ads in native-and-content-advertising (1), Meta (Facebook/Instagram) in search-and-social-advertising-platforms (1), Meta (Facebook/Instagram) – Advantage+ App Campaigns in mobile-apps (1), Meta AA in data-clean-rooms (1), Meta Advantage+ Audience Insights in data-clean-rooms (1), Meta Clean Rooms in data-clean-rooms (1), Meta WhatsApp Business Platform via a provider in sms-and-whatsapp-marketing (1), Meta's AI Marketing Recommendations (Facebook/Instagram) in ai-marketing-agents (1), Meta's automated recommendations in ai-marketing-agents (1), Meta/Google Ads in channel-partner-and-local-marketing (1), Meta’s Audience Insights in audience-and-consumer-insights (1), Microsoft Azure Bot Service (Bot Framework) in ai-voice-agents (1), Microsoft CDP in customer-data-platforms (1), Microsoft Digital Marketing Center in search-and-social-advertising-platforms (1), Microsoft Dynamics AX in field-sales-tools (1), Microsoft Dynamics GP in lead-routing-and-management (1), Microsoft Dynamics PRM in partner-relationship-management (1), Microsoft Lists in data-management-platforms (1), Microsoft One Drive in digital-asset-management (1), Microsoft Outlook Calendar in meeting-scheduling (1), Microsoft’s native options in email-signature-management (1), Microsooft SharePoint in knowledge-base-and-self-service (1), Middesk in identity-resolution (1), MightyNetworks in community-platforms (1), Milkshake in sales-engagement (1), Mimbi in retail-media-platforms (1), Mimecast in brand-protection (1), MindStudio in ai-marketing-agents (1), Mintli in channel-partner-and-local-marketing (1), Mission Control in client-onboarding (1), Mitti (by SafetyCulture) in sales-coaching-and-training (1), Moat.co in market-intelligence (1), MobileAction ASO Intelligence Lite in app-store-optimization (1), MobileAppDaily in mobile-apps (1), MobileCard in event-lead-capture (1), MobileDevHQ in app-store-optimization (1), Mobimatic in mobile-apps (1), MomentFeed in retail-proximity-and-iot-marketing (1), Monday.com Campaigns in channel-partner-and-local-marketing (1), Monday.com DAM in digital-asset-management (1), Monday.com OMS in order-management-systems (1), Monday.com Work CRM in crm (1), Money Tree Lead Systems in lead-routing-and-management (1), Monsido, now Acquia Optimize in website-governance-and-accessibility (1), Monterail QA in contact-center-quality-assurance (1), Mr. Peasy in order-management-systems (1), My Own Conference in webinar-virtual-events (1), MyAskAI in chatbots-and-conversational-ai-for-support (1), MyDesigns in digital-asset-management (1), MySalesCoach in sales-coaching-and-training (1), MyWay Route Planner in field-sales-tools (1), NBCU in data-clean-rooms (1), Naoma in interactive-demo-platforms (1), Native CRM Tools in crm-data-quality-and-deduplication (1), Native Google Ads Editor in search-and-social-advertising-platforms (1), Native Platform Search in ecommerce-search-and-merchandising (1), Native Search & Discovery (Shopify) in ecommerce-search-and-merchandising (1), Native Store Tools in app-store-optimization (1), Nativo Self-Serve in native-and-content-advertising (1), NearMe by Placed in retail-proximity-and-iot-marketing (1), NearSt in retail-proximity-and-iot-marketing (1), NeighborWho.com in direct-mail-and-gifting (1), Neon in data-warehouse-reverse-etl (1), NetHunt in lead-routing-and-management (1), NetNames in brand-protection (1), NetSuite PRM in partner-relationship-management (1), Network Solutions in seo-content-optimization (1), Network Solutions Builder in marketing-cms (1), NeuroPrice in pricing-optimization (1), New Old Stamp in email-signature-management (1), Nexio in pricing-optimization (1), Nexoya in search-and-social-advertising-platforms (1), NextPhone in ai-voice-agents (1), Nextiva XBert in ai-voice-agents (1), Nextiva XBert AI in ai-voice-agents (1), Nextiva's XBert in ai-voice-agents (1), Nextiva's higher tiers in contact-center-quality-assurance (1), NiceCXOne in contact-center-platforms (1), Niceplace in review-and-reputation-management (1), Nielsen Consumer Insights in audience-and-consumer-insights (1), Nielsen Scarborough in audience-and-consumer-insights (1), Nielsen-based platforms in attribution-mmm (1), Nifty in marketing-resource-management (1), Nightwatch LLM Tracking in ai-visibility-tracking (1), Noble in loyalty-advocacy-and-referrals (1), Notion AI in ai-visibility-tracking (1), Novtel in sales-dialers-and-calling (1), Nowsite in retail-proximity-and-iot-marketing (1), NuX in ecommerce-search-and-merchandising (1), Nutshell Chat & AI Chatbot in conversational-marketing (1), Nutshell SMS in sms-and-whatsapp-marketing (1), Nyte.ai in b2b-intent-data (1), OBS Studio in webinar-virtual-events (1), ORO in ecommerce-platforms (1), OTRS in customer-support-helpdesk (1), Obscuryn in brand-protection (1), Octane AI in ecommerce-search-and-merchandising (1), Odoo Community Edition in order-management-systems (1), Oggvo / Oggvorep, LLC in review-and-reputation-management (1), Okara AI in experimentation-and-personalization (1), Okara AI CMO in ai-marketing-agents (1), Omeda in customer-data-platforms (1), Ometria in customer-data-platforms (1), Omny / hosting-network options in audio-and-podcast-advertising (1), OnFleet in field-sales-tools (1), OnSpot Social in event-lead-capture (1), OnboardMap in client-onboarding (1), Onboarding.com in client-onboarding (1), OnboardingHub in client-onboarding (1), OneDrive for Business in data-management-platforms (1), Ones in workflow-automation-and-ipaas (1), Onit in contract-lifecycle-management-and-e-signature (1), Onsist in brand-protection (1), OpenAI in ai-voice-agents (1), OpenAI API in chatbots-and-conversational-ai-for-support (1), OpenAI's voice APIs in ai-voice-agents (1), OpenCage in address-verification (1), OpenMage in product-information-management (1), OpenTag in tag-management (1), OpenText MediaBeacon / OpenText DAM in digital-asset-management (1), Opstream in contract-lifecycle-management-and-e-signature (1), OptiBid in search-and-social-advertising-platforms (1), OptiLane in field-sales-tools (1), Optif.ai in revenue-intelligence-and-forecasting (1), Optimizelyas lower tiers in experimentation-and-personalization (1), Optimizely Content Management System in marketing-cms (1), Oracle in audience-and-consumer-insights (1), Oracle in contract-lifecycle-management-and-e-signature (1), Oracle in data-clean-rooms (1), Oracle in field-sales-tools (1), Oracle in pricing-optimization (1), Oracle in sales-commissions-and-incentive-compensation (1), Oracle Data Management (including Oracle DMP/BlueKai) in data-management-platforms (1), Oracle Identity Cloud Service in data-management-platforms (1), Oracle Retail in pricing-optimization (1), Oracle RightNow in customer-support-helpdesk (1), Oracle's Unified Supply Chain in data-clean-rooms (1), Orange Apron in retail-media-platforms (1), Orangedox in data-clean-rooms (1), Orbis in marketing-resource-management (1), Orchly in ai-visibility-tracking (1), Ordergroove in billing-and-subscription-management (1), Ordway Labs in billing-and-subscription-management (1), Origami.ai in sales-intelligence-and-contact-data (1), Osmium in pricing-optimization (1), Osmos Cloud in cpq (1), Outlook rules in email-signature-management (1), Outreach.ai in customer-intelligence-and-data-science (1), Outset in audience-and-consumer-insights (1), Overloop.com in email-verification (1), OwnBackup in crm-data-quality-and-deduplication (1), PFL Direct Mail in direct-mail-and-gifting (1), PFL Direct Mail in print (1), PPC Ad Editor in search-and-social-advertising-platforms (1), PPC Samurai in search-and-social-advertising-platforms (1), PRgloo in pr-and-media-monitoring (1), Paddle Subscribe in billing-and-subscription-management (1), PageCrawl.io in competitive-intelligence (1), PageDuel in experimentation-and-personalization (1), PageSense (Zoho) in experimentation-and-personalization (1), Pagemaker.io in landing-pages-and-interactive-content (1), PandaDoc Launch in proposal-software (1), PandaDoc’s Configurator in value-selling-tools (1), Pandora Advertising in audio-and-podcast-advertising (1), Pandora for Brands in audio-and-podcast-advertising (1), Parano.ai in market-intelligence (1), PartnerShare in referral-and-partner-programs (1), PartnerStack Spark in referral-and-partner-programs (1), Partnereer in referral-and-partner-programs (1), PayClarity in sales-commissions-and-incentive-compensation (1), PayPal Recurring Payments in billing-and-subscription-management (1), Payment AVS in address-verification (1), Paymo in marketing-resource-management (1), Peachjar in print (1), Pecan in attribution-mmm (1), Perkstar in loyalty-advocacy-and-referrals (1), Perspective.ai in conversational-marketing (1), Pete & Gabi in ai-voice-agents (1), Phiture in mobile-apps (1), Photofy in channel-partner-and-local-marketing (1), Pic.io in digital-asset-management (1), Picktime in meeting-scheduling (1), PickyStory in loyalty-advocacy-and-referrals (1), Pinecone Research in customer-feedback-and-surveys (1), Pingdom in website-governance-and-accessibility (1), Pipedrive Academy in sales-coaching-and-training (1), Pipedrive CPQ in cpq (1), Pipedrive Scheduler in meeting-scheduling (1), Pipedrive's PRM add-on in partner-relationship-management (1), Pipeline.zoominfo.com in email-verification (1), Pipeline360 in native-and-content-advertising (1), Pirate Ship in order-management-systems (1), Pitch in digital-sales-rooms (1), PitchPrfct in mobile-marketing-and-push (1), Pitchrate in pr-and-media-monitoring (1), Piwik PRO Analytics Suite in web-analytics (1), Plain Slack/Discord in community-platforms (1), Plain.com in customer-support-helpdesk (1), Planfix in event-management-platforms (1), Plauti's Duplicate Check in crm-data-quality-and-deduplication (1), Plezi in marketing-resource-management (1), Pluspoint in retail-proximity-and-iot-marketing (1), Pontiac Intelligence in programmatic-and-display-advertising (1), Poper in conversational-marketing (1), Porter in data-warehouse-reverse-etl (1), Post Affiliate Pro Starter in affiliate-and-partner-management (1), Post Planner in search-and-social-advertising-platforms (1), PostBee in employee-advocacy (1), PostGrid Direct Mail API in direct-mail-and-gifting (1), PostGrid Essential in address-verification (1), PostGrid's Address Verification & Validation Platform in address-verification (1), Postage.com in direct-mail-and-gifting (1), PostcardMan in print (1), Postgres, managed in data-warehouse-reverse-etl (1), Postigen.ai in creative-automation (1), Postman in address-verification (1), Postmark DMARC (Weekly Subscription) in email-deliverability-and-testing (1), Postmark DMARC Monitoring in email-deliverability-and-testing (1), Postwire in employee-advocacy (1), PowToon in video-advertising (1), PowerDialer AI in sales-dialers-and-calling (1), Powered by Search in search-and-social-advertising-platforms (1), Preqin in market-intelligence (1), Presentgivers.com in direct-mail-and-gifting (1), Price Intelligently in pricing-optimization (1), Price2Win in pricing-optimization (1), PriceRest in brand-protection (1), PriceStrike in pricing-optimization (1), Pricefx CPQ in pricing-optimization (1), PrintNinja in print (1), PrintPlace in print (1), Printful in direct-mail-and-gifting (1), Priority Software in order-management-systems (1), ProProfs Help Desk in customer-support-helpdesk (1), ProProfs LMS in customer-education-and-lms (1), ProProfs Live Chat in chatbots-and-conversational-ai-for-support (1), ProProfs Training in customer-education-and-lms (1), ProcureNow in rfp-response-software (1), ProductHunt in mobile-apps (1), Programmatic/CTV in video-advertising (1), Promoboxx in channel-partner-and-local-marketing (1), Proof in experimentation-and-personalization (1), Proof Analytics in marketing-resource-management (1), Proof MRM in marketing-resource-management (1), Proton Drive in data-clean-rooms (1), Proximity Marketing Deals in retail-proximity-and-iot-marketing (1), Publifix in pr-and-media-monitoring (1), PuppyDog.io in interactive-demo-platforms (1), Purlife in print (1), Purlion in account-based-marketing-platforms (1), PushBots in mobile-marketing-and-push (1), Pushcard in retail-proximity-and-iot-marketing (1), PyMC in attribution-mmm (1), QEval AI Platform in contact-center-quality-assurance (1), Qliff in contract-lifecycle-management-and-e-signature (1), QlikView Personal Edition in dashboards-and-data-visualization (1), QoS in contact-center-quality-assurance (1), Qorus in digital-sales-rooms (1), Quadient Data Cleaner in crm-data-quality-and-deduplication (1), Qualifio in sales-gamification (1), Qualtrics Market Research in audience-and-consumer-insights (1), Qualtrics On-demand in customer-feedback-and-surveys (1), Quantcast Measure in audience-and-consumer-insights (1), Quantcast Platform in programmatic-and-display-advertising (1), Quantum in attribution-mmm (1), QuickBooks Desktop Enterprise in order-management-systems (1), QuickBooks/NetSuite add-ons in billing-and-subscription-management (1), QuickTurn in direct-mail-and-gifting (1), Quo Sona in ai-voice-agents (1), Quo's Sona in ai-voice-agents (1), Quo.com in customer-intelligence-and-data-science (1), QuotaClub in sales-gamification (1), QuotaPath Atlas in territory-and-quota-planning (1), Quote Builder (by Salesmate) in proposal-software (1), QuoteCloud in proposal-software (1), RFP Matrix in rfp-response-software (1), RFPdb in rfp-response-software (1), ROI Shop in value-selling-tools (1), RXNT in client-onboarding (1), RadBeacon in retail-proximity-and-iot-marketing (1), Radar.io in retail-proximity-and-iot-marketing (1), Raiser’s Edge in crm (1), RaisingCapital.com (RCFRE, LLC d/b/a RaisingCapital.com) in sales-coaching-and-training (1), Rajuna in digital-asset-management (1), Rankai in content-marketing-platforms (1), Rapid Search for Shopify in ecommerce-search-and-merchandising (1), Raptive in audio-and-podcast-advertising (1), Ratio Boost in pricing-optimization (1), Raw Drupal in marketing-cms (1), Raw Joomla (Self-Hosted) in marketing-cms (1), Raw PostgreSQL in data-warehouse-reverse-etl (1), Raw WordPress in marketing-cms (1), ReachForce in crm-data-quality-and-deduplication (1), ReachInbox in direct-mail-and-gifting (1), Reactoystr in in-app-messaging-and-customer-communications (1), RealGifts Inc. in direct-mail-and-gifting (1), Realty Gen in lead-routing-and-management (1), ReaperMail in email-verification (1), Rebuy in ecommerce-search-and-merchandising (1), RedReplier in audience-and-consumer-insights (1), Reddinbox in pr-and-media-monitoring (1), Refedge in loyalty-advocacy-and-referrals (1), Referral Hero in referral-and-partner-programs (1), ReferralExchange, Inc. in referral-and-partner-programs (1), Refersion Launch in affiliate-and-partner-management (1), Refined in attribution-mmm (1), Refinitiv (LSEG) Workspace in market-intelligence (1), RegEvents in event-management-platforms (1), RelayThat in creative-automation (1), Relevance AI RFP Agent in rfp-response-software (1), Relevize in channel-partner-and-local-marketing (1), Relume in seo-content-optimization (1), Remo.co in webinar-virtual-events (1), Reply's Jason in ai-sdr-agents (1), Reply's Valorem Reply in workflow-automation-and-ipaas (1), Reply.io's Jason AI in ai-sdr-agents (1), Reply.io's Jason AI SDR in ai-sdr-agents (1), ReplyOnTheFly in review-and-reputation-management (1), Reprice in pricing-optimization (1), Reputationmanage.co in review-and-reputation-management (1), Respondent in audience-and-consumer-insights (1), Respondent in customer-feedback-and-surveys (1), ResponseFox in rfp-response-software (1), Responsive AI in rfp-response-software (1), Retainful in email-marketing (1), Retainful in sms-and-whatsapp-marketing (1), ReturnPath in email-deliverability-and-testing (1), RevGenius in sales-coaching-and-training (1), RevOps.io in cpq (1), RevenuePath in sales-coaching-and-training (1), ReviewOnMyWebsite in review-and-reputation-management (1), ReviewRoket in review-and-reputation-management (1), ReviewScout AI in review-and-reputation-management (1), ReviewSense in review-and-reputation-management (1), Revoke Mail in email-verification (1), Revops in revenue-intelligence-and-forecasting (1), Rewarding in sales-gamification (1), Rewards Network in loyalty-advocacy-and-referrals (1), Ricochet360 in sales-dialers-and-calling (1), RingCentral AI in ai-voice-agents (1), Ripl in video-advertising (1), RivalBeam in competitive-intelligence (1), Rocket CDP in data-clean-rooms (1), Rocketmailer in landing-pages-and-interactive-content (1), Rocksalt AI in employee-advocacy (1), RoundTrip in meeting-scheduling (1), Roundel Media Studio in retail-media-platforms (1), Routific in field-sales-tools (1), Rover in referral-and-partner-programs (1), Royaltie Gem in retail-proximity-and-iot-marketing (1), Runable in ai-marketing-agents (1), Ryte in website-governance-and-accessibility (1), S Loyalty & Rewards in loyalty-advocacy-and-referrals (1), SAP in partner-relationship-management (1), SAP in pricing-optimization (1), SAP Commerce in ecommerce-search-and-merchandising (1), SAS CDP in customer-data-platforms (1), SAS Customer Data Platform in customer-data-platforms (1), SAS Marketing Resource Management in marketing-resource-management (1), SAS Visual Analytics in dashboards-and-data-visualization (1), SBA datasets in market-intelligence (1), SC Loyalty Rewards in loyalty-advocacy-and-referrals (1), SEMrush Site Audit in website-governance-and-accessibility (1), SEO Minion in ai-visibility-tracking (1), SEO.com's checker in ai-visibility-tracking (1), SEOmator in seo-content-optimization (1), SKULabs in order-management-systems (1), SMS.com in mobile-marketing-and-push (1), SMS.to in mobile-marketing-and-push (1), SMTP.com in email-deliverability-and-testing (1), SNDS in email-deliverability-and-testing (1), SPIN in sales-coaching-and-training (1), SQL Server in data-management-platforms (1), SQM in contact-center-quality-assurance (1), Sa11y (Open Source) in website-governance-and-accessibility (1), Safe Haven in data-clean-rooms (1), Sage in sales-commissions-and-incentive-compensation (1), SaleDrum in pricing-optimization (1), Sales Navigator in account-based-marketing-platforms (1), SalesAsk in sales-coaching-and-training (1), SalesReach for HubSpot in sales-enablement-and-content (1), SalesReach.io in digital-sales-rooms (1), SalesVault in value-selling-tools (1), Salesforce in channel-partner-and-local-marketing (1), Salesforce in client-onboarding (1), Salesforce in content-marketing-platforms (1), Salesforce in dashboards-and-data-visualization (1), Salesforce in data-clean-rooms (1), Salesforce in email-signature-management (1), Salesforce in event-lead-capture (1), Salesforce in order-management-systems (1), Salesforce in pricing-optimization (1), Salesforce in product-information-management (1), Salesforce in sales-intelligence-and-contact-data (1), Salesforce in social-media-management (1), Salesforce in workflow-automation-and-ipaas (1), Salesforce (Sales/Service Cloud with Maps) in field-sales-tools (1), Salesforce (Standard Edition) in field-sales-tools (1), Salesforce (e.g., Interaction Studio, Data Cloud, or Einstein Analytics) in customer-intelligence-and-data-science (1), Salesforce (full stacks) in market-intelligence (1), Salesforce *Lightning Essentials* in field-sales-tools (1), Salesforce + Salesforce Maps / Mobile in field-sales-tools (1), Salesforce ABM in account-based-marketing-platforms (1), Salesforce B2C Commerce in ecommerce-marketing (1), Salesforce Community in community-platforms (1), Salesforce Customer Community in community-platforms (1), Salesforce Data Mask in data-management-platforms (1), Salesforce Einstein GPT in ai-marketing-agents (1), Salesforce Enterprise in field-sales-tools (1), Salesforce Essentials in customer-intelligence-and-data-science (1), Salesforce Gamification in sales-gamification (1), Salesforce Gamified in sales-gamification (1), Salesforce ID Service in identity-resolution (1), Salesforce Lightning Scheduler in meeting-scheduling (1), Salesforce Marketing Cloud Next Growth or Advanced in marketing-automation (1), Salesforce Partner Center in partner-relationship-management (1), Salesforce Referral Marketing in loyalty-advocacy-and-referrals (1), Salesforce Sales Planning or Maps in territory-and-quota-planning (1), Salesforce Service Cloud (Agentforce) with QA extensions in contact-center-quality-assurance (1), Salesforce community tools in community-platforms (1), Salesforce native Active Assignment Rules in lead-routing-and-management (1), Salesforce native assignment in lead-routing-and-management (1), Salesforce reporting in attribution-mmm (1), Salesforce with Sales Gamification Apps in sales-gamification (1), Salesforce – Duplicate Rules & Matching Rules in crm-data-quality-and-deduplication (1), Salesforce-centric CPQ / Revenue Cloud in cpq (1), Salesforce/Agentforce Sales in field-sales-tools (1), Salesforge.ai in ai-sdr-agents (1), Salesgeniuscoaching in sales-coaching-and-training (1), Salesloft's Conversational Intelligence in sales-coaching-and-training (1), SamCart in billing-and-subscription-management (1), Sana Commerce Cloud in order-management-systems (1), Santys in product-information-management (1), Sasquatch Mail in direct-mail-and-gifting (1), Satori in identity-resolution (1), SaveMyLeads in search-and-social-advertising-platforms (1), Saviy in digital-adoption-and-onboarding (1), Savvy in meeting-scheduling (1), Scalarr in mobile-apps (1), ScaleUp in channel-partner-and-local-marketing (1), Scenario IQ in sales-coaching-and-training (1), Scheduler AI in meeting-scheduling (1), Scoop in influencer-platforms (1), Scope in client-onboarding (1), ScopeStack in cpq (1), ScoreDetect in brand-protection (1), Scrap.io in data-enrichment (1), Scrapps.ai in competitive-intelligence (1), Screen.studio in sales-coaching-and-training (1), Scribble Maps in territory-and-quota-planning (1), Scribe Mail in email-signature-management (1), Scrile Connect in community-platforms (1), SearchMan/AppDrift in app-store-optimization (1), Seebility in ai-visibility-tracking (1), SeedProd in landing-pages-and-interactive-content (1), Seemos.ai in data-enrichment (1), Segment’s open-source partner in customer-intelligence-and-data-science (1), Seismic, including Seismic Learning (formerly Lessonly) in sales-coaching-and-training (1), Self-Hosted Airbyte in data-warehouse-reverse-etl (1), Self-Hosting on Your Own Web Server in video-marketing-and-hosting (1), Self-Serve CTV (Connected TV) Platforms in video-advertising (1), Self-hosted (WordPress + player) in video-marketing-and-hosting (1), Self-hosted n8n in workflow-automation-and-ipaas (1), Self-hosted/open-source Vanilla Forums in community-platforms (1), SellerActive in pricing-optimization (1), Sellfy in ecommerce-marketing (1), Selzy in print (1), Semrush Listings in local-listings-management (1), Semrush Traffic & Market in competitive-intelligence (1), Semrush's media monitoring in pr-and-media-monitoring (1), Semrush’s **AI PR Toolkit Pro** in pr-and-media-monitoring (1), Send Forensics in email-deliverability-and-testing (1), SendJim in print (1), Sensormatic in retail-proximity-and-iot-marketing (1), Sent in print (1), Service Cloud in chatbots-and-conversational-ai-for-support (1), Set-OutlookSignatures PowerShell tool in email-signature-management (1), Sevion in sales-enablement-and-content (1), Sheets or Excel in territory-and-quota-planning (1), Shield.app in employee-advocacy (1), Shift4 in billing-and-subscription-management (1), ShopMy in affiliate-and-partner-management (1), Shopify Apps in experimentation-and-personalization (1), Shopify Flow in workflow-automation-and-ipaas (1), Shopify IP Report Tool in brand-protection (1), Shopify Reports in customer-intelligence-and-data-science (1), Shopify backends in order-management-systems (1), Shopify native OMS in order-management-systems (1), Shopify native order management in order-management-systems (1), Shopify with B2B features in order-management-systems (1), Shopify's built-in tools in ecommerce-marketing (1), Shopify's marketing suite in ecommerce-marketing (1), Shopify's native OMS in order-management-systems (1), Shopify's native product tools in product-information-management (1), Shopify's native search in ecommerce-search-and-merchandising (1), Shopify's native system in affiliate-and-partner-management (1), Shopify’s built-in B2B and marketing tools in ecommerce-marketing (1), Shopify’s built-in marketing tools in ecommerce-marketing (1), Shopify’s built-in order tools in order-management-systems (1), Shopify’s default search in ecommerce-search-and-merchandising (1), Shopivo/Shopify Email in ecommerce-marketing (1), Shopspring in search-and-social-advertising-platforms (1), Showroom in channel-partner-and-local-marketing (1), Sidekick (by Leadspace) in sales-intelligence-and-contact-data (1), SigSig in email-signature-management (1), Signal Tag Management in tag-management (1), SignalWire in call-tracking (1), SignatureForEmail in email-signature-management (1), Signaturely in contract-lifecycle-management-and-e-signature (1), Signite in email-signature-management (1), Signix in email-signature-management (1), Signum (by Gorilla Mail) in email-signature-management (1), Simple Affiliate in affiliate-and-partner-management (1), Simple Machines Forum in community-platforms (1), Simpler (formerly Massreach) in sms-and-whatsapp-marketing (1), Simplev in consent-and-privacy-management (1), Simpli.fi Addressable Geofencing in retail-proximity-and-iot-marketing (1), Simplified.com in ai-marketing-agents (1), SimplyCast in print (1), SimplyMeet Me in meeting-scheduling (1), SiriusXM Podcast Network in audio-and-podcast-advertising (1), Site Search 360 in ecommerce-search-and-merchandising (1), Sitecore Search in ecommerce-search-and-merchandising (1), Situm in retail-proximity-and-iot-marketing (1), Skeleton in creative-automation (1), SkyMind in cpq (1), Slab or Slite in knowledge-base-and-self-service (1), Slack with Slack Connect in in-app-messaging-and-customer-communications (1), Smadex in mobile-apps (1), Smaply in customer-intelligence-and-data-science (1), Smart Search & Product Filter in ecommerce-search-and-merchandising (1), SmartMail in print (1), SmartMatch in identity-resolution (1), SmartRoom in digital-sales-rooms (1), Smartlead AI in ai-sdr-agents (1), Smartlead with SmartProspect in data-enrichment (1), Smartlead's Free Auth Tools in email-deliverability-and-testing (1), Smartpricing in pricing-optimization (1), Smarty's Address Verification API in address-verification (1), SmartyStreets US Street Address API in address-verification (1), Smith.ai AI Receptionist in ai-voice-agents (1), Sniffie in pricing-optimization (1), Snoopy.ai in account-based-marketing-platforms (1), Snowflake Cross-Cloud Snowgrid in data-clean-rooms (1), Snowflake Data Sharing in data-clean-rooms (1), Snowflake Horizon in data-management-platforms (1), Snowflake Standard Edition in data-warehouse-reverse-etl (1), Snowflake-based proprietary solutions in attribution-mmm (1), SoGoSurvey in customer-feedback-and-surveys (1), Social HorsePower in employee-advocacy (1), Social Media Ad Platforms (Meta, Snapchat, TikTok) in retail-proximity-and-iot-marketing (1), Social Places in review-and-reputation-management (1), SocialHP in loyalty-advocacy-and-referrals (1), Softr custom OMS in order-management-systems (1), Software Advice in review-and-reputation-management (1), SoftwareAdvice in address-verification (1), SoftwareSuggest in identity-resolution (1), Some Salesforce-based OMS in order-management-systems (1), Sona AI in ai-voice-agents (1), SourceBottle in pr-and-media-monitoring (1), SparkPlug in sales-gamification (1), Spiffy in loyalty-advocacy-and-referrals (1), Spigit in channel-partner-and-local-marketing (1), Spiky in sales-coaching-and-training (1), Sponsorships.ai in audio-and-podcast-advertising (1), SpotOn WiFi in retail-proximity-and-iot-marketing (1), Spotify Advertising Manager in audio-and-podcast-advertising (1), Spotify for Advertisers in audio-and-podcast-advertising (1), SpreadsheetWeb in value-selling-tools (1), Spreadsheets Excel/Google Sheets in sales-commissions-and-incentive-compensation (1), Spreadsheets as the permanent system in territory-and-quota-planning (1), Sprinklr Modern Research in community-platforms (1), Sprout Social Influencer in influencer-platforms (1), Sproutlo in customer-success-platforms (1), Square Online Store in ecommerce-marketing (1), Square POS in order-management-systems (1), Square Point of Sale in billing-and-subscription-management (1), Square Subscriptions in billing-and-subscription-management (1), Squibler in knowledge-base-and-self-service (1), Stackmatix in data-warehouse-reverse-etl (1), Stackpack in contract-lifecycle-management-and-e-signature (1), Stageset in value-selling-tools (1), Stamped Loyalty in loyalty-advocacy-and-referrals (1), Stamped Loyalty & Referrals in loyalty-advocacy-and-referrals (1), Stark in website-governance-and-accessibility (1), Start.io in mobile-apps (1), StartApp in mobile-apps (1), Statamic in marketing-cms (1), Statamic or Craft CMS in marketing-cms (1), StatusCake in website-governance-and-accessibility (1), Step by Step in digital-adoption-and-onboarding (1), Stepper in workflow-automation-and-ipaas (1), Stitch Labs in data-management-platforms (1), Store Autocomplete in app-store-optimization (1), Store Locator Plus in retail-proximity-and-iot-marketing (1), StoreMockups in app-store-optimization (1), Storika in influencer-platforms (1), Storylane – Growth / Premium in interactive-demo-platforms (1), Straight North in seo-content-optimization (1), Stratus Local in review-and-reputation-management (1), Streaem in retail-media-platforms (1), Stream Chat API in in-app-messaging-and-customer-communications (1), StreamYard On-Air in webinar-virtual-events (1), Sunfish Events in event-management-platforms (1), SupaTags in tag-management (1), Supabase Auth in identity-resolution (1), Superchat in sms-and-whatsapp-marketing (1), Supportman in contact-center-quality-assurance (1), Suptask in community-platforms (1), Surfer AI (Scale plan) in seo-content-optimization (1), Surfer AI Tracker in ai-visibility-tracking (1), Surge in influencer-platforms (1), Survey Monkey in market-intelligence (1), Survey Rewardz in customer-feedback-and-surveys (1), Survey.com in customer-feedback-and-surveys (1), SurveyHero in customer-feedback-and-surveys (1), SurveyMonkey Audience in audience-and-consumer-insights (1), SurveyMonkey Free Plan in customer-feedback-and-surveys (1), SurveyPop in customer-feedback-and-surveys (1), Survicate Free Plan in customer-feedback-and-surveys (1), Swagbucks in customer-feedback-and-surveys (1), Swaggy Shop in direct-mail-and-gifting (1), Swiftype in ecommerce-search-and-merchandising (1), Swing` in client-onboarding (1), Switch in print (1), Switchback in print (1), Swoove in call-tracking (1), Swydo in review-and-reputation-management (1), Symmetric in data-warehouse-reverse-etl (1), Syncly in data-warehouse-reverse-etl (1), Synthesio in audience-and-consumer-insights (1), TABNAV in website-governance-and-accessibility (1), TagSpaces in tag-management (1), Takedown.co in brand-protection (1), Talend Cloud in crm-data-quality-and-deduplication (1), Talkroute in call-tracking (1), Tally Forms in customer-feedback-and-surveys (1), Tapcart in mobile-apps (1), Target Ads in retail-media-platforms (1), Target Circle 360 in retail-media-platforms (1), Target Circle360 in retail-media-platforms (1), Target Roundel Media Studio in retail-media-platforms (1), Taskade in ai-marketing-agents (1), TaxJar in billing-and-subscription-management (1), Tealbook in direct-mail-and-gifting (1), Teams-based webinar setups in webinar-virtual-events (1), TechForing Customer in client-onboarding (1), Tencent Cloud Chat SDK / IM SDK in in-app-messaging-and-customer-communications (1), TenderOS - Tender Analyzer in rfp-response-software (1), Terminus full platform in account-based-marketing-platforms (1), Terra in sales-enablement-and-content (1), Territory in revenue-intelligence-and-forecasting (1), Territory Planner (by Mapline) in territory-and-quota-planning (1), Testi@ in email-deliverability-and-testing (1), Text Expander / TextExpander in email-signature-management (1), Text Request in conversational-marketing (1), Texta.ai in content-marketing-platforms (1), The Apple Search Ads (ASA) Keyword Tool in app-store-optimization (1), The Hoth in seo-content-optimization (1), The Trade Desk self-serve in video-advertising (1), The direct USPS API in address-verification (1), Thena in chatbots-and-conversational-ai-for-support (1), ThoughtSpot Free Edition in dashboards-and-data-visualization (1), ThreeDMind in attribution-mmm (1), TidySKU in product-information-management (1), TikTok Creative Center in competitive-intelligence (1), TikTok Video Ads in video-advertising (1), TikTok’s Creator Marketplace in influencer-platforms (1), Timing in ai-marketing-agents (1), Tinybird in data-warehouse-reverse-etl (1), Toffu (toffu.ai) in ai-marketing-agents (1), Tom Ferry coaching programs in sales-coaching-and-training (1), Top Producer / FiveStreet in lead-routing-and-management (1), TopCited in ai-visibility-tracking (1), TopMate in meeting-scheduling (1), TopTal in sales-gamification (1), Topo in digital-sales-rooms (1), Total Expert Lead Management in lead-routing-and-management (1), TouchSuite in event-management-platforms (1), Trademark.io in brand-protection (1), TradingView in market-intelligence (1), TrafficMonsoon in search-and-social-advertising-platforms (1), Treasuredata in data-management-platforms (1), Tribe Community in community-platforms (1), Trifft (by Klaviyo) in loyalty-advocacy-and-referrals (1), Tropic / Userpilot in customer-success-platforms (1), TruCentive in direct-mail-and-gifting (1), TrueNorth in marketing-resource-management (1), Truespeak in lead-routing-and-management (1), Trumpia in sms-and-whatsapp-marketing (1), TrustBox in review-and-reputation-management (1), Truxl in product-analytics (1), Tuic/Twipha in session-replay-and-heatmaps (1), Tundra in ecommerce-platforms (1), TurnKey Stores in retail-proximity-and-iot-marketing (1), Twenty5 in pricing-optimization (1), Twilio in address-verification (1), Twilio in ai-voice-agents (1), Twilio in channel-partner-and-local-marketing (1), Twilio in contact-center-platforms (1), Twilio in contact-center-quality-assurance (1), Twilio in mobile-apps (1), Twilio (raw API) in sms-and-whatsapp-marketing (1), Twilio Autopilot in ai-voice-agents (1), Twilio Segment's full Customer Data Platform in customer-data-platforms (1), Twist in in-app-messaging-and-customer-communications (1), Tye.io in data-clean-rooms (1), Typeform Free Plan in customer-feedback-and-surveys (1), U.S. Census Bureau's County Business Patterns in market-intelligence (1), U.S. Census Bureau's free Business Builder in market-intelligence (1), UPS Address Validation API in address-verification (1), US Census in audience-and-consumer-insights (1), US Census / Census Business Builder in market-intelligence (1), USPS Address Information API in address-verification (1), USPS Address Lookup Tool in address-verification (1), USPS EDDM program in direct-mail-and-gifting (1), USPS tools in address-verification (1), USPS's API in address-verification (1), USPTO in brand-protection (1), UXPressia in customer-intelligence-and-data-science (1), Uber’s Orbit in attribution-mmm (1), UiPath Agentic Automation in workflow-automation-and-ipaas (1), Ultra Affiliates in affiliate-and-partner-management (1), Under.io in client-onboarding (1), UniSignIn in data-management-platforms (1), Unifonic in creative-automation (1), Unilog in ecommerce-search-and-merchandising (1), Unknown or unverified WhatsApp Business API (BSP) providers in sms-and-whatsapp-marketing (1), Unleashed in order-management-systems (1), Unproven Small Networks in native-and-content-advertising (1), Unspam.io in email-deliverability-and-testing (1), Unsplash in content-marketing-platforms (1), Unsplash / Pexels in content-marketing-platforms (1), UpCity in review-and-reputation-management (1), UpGuard in brand-protection (1), UpTroop.io in sales-coaching-and-training (1), Upland Localytics in mobile-apps (1), Upstack Data in identity-resolution (1), UptimeRobot in website-governance-and-accessibility (1), Usedesk in customer-support-helpdesk (1), Usemate in attribution-mmm (1), UserIQ in customer-success-platforms (1), Userlevel in client-onboarding (1), Userlike in conversational-marketing (1), VEED.IO in video-marketing-and-hosting (1), VEED.io/ScreenPal in video-marketing-and-hosting (1), VLocate in rfp-response-software (1), VMware Brighthouse in retail-proximity-and-iot-marketing (1), VPATify in website-governance-and-accessibility (1), VWO Engage / PushCrew in mobile-marketing-and-push (1), VWO Feature Experimentation in experimentation-and-personalization (1), Valid Email Checker in email-verification (1), Value Viewpoint in value-selling-tools (1), ValueViewpoint in value-selling-tools (1), VantaInsights in market-intelligence (1), Vantage Circle in sales-gamification (1), VantageDash in pricing-optimization (1), Veelo in sales-coaching-and-training (1), Veeva Vault in sales-gamification (1), Velocity AI in ai-marketing-agents (1), Verifone / Paycom in sales-commissions-and-incentive-compensation (1), Verint QM in contact-center-quality-assurance (1), Verint-style enterprise QA suites in contact-center-quality-assurance (1), Veroo in attribution-mmm (1), Verse.ai in conversational-marketing (1), Verve Group in retail-proximity-and-iot-marketing (1), Veza Digital in attribution-mmm (1), Vialto Partners in pricing-optimization (1), Vibe Advertising in programmatic-and-display-advertising (1), VirtualPBX in contact-center-platforms (1), VirtualPBX in conversation-intelligence (1), Visby AI in ai-visibility-tracking (1), Visible.vc in data-clean-rooms (1), VistaCreate in creative-automation (1), Vistaprint for Business in print (1), Vistora in value-selling-tools (1), Visualize ROI in value-selling-tools (1), VisualizeROI in value-selling-tools (1), Visualping.io in pr-and-media-monitoring (1), VoIPstudio in contact-center-platforms (1), Vodex.ai in ai-voice-agents (1), VoiceSpin in ai-voice-agents (1), Voiso in contact-center-platforms (1), Voluum in affiliate-and-partner-management (1), Vowel in meeting-scheduling (1), Vozz.ai in ai-voice-agents (1), Vytas in creative-automation (1), WAVE Evaluation Tool in website-governance-and-accessibility (1), WAVE Extension in website-governance-and-accessibility (1), WAVE browser extension in website-governance-and-accessibility (1), WIPO/Google Search Console in brand-protection (1), WPHeadControl in tag-management (1), Walmart Ads in retail-media-platforms (1), Walmart DSP in retail-media-platforms (1), Walmart Retail Media in retail-media-platforms (1), Warmer.ai in ai-sdr-agents (1), Watson Assistant (IBM) in chatbots-and-conversational-ai-for-support (1), WaveConnect in event-lead-capture (1), Waveup in market-intelligence (1), Wayback Machine in competitive-intelligence (1), Wayfair Advertising in retail-media-platforms (1), WeDocs in knowledge-base-and-self-service (1), WeTravel in event-management-platforms (1), WeVideo in video-advertising (1), Web.com in marketing-cms (1), Weborama in data-management-platforms (1), Weflow Deal Intelligence & Forecasting in revenue-intelligence-and-forecasting (1), WellBox in direct-mail-and-gifting (1), Wetracked.io in attribution-mmm (1), Whats-out! Proximity Platform in retail-proximity-and-iot-marketing (1), WhatsApp API in sms-and-whatsapp-marketing (1), WhatsApp Business Platform in in-app-messaging-and-customer-communications (1), WhatsApp-style business messaging in in-app-messaging-and-customer-communications (1), Whippy in conversational-marketing (1), Wholesale Pricing Discount in ecommerce-platforms (1), Wholesale Suite in ecommerce-platforms (1), Wholesale for WooCommerce in ecommerce-platforms (1), WholesaleX in ecommerce-platforms (1), Whova Lead Retrieval in event-lead-capture (1), Wi-Fi Login Pages (Native Solution) in retail-proximity-and-iot-marketing (1), Wiilio in retail-proximity-and-iot-marketing (1), Wincher in seo-content-optimization (1), Winify AI in rfp-response-software (1), Wipster in video-marketing-and-hosting (1), Wisepops in mobile-marketing-and-push (1), Wonderchat.io in conversational-marketing (1), WooCommerce basic search in ecommerce-search-and-merchandising (1), WooCommerce with B2B plugins in order-management-systems (1), WooCommerce with SearchWP in ecommerce-search-and-merchandising (1), Word/Excel in rfp-response-software (1), WordPress plugins like WP Accessibility in website-governance-and-accessibility (1), WordPress.com or WordPress.org (Self-hosted) in marketing-cms (1), Wordable in content-marketing-platforms (1), Workspace369 in client-onboarding (1), Wowza Media Services in webinar-virtual-events (1), Wyzdom in customer-education-and-lms (1), X (Twitter) Ads in video-advertising (1), X (Twitter) Analytics in audience-and-consumer-insights (1), X (Twitter) Promoted Posts in native-and-content-advertising (1), X (formerly Twitter) Ads in video-advertising (1), XShift AI in meeting-scheduling (1), Xactly Forecasting AI in territory-and-quota-planning (1), Xentral in order-management-systems (1), Xometry in value-selling-tools (1), Xtreme Locator in retail-proximity-and-iot-marketing (1), Yahoo Finance in market-intelligence (1), Yammer in community-platforms (1), Yammer / Viva Engage in community-platforms (1), YellowPages in local-listings-management (1), Yelp WiFi in retail-proximity-and-iot-marketing (1), YepText in sms-and-whatsapp-marketing (1), YesEvents in event-management-platforms (1), Yotpo Reviews in review-and-reputation-management (1), Yotpo SMS / Yotpo Subscriptions in mobile-marketing-and-push (1), YouTube Analytics in audience-and-consumer-insights (1), YouTube Promote in video-advertising (1), YouTube TV in video-advertising (1), YouTube Video Ads in video-advertising (1), Youform (youform.com) in customer-feedback-and-surveys (1), Zapier AI Agents in ai-marketing-agents (1), Zapier or Make in lead-routing-and-management (1), ZeeMaps in territory-and-quota-planning (1), Zeeg Dialer in sales-dialers-and-calling (1), Zendesk Bots in chatbots-and-conversational-ai-for-support (1), Zendesk Customer Journey Analytics in customer-intelligence-and-data-science (1), Zendesk Messaging in in-app-messaging-and-customer-communications (1), Zendesk QA Add‑On in contact-center-quality-assurance (1), Zendesk Quality Assurance in contact-center-quality-assurance (1), Zendesk's customer analytics software in customer-intelligence-and-data-science (1), Zenefits Zipline in proposal-software (1), Zenreach in retail-proximity-and-iot-marketing (1), ZeroBounce ONE™ in email-deliverability-and-testing (1), Zip Tie in ai-visibility-tracking (1), Zitadel in identity-resolution (1), Zoey in ecommerce-platforms (1), Zoho in ai-sdr-agents (1), Zoho in crm-data-quality-and-deduplication (1), Zoho in data-management-platforms (1), Zoho in identity-resolution (1), Zoho in knowledge-base-and-self-service (1), Zoho in order-management-systems (1), Zoho in sales-enablement-and-content (1), Zoho in value-selling-tools (1), Zoho Assist in knowledge-base-and-self-service (1), Zoho CRM Zia in revenue-intelligence-and-forecasting (1), Zoho CRM's built-in Motivator in sales-gamification (1), Zoho CRM’s free tier in lead-routing-and-management (1), Zoho FSM in field-sales-tools (1), Zoho Free in customer-success-platforms (1), Zoho Marketing Suite in channel-partner-and-local-marketing (1), Zoho MarketingPlus in marketing-automation (1), Zoho Sprints in marketing-resource-management (1), Zoho Webinars in webinar-virtual-events (1), Zoho free tier in lead-routing-and-management (1), Zoho-Specific Gamification Tools in sales-gamification (1), Zooby Promotional in direct-mail-and-gifting (1), Zoom Team Chat in in-app-messaging-and-customer-communications (1), ZoomD in mobile-apps (1), ZoomInfo ReachOut in sales-intelligence-and-contact-data (1), ZoomInfo's dialer in sales-dialers-and-calling (1), ZoomInfo-based ABM stacks in account-based-marketing-platforms (1), Zoomer in field-sales-tools (1), Zorin in pricing-optimization (1), [email protected] in app-store-optimization (1), ainfluencer.com marketplace in influencer-platforms (1), albato.com in meeting-scheduling (1), digen.ai in content-marketing-platforms (1), eBay Partner Network in affiliate-and-partner-management (1), eBay VeRO in brand-protection (1), eSpatial's in territory-and-quota-planning (1), free USPS API in address-verification (1), iBeacon in retail-proximity-and-iot-marketing (1), iContact in email-marketing (1), iDenfy in identity-resolution (1), iHeartMedia Managed Services in audio-and-podcast-advertising (1), iHeartRadio Advertising in audio-and-podcast-advertising (1), impact.com Starter Edition in channel-partner-and-local-marketing (1), impact.com Starter Edition in partner-relationship-management (1), leadfeeder.com in meeting-scheduling (1), legacy Mailchimp plans in marketing-automation (1), m19 in retail-media-platforms (1), myicourse in customer-education-and-lms (1), n8n Cloud in workflow-automation-and-ipaas (1), noCRM.io in lead-routing-and-management (1), pimsimple in product-information-management (1), repco.ai in ai-sdr-agents (1), revAlign.io in b2b-intent-data (1), reviewcleanupnow.com in review-and-reputation-management (1), salesforce.com in partner-relationship-management (1), self-hosted PostgreSQL in data-management-platforms (1), self-hosted Postgres in data-warehouse-reverse-etl (1), server-side GTM hosting in tag-management (1), “Done-for-you” AI stores or marketing programs in ecommerce-marketing (1) Excluded by rule, 39 labels not scored: Google Sheets (14; general-purpose tool, not a vendor in the category), Google Docs (8; general-purpose tool, not a vendor in the category), Excel (7; general-purpose tool, not a vendor in the category), Dupple (3; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Business.com (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Excel/Google Sheets (1; general-purpose tool, not a vendor in the category), Fit Small Business (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), FitGap (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Gitnux (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Google Sheets (or Excel) (1; general-purpose tool, not a vendor in the category), Meta Ads Manager (1; ad platform self-reported attribution, not a vendor in the category) Category-scoped resolutions, 3389 labels. A bare vendor name was read as that vendor's product for the asked category, which assigns specificity the model did not write; each one is listed so the assumption is visible: Amplitude in product-analytics read as Amplitude Analytics (73), BigCommerce in ecommerce-platforms read as BigCommerce B2B Edition (59), Zendesk in customer-support-helpdesk read as Zendesk Support Suite (53), Kiflo in partner-relationship-management read as Kiflo PRM (52), Gainsight in customer-success-platforms read as Gainsight Customer Success (47), Cvent in event-management-platforms read as Cvent Event Marketing & Management (42), Dialpad in contact-center-platforms read as Dialpad Ai Contact Center (42), Cision in pr-and-media-monitoring read as CisionOne (41), LiveRamp in identity-resolution read as LiveRamp Identity Resolution (41), HubSpot in account-based-marketing-platforms read as HubSpot Marketing Hub (39), Plausible in web-analytics read as Plausible Analytics (39), HubSpot in marketing-automation read as HubSpot Marketing Hub (37), Mobly in event-lead-capture read as Mobly Capture (37), CaptivateIQ in territory-and-quota-planning read as CaptivateIQ Planning (35), Impartner in partner-relationship-management read as Impartner PRM (35), Wrike in marketing-resource-management read as Wrike for Marketing (35), CoSchedule in content-marketing-platforms read as CoSchedule Marketing Suite (34), RudderStack in data-warehouse-reverse-etl read as RudderStack Reverse ETL (33), Akeneo in product-information-management read as Akeneo PIM (32), Anaplan in territory-and-quota-planning read as Anaplan Territory & Quota Planning (32), HubSpot in email-marketing read as HubSpot Marketing Hub (32), Piwik PRO in tag-management read as Piwik PRO Tag Manager (32), Intercom in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (31), Kixie in sales-dialers-and-calling read as Kixie PowerCall (31), PostGrid in address-verification read as PostGrid Address Verification (30), Impartner in channel-partner-and-local-marketing read as Impartner PRM (29), Klaviyo in customer-data-platforms read as Klaviyo Data Platform (29), Monday.com in marketing-resource-management read as monday.com Work Management (29), monday.com in marketing-resource-management read as monday.com Work Management (29), CodeTwo in email-signature-management read as CodeTwo Email Signatures 365 (27), Help Scout in knowledge-base-and-self-service read as Help Scout Docs (27), Hightouch in identity-resolution read as Hightouch Adaptive Identity Resolution (27), Tealium iQ in tag-management read as Tealium iQ Tag Management (27), Salesforce CPQ in cpq read as Salesforce Revenue Cloud (26), HubSpot in ecommerce-marketing read as HubSpot Marketing Hub (24), Salesforce in crm read as Salesforce Sales Cloud (24), Tealium in tag-management read as Tealium iQ Tag Management (24), HubSpot in lead-routing-and-management read as HubSpot Sales Hub (23), Salesforce in lead-routing-and-management read as Salesforce Lead Assignment Rules (23), Twilio in mobile-marketing-and-push read as Twilio Programmable Messaging (23), Usercentrics in consent-and-privacy-management read as Usercentrics CMP (23), Zendesk in chatbots-and-conversational-ai-for-support read as Zendesk AI (23), Bloomreach in ecommerce-search-and-merchandising read as Bloomreach Discovery (22), HubSpot in crm read as HubSpot CRM (22), Qualtrics in customer-feedback-and-surveys read as Qualtrics CustomerXM (22), Squarespace in ecommerce-platforms read as Squarespace Commerce (22), HubSpot in customer-data-platforms read as HubSpot (21), Influitive in loyalty-advocacy-and-referrals read as Influitive AdvocateHub (21), Klaviyo in sms-and-whatsapp-marketing read as Klaviyo SMS (20), Yotpo in loyalty-advocacy-and-referrals read as Yotpo Loyalty & Referrals (20), HubSpot in content-marketing-platforms read as HubSpot Content Hub (19), Hunter in email-verification read as Hunter Email Verifier (19), Hunter.io in email-verification read as Hunter Email Verifier (19), DealHub in digital-sales-rooms read as DealHub DealRoom (18), HubSpot in data-management-platforms read as HubSpot Marketing Hub (18), LiveRamp in data-clean-rooms read as LiveRamp Clean Room (18), Varicent in territory-and-quota-planning read as Varicent Territory and Quota Planning (18), HubSpot in customer-intelligence-and-data-science read as HubSpot CRM (17), PROS in pricing-optimization read as PROS Smart Price Optimization & Management (17), Semrush in content-marketing-platforms read as Semrush Content Marketing Platform (17), Xactly in sales-commissions-and-incentive-compensation read as Xactly Incent (17), Convert in experimentation-and-personalization read as Convert Experiences (16), Databricks in data-warehouse-reverse-etl read as Databricks SQL Warehouse (16), Matomo in tag-management read as Matomo Tag Manager (16), Artisan in ai-sdr-agents read as Artisan Ava (15), Artisan (Ava) in ai-sdr-agents read as Artisan Ava (15), Brandwatch in audience-and-consumer-insights read as Brandwatch Consumer Intelligence (15), HubSpot in conversational-marketing read as HubSpot Conversations (15), Icertis in contract-lifecycle-management-and-e-signature read as Icertis Contract Intelligence (15), ZINFI in channel-partner-and-local-marketing read as ZINFI Unified Partner Management (15), Zendesk in knowledge-base-and-self-service read as Zendesk Guide (15), Foursquare in retail-proximity-and-iot-marketing read as Foursquare Proximity (14), Gong in sales-enablement-and-content read as Gong Enable (14), HubSpot in attribution-mmm read as HubSpot Marketing Hub (14), HubSpot in landing-pages-and-interactive-content read as HubSpot Landing Pages (14), Genesys in contact-center-platforms read as Genesys Cloud CX (13), HubSpot in channel-partner-and-local-marketing read as HubSpot Marketing Hub (13), Segment in identity-resolution read as Twilio Segment Unify (13), Snowflake in data-clean-rooms read as Snowflake Data Clean Rooms (13), Twilio Segment in identity-resolution read as Twilio Segment Unify (13), WinPure in crm-data-quality-and-deduplication read as WinPure Clean & Match (13), HubSpot in crm-data-quality-and-deduplication read as HubSpot Operations Hub (12), Intercom in knowledge-base-and-self-service read as Intercom Articles (12), Seismic in sales-coaching-and-training read as Seismic Enablement Cloud (12), WordStream in search-and-social-advertising-platforms read as WordStream Advisor (12), ZINFI in partner-relationship-management read as ZINFI Unified Partner Management (12), Zoom in webinar-virtual-events read as Zoom Webinars (12), mParticle in identity-resolution read as mParticle IDSync (12), HubSpot in market-intelligence read as HubSpot Marketing Hub (11), Khoros in community-platforms read as Khoros Communities (11), NetSuite in order-management-systems read as NetSuite Order Management (11), Semrush in ai-visibility-tracking read as Semrush AI Visibility Toolkit (11), YouTube in video-advertising read as YouTube Ads (11), HubSpot in revenue-intelligence-and-forecasting read as HubSpot Sales Hub (10), HubSpot in value-selling-tools read as HubSpot Sales Hub (10), HubSpot ABM in account-based-marketing-platforms read as HubSpot Marketing Hub (10), Inriver in product-information-management read as Inriver PIM (10), Kiflo in channel-partner-and-local-marketing read as Kiflo PRM (10), LinkedIn in video-advertising read as LinkedIn Video Ads (10), LinkedIn Ads in native-and-content-advertising read as LinkedIn Sponsored Content (10), Medallia in customer-feedback-and-surveys read as Medallia Experience Cloud (10), Verint in contact-center-quality-assurance read as Verint Quality Management (10), Zendesk in contact-center-platforms read as Zendesk Contact Center (10), Convert.com in experimentation-and-personalization read as Convert Experiences (9), Experian in identity-resolution read as Experian Identity Resolution (9), NICE CXone in contact-center-quality-assurance read as NICE CXone Quality Management (9), Semrush Content Toolkit in content-marketing-platforms read as Semrush Content Marketing Platform (9), Sitecore in marketing-cms read as Sitecore Experience Platform (9), TikTok in video-advertising read as TikTok Ads (9), Yotpo in referral-and-partner-programs read as Yotpo Loyalty & Referrals (9), Acxiom in identity-resolution read as Acxiom Real Identity (8), Cvent in event-lead-capture read as Cvent LeadCapture (8), Eventleaf in event-lead-capture read as Eventleaf Lead Retrieval App (8), Informatica in crm-data-quality-and-deduplication read as Informatica Data Quality (8), Intercom Fin in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (8), Kiflo in referral-and-partner-programs read as Kiflo PRM (8), Salesforce in revenue-intelligence-and-forecasting read as Salesforce Revenue Intelligence (8), Ahrefs in ai-visibility-tracking read as Ahrefs Brand Radar (7), CallMiner in contact-center-quality-assurance read as CallMiner Eureka (7), Databricks in data-clean-rooms read as Databricks Clean Rooms (7), Experian in address-verification read as Experian Data Quality (7), Gorgias in chatbots-and-conversational-ai-for-support read as Gorgias AI Agent (7), HubSpot in call-tracking read as HubSpot Call Tracking (7), HubSpot in chatbots-and-conversational-ai-for-support read as HubSpot Service Hub (7), HubSpot in field-sales-tools read as HubSpot Sales Hub (7), HubSpot in identity-resolution read as HubSpot Breeze Intelligence (7), HubSpot Breeze AI in ai-marketing-agents read as HubSpot Breeze (7), Salesforce in crm-data-quality-and-deduplication read as Salesforce Duplicate/Matching Rules (7), Salesforge in ai-sdr-agents read as Salesforge Agent Frank (7), Semrush in local-listings-management read as Semrush Local (7), ZoomInfo in account-based-marketing-platforms read as ZoomInfo Marketing (7), ZoomInfo in sales-engagement read as ZoomInfo Engage (7), Amazon in ecommerce-marketing read as Amazon Ads (6), Calendly in lead-routing-and-management read as Calendly Routing (6), Gainsight in community-platforms read as Gainsight Customer Communities (6), HubSpot in customer-success-platforms read as HubSpot Customer Success Workspace (6), HubSpot in web-analytics read as HubSpot Marketing Hub (6), Meta (Facebook/Instagram) in video-advertising read as Meta Ads (6), Qualified in ai-sdr-agents read as Qualified Piper (6), Salesforce in territory-and-quota-planning read as Salesforce Maps (6), Salesloft in sales-dialers-and-calling read as Salesloft Dialer (6), Shopify in order-management-systems read as Shopify OMS (6), Sprinklr in social-media-management read as Sprinklr Social (6), Sprout Social Advocacy in employee-advocacy read as Sprout Social Employee Advocacy (6), Yotpo Loyalty in loyalty-advocacy-and-referrals read as Yotpo Loyalty & Referrals (6), Adobe in customer-data-platforms read as Adobe Real-Time CDP (5), Adobe Experience Manager in digital-asset-management read as Adobe Experience Manager Assets (5), CustomerLabs in identity-resolution read as CustomerLabs 1PD Ops (5), Five9 in contact-center-quality-assurance read as Five9 Quality Management (5), HubSpot in email-signature-management read as HubSpot Email Signature Generator (5), HubSpot in sales-engagement read as HubSpot Sales Hub (5), HubSpot in search-and-social-advertising-platforms read as HubSpot Ads (5), Lotame in data-management-platforms read as Lotame Spherical (5), Meta (Facebook & Instagram) in video-advertising read as Meta Ads (5), MuleSoft in workflow-automation-and-ipaas read as MuleSoft Anypoint Platform (5), NICE in contact-center-quality-assurance read as NICE CXone Quality Management (5), Reply.io in ai-sdr-agents read as Reply.io Jason (5), Roku Ads Manager in video-advertising read as Roku Ads (5), Salesforce CPQ / Revenue Cloud in cpq read as Salesforce Revenue Cloud (5), Salesforge (Agent Frank) in ai-sdr-agents read as Salesforge Agent Frank (5), Showpad in sales-coaching-and-training read as Showpad Coach (5), Tealium in data-management-platforms read as Tealium Customer Data Hub (5), TransUnion in identity-resolution read as TransUnion TruAudience (5), Validity in email-deliverability-and-testing read as Validity Everest (5), Writesonic in ai-visibility-tracking read as Writesonic GEO (5), YouTube (via Google Ads) in video-advertising read as YouTube Ads (5), ZoomInfo in ai-sdr-agents read as ZoomInfo Copilot (5), Akeneo (Community Edition) in product-information-management read as Akeneo PIM (4), Ataccama in crm-data-quality-and-deduplication read as Ataccama ONE (4), Databricks in data-management-platforms read as Databricks Lakehouse (4), Google Calendar in meeting-scheduling read as Google Calendar Appointment Scheduling (4), Google Calendar Appointment Schedules in meeting-scheduling read as Google Calendar Appointment Scheduling (4), Hootsuite in search-and-social-advertising-platforms read as Hootsuite Ads (4), HubSpot in cpq read as HubSpot Commerce Hub (4), HubSpot in marketing-resource-management read as HubSpot Marketing Hub (4), HubSpot in territory-and-quota-planning read as HubSpot Sales Hub (4), HubSpot Ad Management in search-and-social-advertising-platforms read as HubSpot Ads (4), Lotame Spherical Platform in data-management-platforms read as Lotame Spherical (4), Meta in data-clean-rooms read as Meta Advanced Analytics (4), Oracle in crm-data-quality-and-deduplication read as Oracle Enterprise Data Quality (4), Plauti in crm-data-quality-and-deduplication read as Plauti Deduplicate (4), Qlik in dashboards-and-data-visualization read as Qlik Sense (4), Reply.io (Jason AI) in ai-sdr-agents read as Reply.io Jason (4), Salesforce in customer-data-platforms read as Salesforce Data Cloud (4), Salesforce in identity-resolution read as Salesforce Data Cloud (4), Salesforce CPQ (Revenue Cloud) in cpq read as Salesforce Revenue Cloud (4), ServiceNow in knowledge-base-and-self-service read as ServiceNow Knowledge Management (4), Sprinklr in audience-and-consumer-insights read as Sprinklr Insights (4), Squarespace in ecommerce-marketing read as Squarespace Commerce (4), Stream in in-app-messaging-and-customer-communications read as Stream Chat (4), inRiver in product-information-management read as Inriver PIM (4), inriver in product-information-management read as Inriver PIM (4), Acuity in meeting-scheduling read as Acuity Scheduling (3), Adobe in data-management-platforms read as Adobe Real-Time CDP (3), Adobe in tag-management read as Adobe Experience Platform Tags (3), Avaya in contact-center-platforms read as Avaya Infinity (3), Brandwatch in influencer-platforms read as Brandwatch Influence (3), Collibra in crm-data-quality-and-deduplication read as Collibra Data Quality (3), Conga in cpq read as Conga CPQ (3), Conga Price Optimization in pricing-optimization read as Conga Price Optimization & Management (3), Google in address-verification read as Google Maps (3), HubSpot in ai-visibility-tracking read as HubSpot AEO Grader (3), HubSpot in b2b-intent-data read as HubSpot Breeze Intelligence (3), HubSpot in customer-feedback-and-surveys read as HubSpot Service Hub (3), HubSpot in meeting-scheduling read as HubSpot Meetings (3), HubSpot in sales-enablement-and-content read as HubSpot Sales Hub (3), HubSpot in workflow-automation-and-ipaas read as HubSpot Operations Hub (3), Hunter (Email Verifier) in email-verification read as Hunter Email Verifier (3), Informatica in data-management-platforms read as Informatica Intelligent Data Management Cloud (3), Informatica IDMC in data-management-platforms read as Informatica Intelligent Data Management Cloud (3), LinkedIn in native-and-content-advertising read as LinkedIn Sponsored Content (3), Mailchimp in landing-pages-and-interactive-content read as Mailchimp Landing Pages (3), Mediafly Value360 in value-selling-tools read as Mediafly Value (3), Moloco in retail-media-platforms read as Moloco Retail Media Platform (3), Nielsen in attribution-mmm read as Nielsen Marketing Mix Modeling (3), Oracle in cpq read as Oracle CPQ (3), Outreach in conversation-intelligence read as Outreach Kaia (3), Outreach in sales-dialers-and-calling read as Outreach Voice (3), PROS Pricing in pricing-optimization read as PROS Smart Price Optimization & Management (3), Retell in ai-voice-agents read as Retell AI (3), SAP in order-management-systems read as SAP S/4HANA (3), SAP Ariba in contract-lifecycle-management-and-e-signature read as SAP Ariba Contracts (3), SEMrush in content-marketing-platforms read as Semrush Content Marketing Platform (3), Semrush (Content Marketing Toolkit) in content-marketing-platforms read as Semrush Content Marketing Platform (3), Shopify Messaging in ecommerce-marketing read as Shopify Email (3), Spotify in audio-and-podcast-advertising read as Spotify Ad Studio (3), Sprinklr in content-marketing-platforms read as Sprinklr Marketing (3), Stibo Systems in product-information-management read as Stibo Systems STEP (3), Thryv in review-and-reputation-management read as Thryv (3), Twilio in in-app-messaging-and-customer-communications read as Twilio Conversations (3), Validity (Everest) in email-deliverability-and-testing read as Validity Everest (3), YouGov in audience-and-consumer-insights read as YouGov Profiles (3), Zinfi in partner-relationship-management read as ZINFI Unified Partner Management (3), Zoho in crm read as Zoho CRM (3), Adform in programmatic-and-display-advertising read as Adform DSP (2), Adobe in attribution-mmm read as Adobe Mix Modeler (2), Adobe AEM in digital-asset-management read as Adobe Experience Manager Assets (2), Akeneo Enterprise in product-information-management read as Akeneo PIM (2), Amazon Redshift Serverless in data-warehouse-reverse-etl read as Amazon Redshift (2), Artisan AI (Ava) in ai-sdr-agents read as Artisan Ava (2), BrightEdge in ai-visibility-tracking read as BrightEdge AI Catalyst (2), Calabrio in contact-center-quality-assurance read as Calabrio ONE (2), Conga in contract-lifecycle-management-and-e-signature read as Conga CLM (2), Convert.com (Convert Experiences) in experimentation-and-personalization read as Convert Experiences (2), Facebook in video-marketing-and-hosting read as Facebook Video (2), Folk in ai-marketing-agents read as folk CRM (2), Gainsight Community in community-platforms read as Gainsight Customer Communities (2), Gainsight inSided in community-platforms read as Gainsight Customer Communities (2), Genesys in contact-center-quality-assurance read as Genesys Cloud CX (2), Google in click-fraud-protection read as Google Ads (2), Google Calendar appointment schedules in meeting-scheduling read as Google Calendar Appointment Scheduling (2), HubSpot in customer-support-helpdesk read as HubSpot Service Hub (2), HubSpot in marketing-cms read as HubSpot Content Hub (2), HubSpot in sales-dialers-and-calling read as HubSpot Sales Hub (2), HubSpot in sms-and-whatsapp-marketing read as HubSpot Marketing Hub (2), HubSpot in social-media-management read as HubSpot Social (2), HubSpot (Marketing Hub Pro/Enterprise) in account-based-marketing-platforms read as HubSpot Marketing Hub (2), HubSpot Ads Management in search-and-social-advertising-platforms read as HubSpot Ads (2), HubSpot Breeze (ex-Clearbit) in data-enrichment read as HubSpot Breeze Intelligence (2), HubSpot Data Hub in crm-data-quality-and-deduplication read as HubSpot Operations Hub (2), HubSpot Sales Hub in call-tracking read as HubSpot Call Tracking (2), HubSpot's AI Search Grader in ai-visibility-tracking read as HubSpot AEO Grader (2), Impartner in referral-and-partner-programs read as Impartner PRM (2), InRiver in product-information-management read as Inriver PIM (2), Influitive (AdvocateHub) in loyalty-advocacy-and-referrals read as Influitive AdvocateHub (2), Informatica in identity-resolution read as Informatica MDM (2), Intercom (Fin AI) in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (2), Intercom with Fin in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (2), Intercom/Fin in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (2), Inventive in rfp-response-software read as Inventive AI (2), Jitterbit in workflow-automation-and-ipaas read as Jitterbit Harmony (2), LinkedIn Campaign Manager in native-and-content-advertising read as LinkedIn Sponsored Content (2), LinkedIn Sales Navigator Core in account-based-marketing-platforms read as LinkedIn Sales Navigator (2), Matomo (formerly Piwik) in tag-management read as Matomo Tag Manager (2), Medallia in customer-intelligence-and-data-science read as Medallia Experience Cloud (2), Meta in mobile-apps read as Meta Advantage+ App Campaigns (2), Meta in native-and-content-advertising read as Meta Audience Network (2), Meta in video-advertising read as Meta Ads (2), Meta Ads in mobile-apps read as Meta Advantage+ App Campaigns (2), Meta video ads in video-advertising read as Meta Ads (2), Monday Sales CRM in crm read as monday CRM (2), Monday Sales CRM in lead-routing-and-management read as monday CRM (2), Oracle in data-management-platforms read as Oracle BlueKai (2), Oracle SPM in territory-and-quota-planning read as Oracle Sales Performance Management (2), PayPal in billing-and-subscription-management read as PayPal Subscriptions (2), Qualified (Piper) in ai-sdr-agents read as Qualified Piper (2), Rakuten in affiliate-and-partner-management read as Rakuten Advertising (2), Remo in webinar-virtual-events read as Remo Conference (2), Roku in video-advertising read as Roku Ads (2), Ruler in attribution-mmm read as Ruler Analytics (2), SAP in cpq read as SAP CPQ (2), Salesforce in account-based-marketing-platforms read as Salesforce Marketing Cloud Account Engagement (2), Salesforce in ecommerce-platforms read as Salesforce Commerce Cloud (2), Salesforce in partner-relationship-management read as Salesforce PRM (2), Salesforce in sales-enablement-and-content read as Salesforce Sales Programs (2), Salesforce Agentforce in ai-sdr-agents read as Salesforce Agentforce SDR (2), Salesforce Einstein Bots / Agentforce in chatbots-and-conversational-ai-for-support read as Salesforce Agentforce (2), Salesforce Partner Relationship Management in partner-relationship-management read as Salesforce PRM (2), Saleshandy in sales-intelligence-and-contact-data read as Saleshandy Lead Finder (2), Semrush (AI Visibility Toolkit) in ai-visibility-tracking read as Semrush AI Visibility Toolkit (2), Semrush's AI Visibility Toolkit in ai-visibility-tracking read as Semrush AI Visibility Toolkit (2), ServiceNow in workflow-automation-and-ipaas read as ServiceNow Flow Designer (2), Snapchat in video-advertising read as Snapchat Ads (2), Snowflake Clean Rooms in data-clean-rooms read as Snowflake Data Clean Rooms (2), Snowflake Data Clean Room in data-clean-rooms read as Snowflake Data Clean Rooms (2), SplitMetrics in app-store-optimization read as SplitMetrics Optimize (2), Tealium AudienceStream in data-management-platforms read as Tealium Customer Data Hub (2), WordStream (now part of LocaliQ) in search-and-social-advertising-platforms read as WordStream Advisor (2), Yelp in review-and-reputation-management read as Yelp for Business (2), ZINFI UPM in channel-partner-and-local-marketing read as ZINFI Unified Partner Management (2), Zendesk in conversational-marketing read as Zendesk Chat (2), Zendesk Suite in customer-support-helpdesk read as Zendesk Support Suite (2), Zoho in cpq read as Zoho CRM (2), Zoho in lead-routing-and-management read as Zoho CRM (2), Zoho in revenue-intelligence-and-forecasting read as Zoho CRM (2), Zoho CRM Motivator in sales-gamification read as Zoho Motivator (2), Zoom in conversation-intelligence read as Zoom Revenue Accelerator (2), Absorb in customer-education-and-lms read as Absorb LMS (1), Acquia in digital-asset-management read as Acquia DAM (1), Acquia in marketing-cms read as Acquia Drupal (1), Acquia Monsido in website-governance-and-accessibility read as Acquia Web Governance (1), Acquia/Monsido Web Governance in website-governance-and-accessibility read as Acquia Web Governance (1), AdForm in programmatic-and-display-advertising read as Adform DSP (1), Adobe in ecommerce-platforms read as Adobe Commerce (1), Adobe in experimentation-and-personalization read as Adobe Target (1), Adobe in identity-resolution read as Adobe Real-Time CDP (1), Adobe in search-and-social-advertising-platforms read as Adobe Advertising (1), Adobe AEM in marketing-cms read as Adobe Experience Manager (1), Adobe CDP in customer-data-platforms read as Adobe Real-Time CDP (1), Adobe Experience Manager (AEM) in digital-asset-management read as Adobe Experience Manager Assets (1), Adobe Experience Platform Tags, formerly Adobe Launch in tag-management read as Adobe Experience Platform Tags (1), Ahrefs (Brand Radar) in ai-visibility-tracking read as Ahrefs Brand Radar (1), Akeneo (Community Edition / LibrePIM) in product-information-management read as Akeneo PIM (1), Akeneo (Community/Self-Hosted) in product-information-management read as Akeneo PIM (1), Akeneo (Enterprise/Growth Edition) in product-information-management read as Akeneo PIM (1), Akeneo (Growth Edition) in product-information-management read as Akeneo PIM (1), Akeneo Growth in product-information-management read as Akeneo PIM (1), Amplemarket in ai-sdr-agents read as Amplemarket Duo (1), Amplemarket (Duo Copilot) in ai-sdr-agents read as Amplemarket Duo (1), Amplemarket (Duo) in ai-sdr-agents read as Amplemarket Duo (1), Artisan (with "Ava") in ai-sdr-agents read as Artisan Ava (1), Avoma in lead-routing-and-management read as Avoma Scheduler (1), Birdeye in ai-visibility-tracking read as Birdeye AI Search (1), Bloomreach (Discovery) in ecommerce-search-and-merchandising read as Bloomreach Discovery (1), Bulk Email Checker in email-verification read as BulkEmailChecker (1), Calabrio ONE in contact-center-quality-assurance read as Calabrio ONE (1), Calendly (Routing Forms) in lead-routing-and-management read as Calendly Routing (1), CallMiner in conversation-intelligence read as CallMiner Eureka (1), Callminer in contact-center-quality-assurance read as CallMiner Eureka (1), Cisco Webex (Standard Edition) in webinar-virtual-events read as Cisco Webex Webinars (1), Cision (CisionOne) in pr-and-media-monitoring read as CisionOne (1), Clari in conversation-intelligence read as Clari Copilot (1), CoSchedule (Marketing Calendar) in content-marketing-platforms read as CoSchedule Marketing Suite (1), Commanders Act in tag-management read as Commanders Act Enterprise Tag Manager (1), Conga POM in pricing-optimization read as Conga Price Optimization & Management (1), Convert.com (with Convert Nexus) in experimentation-and-personalization read as Convert Experiences (1), Coupa in contract-lifecycle-management-and-e-signature read as Coupa CLM (1), Customerlabs in identity-resolution read as CustomerLabs 1PD Ops (1), Databricks SQL in data-warehouse-reverse-etl read as Databricks SQL Warehouse (1), Deque in website-governance-and-accessibility read as Deque axe Platform (1), Dialpad (Dialpad Connect) in contact-center-platforms read as Dialpad Ai Contact Center (1), Elastic Path in ecommerce-platforms read as Elastic Path Composable Commerce (1), Experian in crm-data-quality-and-deduplication read as Experian Data Quality (1), Facebook in native-and-content-advertising read as Meta Ads (1), Facebook in programmatic-and-display-advertising read as Meta Ads (1), Freshdesk Freddy in chatbots-and-conversational-ai-for-support read as Freshdesk Freddy AI (1), Freshworks in customer-support-helpdesk read as Freshdesk (1), Gainsight (Customer Success) in customer-success-platforms read as Gainsight Customer Success (1), Gainsight inSided (Gainsight Digital Hub) in community-platforms read as Gainsight Customer Communities (1), Genesys in ai-voice-agents read as Genesys Cloud CX (1), Genesys in chatbots-and-conversational-ai-for-support read as Genesys Cloud CX (1), GetStream in in-app-messaging-and-customer-communications read as Stream Chat (1), GetStream (Stream Chat) in in-app-messaging-and-customer-communications read as Stream Chat (1), Google Ads location targeting in retail-proximity-and-iot-marketing read as Google Ads (1), Google Appointments in meeting-scheduling read as Google Calendar Appointment Scheduling (1), Google Calendar ( Appointment Slots ) in meeting-scheduling read as Google Calendar Appointment Scheduling (1), Google Calendar (Built-in Appointment Slots) in meeting-scheduling read as Google Calendar Appointment Scheduling (1), Google Play Store Listing Experiments in app-store-optimization read as Google Play Console (1), HubSpot in conversation-intelligence read as HubSpot Sales Hub (1), HubSpot in creative-automation read as HubSpot Marketing Hub (1), HubSpot in data-enrichment read as HubSpot Breeze Intelligence (1), HubSpot in mobile-apps read as HubSpot Marketing Hub (1), HubSpot (CRM Suite) in data-management-platforms read as HubSpot Marketing Hub (1), HubSpot (Commerce Hub) in cpq read as HubSpot Commerce Hub (1), HubSpot (Free CRM Tier) in customer-intelligence-and-data-science read as HubSpot CRM (1), HubSpot (Free CRM tier) in ecommerce-marketing read as HubSpot Marketing Hub (1), HubSpot (Free CRM) in data-management-platforms read as HubSpot Marketing Hub (1), HubSpot (Free Hub + Sales/Service Hubs) in conversational-marketing read as HubSpot Conversations (1), HubSpot (Free Plan) in content-marketing-platforms read as HubSpot Content Hub (1), HubSpot (Free Plan) in customer-feedback-and-surveys read as HubSpot Service Hub (1), HubSpot (Free Tier) in content-marketing-platforms read as HubSpot Content Hub (1), HubSpot (Free/Starter Tier) in marketing-automation read as HubSpot Marketing Hub (1), HubSpot (Higher Tiers) in lead-routing-and-management read as HubSpot Sales Hub (1), HubSpot (Lite) in data-management-platforms read as HubSpot Marketing Hub (1), HubSpot (MRM tool as an add-on) in marketing-resource-management read as HubSpot Marketing Hub (1), HubSpot (Marketing Hub Professional/Enterprise) in account-based-marketing-platforms read as HubSpot Marketing Hub (1), HubSpot (Marketing Hub Starter/Professional) in search-and-social-advertising-platforms read as HubSpot Ads (1), HubSpot (Marketing Hub) in customer-intelligence-and-data-science read as HubSpot CRM (1), HubSpot (Marketing Hub) in ecommerce-marketing read as HubSpot Marketing Hub (1), HubSpot (Marketing Hub) in marketing-automation read as HubSpot Marketing Hub (1), HubSpot (Marketing Hub) in marketing-resource-management read as HubSpot Marketing Hub (1), HubSpot (Native Dialer) in sales-dialers-and-calling read as HubSpot Sales Hub (1), HubSpot (Sales Hub + Content Hub) in sales-enablement-and-content read as HubSpot Sales Hub (1), HubSpot (Sales Hub Starter/Pro) in revenue-intelligence-and-forecasting read as HubSpot Sales Hub (1), HubSpot (Sales Hub) in field-sales-tools read as HubSpot Sales Hub (1), HubSpot (Sales Hub) in lead-routing-and-management read as HubSpot Sales Hub (1), HubSpot (Sales Hub) in revenue-intelligence-and-forecasting read as HubSpot Sales Hub (1), HubSpot (Service Hub) in customer-success-platforms read as HubSpot Customer Success Workspace (1), HubSpot (Starter Customer Platform) in lead-routing-and-management read as HubSpot Sales Hub (1), HubSpot (Starter or Pro) in lead-routing-and-management read as HubSpot Sales Hub (1), HubSpot (Starter or Professional) in creative-automation read as HubSpot Marketing Hub (1), HubSpot (specifically the Content Hub) in content-marketing-platforms read as HubSpot Content Hub (1), HubSpot (using HubSpot Breeze) in identity-resolution read as HubSpot Breeze Intelligence (1), HubSpot (with Breeze Intelligence) in data-management-platforms read as HubSpot Marketing Hub (1), HubSpot (with Breeze Intelligence/Clearbit) in data-management-platforms read as HubSpot Marketing Hub (1), HubSpot (with Data Management Hub) in data-management-platforms read as HubSpot Marketing Hub (1), HubSpot (with Jotform) in landing-pages-and-interactive-content read as HubSpot Landing Pages (1), HubSpot ABM Tools in account-based-marketing-platforms read as HubSpot Marketing Hub (1), HubSpot Ads Management (Free Tier) in search-and-social-advertising-platforms read as HubSpot Ads (1), HubSpot Ads Management (within Marketing Hub) in search-and-social-advertising-platforms read as HubSpot Ads (1), HubSpot Analytics in web-analytics read as HubSpot Marketing Hub (1), HubSpot Breeze in ai-sdr-agents read as HubSpot Prospecting Agent (1), HubSpot Breeze in data-enrichment read as HubSpot Breeze Intelligence (1), HubSpot Breeze AI (Breeze Intelligence) in ai-marketing-agents read as HubSpot Breeze (1), HubSpot Content Hub Free or Starter in content-marketing-platforms read as HubSpot Content Hub (1), HubSpot Data Hub (Pro+ tiers) in crm-data-quality-and-deduplication read as HubSpot Operations Hub (1), HubSpot Data Quality in crm-data-quality-and-deduplication read as HubSpot Operations Hub (1), HubSpot Data Quality tools in crm-data-quality-and-deduplication read as HubSpot Operations Hub (1), HubSpot Marketing in mobile-apps read as HubSpot Marketing Hub (1), HubSpot Marketing Hub Ads in search-and-social-advertising-platforms read as HubSpot Ads (1), HubSpot Marketing Hub Professional or Enterprise in marketing-automation read as HubSpot Marketing Hub (1), HubSpot Marketing Hub Social Media Management in social-media-management read as HubSpot Social (1), HubSpot Native Tools in crm-data-quality-and-deduplication read as HubSpot Operations Hub (1), HubSpot Quoting in cpq read as HubSpot Commerce Hub (1), HubSpot Smart CRM in crm read as HubSpot CRM (1), HubSpot's AEO Grader in ai-visibility-tracking read as HubSpot AEO Grader (1), HubSpot's Free Email Signature Generator in email-signature-management read as HubSpot Email Signature Generator (1), HubSpot's free AI Search Grader in ai-visibility-tracking read as HubSpot AEO Grader (1), HubSpot's free meeting scheduler in meeting-scheduling read as HubSpot Meetings (1), HubSpot's meeting scheduler in meeting-scheduling read as HubSpot Meetings (1), Hubspot in email-marketing read as HubSpot Marketing Hub (1), Hunter (formerly email-finder) in email-verification read as Hunter Email Verifier (1), Hunter.io (Email Verifier) in email-verification read as Hunter Email Verifier (1), Hunter.io Email Verifier in email-verification read as Hunter Email Verifier (1), Informatica in product-information-management read as Informatica Product 360 (1), Informatica Cloud Data Quality in crm-data-quality-and-deduplication read as Informatica Data Quality (1), Informatica Cloud Data Quality (IDMC) in crm-data-quality-and-deduplication read as Informatica Data Quality (1), Instagram in mobile-apps read as Meta Advantage+ App Campaigns (1), Intercom (Fin AI Agent) in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (1), Intercom (with Fin AI) in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (1), Intercom with Fin AI Agent in chatbots-and-conversational-ai-for-support read as Intercom Fin AI Agent (1), Keen in attribution-mmm read as Keen Decision Systems (1), Khoros (formerly BQMS) in community-platforms read as Khoros Communities (1), Khoros (formerly Lithium) in community-platforms read as Khoros Communities (1), Klaviyo in ai-marketing-agents read as Klaviyo AI (1), Klaviyo (Data Platform) in customer-data-platforms read as Klaviyo Data Platform (1), Klaviyo (SMS add-on) in sms-and-whatsapp-marketing read as Klaviyo SMS (1), LinkedIn in mobile-apps read as LinkedIn Advertising (1), LinkedIn in programmatic-and-display-advertising read as LinkedIn Campaign Manager (1), LinkedIn in search-and-social-advertising-platforms read as LinkedIn Campaign Manager (1), LiveRamp (RampID) in identity-resolution read as LiveRamp Identity Resolution (1), Loyverse in loyalty-advocacy-and-referrals read as Loyverse POS (1), Magentrix in partner-relationship-management read as Magentrix PRM (1), Magnolia in marketing-cms read as Magnolia CMS (1), Meta in programmatic-and-display-advertising read as Meta Ads (1), Meta (FB/Instagram/Reels) in video-advertising read as Meta Ads (1), Meta (Facebook & Instagram) Video Ads in video-advertising read as Meta Ads (1), Meta (Facebook + Instagram) in video-advertising read as Meta Ads (1), Meta (Facebook and Instagram) in video-advertising read as Meta Ads (1), Meta (Facebook/Instagram Reels) in video-advertising read as Meta Ads (1), Meta (Facebook/Instagram) in programmatic-and-display-advertising read as Meta Ads (1), Meta (Instagram & Facebook) in video-advertising read as Meta Ads (1), Meta Ads (Facebook/Instagram) in mobile-apps read as Meta Advantage+ App Campaigns (1), Meta/Facebook in video-advertising read as Meta Ads (1), Microsoft in customer-data-platforms read as Microsoft Dynamics 365 Customer Insights (1), Microsoft Ads in search-and-social-advertising-platforms read as Microsoft Advertising (1), Microsoft Ads (Bing) in search-and-social-advertising-platforms read as Microsoft Advertising (1), Moloco's Retail Media Platform in retail-media-platforms read as Moloco Retail Media Platform (1), MuleSoft (Salesforce) in workflow-automation-and-ipaas read as MuleSoft Anypoint Platform (1), Neon (Neon Mobile) in conversation-intelligence read as Neon Mobile (1), Nielsen (NCS/Gracenote) in attribution-mmm read as Nielsen Marketing Mix Modeling (1), OpenText in digital-asset-management read as OpenText Media Management (1), Oracle in crm read as Oracle Sales (1), Oracle in identity-resolution read as Oracle Unity (1), Oracle Commerce in ecommerce-platforms read as Oracle CX Commerce (1), PROS (now Conga for the B2B line) in pricing-optimization read as PROS Smart Price Optimization & Management (1), PayPal (Recurring Billing) in billing-and-subscription-management read as PayPal Subscriptions (1), Pipedrive PRM in partner-relationship-management read as Pipedrive (1), Plauti (Duplicate Check) in crm-data-quality-and-deduplication read as Plauti Deduplicate (1), PostGrid's Address Verification API in address-verification read as PostGrid Address Verification (1), PostGrid’s Address Verification API in address-verification read as PostGrid Address Verification (1), Qlik Talend in crm-data-quality-and-deduplication read as Talend Data Quality (1), Qualtrics XM in customer-feedback-and-surveys read as Qualtrics CustomerXM (1), Rasa in ai-voice-agents read as Rasa Voice (1), Reddit in video-advertising read as Reddit Ads (1), Reoon in email-verification read as Reoon Email Verifier (1), SAP in crm read as SAP Sales Cloud (1), SAP in ecommerce-platforms read as SAP Commerce Cloud (1), SAP in territory-and-quota-planning read as SAP Commissions (1), SAP SuccessFactors Territory & Quota in territory-and-quota-planning read as SAP Territory and Quota (1), SEMrush in ai-visibility-tracking read as Semrush AI Visibility Toolkit (1), SalesLoft in ai-sdr-agents read as Salesloft Rhythm (1), SalesLoft in sales-coaching-and-training read as Salesloft Conversations (1), SalesLoft in sales-dialers-and-calling read as Salesloft Dialer (1), Salesforce in attribution-mmm read as Salesforce Sales Cloud (1), Salesforce in chatbots-and-conversational-ai-for-support read as Salesforce Agentforce (1), Salesforce in community-platforms read as Salesforce Experience Cloud (1), Salesforce in customer-success-platforms read as Salesforce Service Cloud (1), Salesforce in customer-support-helpdesk read as Salesforce Service Cloud (1), Salesforce in data-management-platforms read as Salesforce Audience Studio (1), Salesforce in sales-engagement read as Salesforce Sales Engagement (1), Salesforce (Customer 360 / Interaction Studio) in customer-data-platforms read as Salesforce Data Cloud (1), Salesforce (Einstein Data Cloud) in data-management-platforms read as Salesforce Audience Studio (1), Salesforce (Enterprise/Unlimited) in crm read as Salesforce Sales Cloud (1), Salesforce (Essentials) in crm read as Salesforce Sales Cloud (1), Salesforce (Essentials/Starter or full editions) in crm read as Salesforce Sales Cloud (1), Salesforce (Starter or Suite) in revenue-intelligence-and-forecasting read as Salesforce Revenue Intelligence (1), Salesforce (including Lead Assignment Rules and Sales Cloud) in lead-routing-and-management read as Salesforce Lead Assignment Rules (1), Salesforce Assignment Rules in lead-routing-and-management read as Salesforce Lead Assignment Rules (1), Salesforce CPQ (Agentforce Revenue Management) in cpq read as Salesforce Revenue Cloud (1), Salesforce CPQ/Revenue Cloud in cpq read as Salesforce Revenue Cloud (1), Salesforge's Agent Frank in ai-sdr-agents read as Salesforge Agent Frank (1), Salesloft in ai-sdr-agents read as Salesloft Rhythm (1), Salesloft in conversation-intelligence read as Salesloft Conversations (1), Salesloft in sales-coaching-and-training read as Salesloft Conversations (1), Sandler in sales-coaching-and-training read as Sandler Training (1), Segment (Twilio) in identity-resolution read as Twilio Segment Unify (1), Segment (now part of Twilio) in identity-resolution read as Twilio Segment Unify (1), Semrush in search-and-social-advertising-platforms read as Semrush Advertising Toolkit (1), Semrush (Listing Management) in local-listings-management read as Semrush Local (1), Shopify (Native OMS) in order-management-systems read as Shopify OMS (1), Shopify (with B2B features) in order-management-systems read as Shopify OMS (1), Shopify (with built-in OMS features) in order-management-systems read as Shopify OMS (1), Shopify's free Search & Discovery in ecommerce-search-and-merchandising read as Shopify Search & Discovery (1), Shopify's free Search & Discovery app in ecommerce-search-and-merchandising read as Shopify Search & Discovery (1), Similarweb (GenAI Intelligence) in ai-visibility-tracking read as Similarweb AI Search Intelligence (1), Stibo Systems (STEP) in product-information-management read as Stibo Systems STEP (1), Stream (GetStream.io) in in-app-messaging-and-customer-communications read as Stream Chat (1), Superscale in ai-marketing-agents read as Superscale AI (1), Tealium IQ in tag-management read as Tealium iQ Tag Management (1), Tealium iQ (Community Edition) in tag-management read as Tealium iQ Tag Management (1), TikTok in mobile-apps read as TikTok Ads (1), Twilio in identity-resolution read as Twilio Segment Unify (1), Twilio (Conversations) in in-app-messaging-and-customer-communications read as Twilio Conversations (1), Twilio (direct/CPaaS) in mobile-marketing-and-push read as Twilio Programmable Messaging (1), Twilio Segment (Unify) in identity-resolution read as Twilio Segment Unify (1), Usercentrics Web CMP in consent-and-privacy-management read as Usercentrics CMP (1), Varicent (IBM Planning Analytics with Varicent) in territory-and-quota-planning read as Varicent Territory and Quota Planning (1), WebYes in website-governance-and-accessibility read as WebYes Accessibility (1), WebYes (or WebYes Suite) in website-governance-and-accessibility read as WebYes Accessibility (1), Webex Events & Webinars in webinar-virtual-events read as Webex Webinars (1), WordStream (by LocaliQ) in search-and-social-advertising-platforms read as WordStream Advisor (1), WordStream (now LocaliQ) in search-and-social-advertising-platforms read as WordStream Advisor (1), WordStream by LocaliQ in search-and-social-advertising-platforms read as WordStream Advisor (1), Workday Adaptive in territory-and-quota-planning read as Workday Adaptive Planning (1), Wrike (MRM extension) in marketing-resource-management read as Wrike for Marketing (1), Writesonic (GEO Suite) in ai-visibility-tracking read as Writesonic GEO (1), Xactly (Incent) in sales-commissions-and-incentive-compensation read as Xactly Incent (1), Xactly (Incentive) in sales-commissions-and-incentive-compensation read as Xactly Incent (1), Yotpo (Referrals module) in referral-and-partner-programs read as Yotpo Loyalty & Referrals (1), Yotpo (now part of Alight) in loyalty-advocacy-and-referrals read as Yotpo Loyalty & Referrals (1), YouTube (Google Ads) in video-advertising read as YouTube Ads (1), YouTube Advertising in video-advertising read as YouTube Ads (1), YouTube advertising in video-advertising read as YouTube Ads (1), ZINFI (Unified Partner Management) in channel-partner-and-local-marketing read as ZINFI Unified Partner Management (1), Zendesk (Answer Bot) in chatbots-and-conversational-ai-for-support read as Zendesk AI (1), Zendesk Suite in contact-center-platforms read as Zendesk Contact Center (1), Zendesk Suite in knowledge-base-and-self-service read as Zendesk Guide (1), Zoho in chatbots-and-conversational-ai-for-support read as Zoho SalesIQ (1), Zoho in customer-intelligence-and-data-science read as Zoho Analytics (1), Zoho in email-marketing read as Zoho Campaigns (1), Zoho in sales-engagement read as Bigin by Zoho (1), Zoho in territory-and-quota-planning read as Zoho CRM (1), Zoho in webinar-virtual-events read as Zoho Webinar (1), Zoho Backstage in event-lead-capture read as Zoho Backstage Lead Retrieval (1), Zoho CRM CPQ in cpq read as Zoho CPQ (1), folk in ai-marketing-agents read as folk CRM (1), monday Sales CRM in crm read as monday CRM (1) Combined answers split into one label per product: 11x/Alice, Abmatic AI/ZenABM, Acast/Midroll, Acquia/Widen, AdLib/Realize, Ada/Tidio, Adobe Analytics / Adobe Experience Cloud, Adobe Analytics / Adobe Marketo Measure (Bizible), Adobe Analytics / Adobe Real-Time CDP, Adobe Commerce/Magento, Adobe Experience Platform Launch / Adobe Launch, Ahrefs / SEMrush, Air/Brandfolder, Aircall/Close, Airtable + Zapier, Allbound / ChannelScaler, Amazon DSP / Amazon Business, App Store Connect/Play Console, AppLovin / ironSource (Unity), Applyra/AppDrift, Artisan AI / Ava, Aspire/Grin, BigMarker / RingCentral Events, Bigin by Zoho CRM / Zoho CRM, Birch/Revealbot, Birdeye/Podium, Bizible / Adobe Marketo Measure, Brandwatch Consumer Intelligence / Meltwater, Brandwatch/Meltwater, BriteVerify / Validity, Buffer/Hootsuite, CHEQ Enterprise / CHEQ Essentials, CSC / OpSec, CTM / CallTrackingMetrics, Canva / Adobe Express, Canva Business / Canva Enterprise, Channelscaler / Allbound, Chorus / ZoomInfo, Chorus.ai / ZoomInfo Chorus, Chorus/iHeart, ChurnZero / Totango, Cin7 Core (formerly DEAR Systems) / Cin7 Omni, Cin7 Core / Cin7 Omni, Cision / CisionOne, Cision/CisionOne, CisionOne / Cision, Clari Copilot / HubSpot Sales Hub, Clay + Claygent, Clearbit / HubSpot Data Enrichment, Clearbit Reveal/Bombora, Clearbit/HubSpot, ClicData/Domo, ClickGUARD / ClickGuard, ClickGUARD/ClickGuardian, ClickGuard / ClickGuardian, ClickGuardian / ClickGuard, ClickUp/Monday.com, Competely / Competitors App, Contently / Optimizely, Contently/StoryChief, Contentsquare/Hotjar, ConvertKit/Brevo, Crayon/Klue, Cvent LeadCapture / iCapture, DV360 / The Trade Desk, Dealfront / Echobot, Dealfront/Leadfeeder, Demandbase/Terminus (now DemandScience), Distribution Engine / Traction Complete, Drift / Intercom, Drift / Salesloft Drift, Drift/Salesloft, DubBot/PowerMapper, Ecwid/Square Online, EmbedSocial/EmbedReviews, Enji/ClickUp, EveryoneSocial/DSMN8, Experian Marketing Services / Neustar, Facebook & Instagram Ads, Facebook/Instagram, Facebook/Instagram (Meta Ads), Facebook/Instagram (Meta), Facebook/Instagram Ads, Facebook/Instagram Ads (Meta), Facebook/Meta, Facebook/Meta Ads, Factors.ai / HockeyStack, FeedbackRobot/BrightLocal, Firebase/Google Analytics, Fivetran Activations / Census, Flowla/Dock, Freshchat / Freshdesk Freddy AI, Freshchat/Freshdesk, Freshdesk / Freshcaller, Freshdesk/Freshcaller, Freshservice / Freshdesk (by Freshworks), GlockApps/Litmus, Gong / Clari, Gong/Chorus, Google Ads / YouTube, Google Ads/Meta, Google Ads/YouTube, Google Alerts + Google Trends, Google Analytics 360 / GA4 360, Google Display Network (GDN) & Google Ads, Google Display Network / Google Ads, Google Drive / SharePoint, Google Drive/Dropbox, Google Drive/OneDrive, Google Maps / Google Business Profile, Google Maps / Google Places API, Google Maps / Waze, Google Marketing Platform / Search Ads 360, Google Meridian / Meta Robyn, Google Search Console & Google Analytics 4, Google Trends & Search Console, Grain / Claap, Grain / Claap / tl;dv, Groove/Helply, Higher Logic Thrive / Higher Logic Vanilla, Highspot/Seismic, Hotjar / Contentsquare, Hotjar/Contentsquare, Hotjar/Mixpanel, HubSpot + Breeze Intelligence, HubSpot + HockeyStack, HubSpot Academy + HubSpot CRM, HubSpot Attribution / HubSpot Analytics, HubSpot Breeze / Clearbit, HubSpot Breeze/Clearbit, HubSpot CMS / Content Hub, HubSpot CMS Hub / Content Hub, HubSpot CMS/Content Hub, HubSpot CRM + Sales Hub, HubSpot CRM / Sales Hub, HubSpot Chat / Breeze, HubSpot Content Hub / Marketing Hub, HubSpot Customer Platform / HubSpot CDP, HubSpot Data Hub / HubSpot CRM, HubSpot Events / Marketing Hub, HubSpot Free CRM + Marketing Hub, HubSpot Live Chat & Chatbot, HubSpot Marketing Hub + Content Hub, HubSpot Marketing Hub / HubSpot Conversations, HubSpot Sales Hub / HubSpot Meetings, HubSpot Service Hub / HubSpot CRM, HubSpot Smart CRM / HubSpot CDP, HubSpot Starter/Sales Hub, HubSpot/Mailchimp, Infillion/Gimbal, Instapage/Unbounce, Intercom + Fin AI Agent, Intercom / Fin AI Agent, Intercom / Intercom Fin, IronSource / Unity LevelPlay, Keap / Infusionsoft, Klevu / Searchspring (Athos Commerce), LeadSift/Bombora, Lessonly/Seismic, LetSignit / Letsignit, Litmus / Validity Engage, LiveRamp / Habu, LiveRamp Safe Haven / LiveRamp Clean Room, LiveRamp/Habu, LiveRamp/Zeotap, Loop & Tie, LoyaltyLion / Yotpo Loyalty, MaestroQA / Rippit, Magento / Adobe Commerce, Magento Open Source / Adobe Commerce, Magento/Adobe Commerce, Mail Tester / Mail-Tester, Mailgun Optimize / Mailgun, Marketo/Adobe Marketo Engage, Meltwater & Brandwatch (Cision), Meltwater/Klear, Mention / Brand24 (Basic), Meta/Facebook & Instagram Ads, Microsoft Audience Network / Yahoo Gemini, Microsoft OneDrive / SharePoint, Microsoft Power BI Premium / Fabric, Microsoft SharePoint & OneDrive, Midroll/Acast, Mindmatrix/Xamplify, Mintel / Statista, NICE CXone / NICE CXone Mpower, NICE inContact / NICE CXone, Neustar/TransUnion, NielsenIQ / Kantar, Notion/Airtable, Nusii/FreshBooks, Onclusive / Critical Mention, Onclusive / LexisNexis Newsdesk, Optimizely/VWO, PandaDoc CPQ/Proposify, PartnerPortal / Channelscaler, PitchMonster / Kendo AI, Postgres/Redshift, Propensity / Rollworks, Prowly / Semrush AI PR Toolkit, Qlik Sense / Qlik Cloud Analytics, QuickBooks Online + Webgility, QuickBooks Online / Webgility, Quo (formerly OpenPhone) + Sona, Quo/OpenPhone, RB2B / Leadfeeder, Recast/Measured, RedCircle / Spreaker Ad Exchange, Refersion/CJ Affiliate, Reply.io / Jason AI, Responsive / RFPIO, Return Path/Validity, Revenue Cloud / Salesforce Revenue Intelligence, Rewardful/FirstPromoter, RingCentral RingCX / RingCentral, Ruler Analytics / SegMetrics, SAP Analytics Cloud / Cognos, SAP Order Management / SAP S/4HANA, Salesforce Data Cloud / Salesforce Customer 360, Salesforce Data Cloud / Salesforce Data 360, Salesforce Einstein / Salesforce Routing, Salesforce Maps / Geopointe, Salesforce Marketing Cloud Account Engagement / Pardot, Salesforce PRM / Salesforce Partner Cloud, Salesforce Revenue Cloud / Revenue Cloud Advanced, Salesforce Revenue Cloud / Salesforce CPQ, Salesloft/Clari Copilot, Salesloft/Clari Groove, Segment/Twilio Engage, Seismic / Seismic Learning (Lessonly), Seismic/Highspot/Mindtickle, Seismic/Lessonly, Semrush .Trends / Semrush, Semrush Listing Management / Semrush Local, Sendinblue/Brevo, Sendoso / Postal by Sendoso, ShareASale/Awin, Shopify Plus / Shopify, Shopify Plus / Shopify B2B, Slack/Discord, Sprout Social / Hootsuite, Sprout Social/Tagger, Swarmify/SmartVideo, Tableau Public/Tableau Cloud, Tableau/Catalyst, Terminus/AdRoll, Terminus/RollWorks, Thinkific / Thinkific Plus, Totango / Odie, Triple Whale / ThoughtMetric, Userlane/Tango, Vapi/Retell AI, VistaPrint/PsPrint, Warmbox / Warmy.io, Welcome/Optimizely, WhatConverts / CallRail, WhatsApp/Facebook Messenger, Wix / Wix Studio, Wix Studio/Squarespace, Wix/Squarespace, WooCommerce / WordPress, WordPress + Elementor, WordStream/LocaliQ, WorkRamp/Learn:Up, Yesware/Mixmax, Yext/Uberall, Yotpo Loyalty / Yotpo Referrals, YouTube/Google Ads video campaigns, Zapier/Make, Zappi / Suzy / Attest, Zendesk / Zendesk Guide, Zendesk Gather / Zendesk Community, Zendesk Guide / Zendesk Sunshine, Zendesk Talk / Zendesk, Zift/Unifyr, Zoho Bigin / Zoho CRM, Zoho CRM / Bigin, Zoho CRM / Bigin by Zoho, Zoho CRM / Zoho One, Zoho CRM / Zoho SalesIQ, Zoho Marketing Automation / Zoho CRM, Zoho Marketing Plus / Zoho CRM Plus, Zoho Marketing Plus / Zoho One, Zoom Phone + Zoom Contact Center, axe DevTools / Deque, momencio/Cvent, monday.com / monday Work Management, phpBB/MyBB ## Appendix: loose paraphrase stability - Claude Haiku 4.5: a direct first choice kept as first choice or alternative in 43 of 111 categories (39%); differing under the strict rule: account-based-marketing-platforms, address-verification, affiliate-and-partner-management, ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, ai-voice-agents, app-store-optimization, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, b2b-intent-data, billing-and-subscription-management, brand-protection, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, click-fraud-protection, client-onboarding, community-platforms, competitive-intelligence, consent-and-privacy-management, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversation-intelligence, conversational-marketing, cpq, creative-automation, crm, crm-data-quality-and-deduplication, customer-data-platforms, customer-education-and-lms, customer-feedback-and-surveys, customer-intelligence-and-data-science, customer-success-platforms, customer-support-helpdesk, data-clean-rooms, data-management-platforms, data-warehouse-reverse-etl, digital-asset-management, digital-sales-rooms, direct-mail-and-gifting, ecommerce-marketing, ecommerce-platforms, ecommerce-search-and-merchandising, email-deliverability-and-testing, email-signature-management, email-verification, employee-advocacy, event-lead-capture, event-management-platforms, experimentation-and-personalization, field-sales-tools, identity-resolution, in-app-messaging-and-customer-communications, influencer-platforms, interactive-demo-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, lead-routing-and-management, local-listings-management, loyalty-advocacy-and-referrals, market-intelligence, marketing-resource-management, mobile-apps, mobile-marketing-and-push, native-and-content-advertising, order-management-systems, pr-and-media-monitoring, pricing-optimization, print, product-analytics, product-information-management, programmatic-and-display-advertising, proposal-software, referral-and-partner-programs, retail-media-platforms, retail-proximity-and-iot-marketing, revenue-intelligence-and-forecasting, review-and-reputation-management, rfp-response-software, sales-coaching-and-training, sales-commissions-and-incentive-compensation, sales-dialers-and-calling, sales-enablement-and-content, sales-engagement, search-and-social-advertising-platforms, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, social-media-management, tag-management, territory-and-quota-planning, value-selling-tools, video-advertising, video-marketing-and-hosting, webinar-virtual-events, website-governance-and-accessibility, workflow-automation-and-ipaas - GPT-5.4 mini: a direct first choice kept as first choice or alternative in 65 of 112 categories (58%); differing under the strict rule: account-based-marketing-platforms, affiliate-and-partner-management, ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, ai-voice-agents, app-store-optimization, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, b2b-intent-data, brand-protection, channel-partner-and-local-marketing, click-fraud-protection, competitive-intelligence, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversation-intelligence, conversational-marketing, cpq, creative-automation, crm, crm-data-quality-and-deduplication, customer-data-platforms, customer-education-and-lms, customer-success-platforms, customer-support-helpdesk, data-clean-rooms, data-management-platforms, digital-adoption-and-onboarding, digital-sales-rooms, direct-mail-and-gifting, ecommerce-marketing, email-deliverability-and-testing, email-verification, employee-advocacy, event-lead-capture, event-management-platforms, identity-resolution, in-app-messaging-and-customer-communications, influencer-platforms, interactive-demo-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, lead-routing-and-management, loyalty-advocacy-and-referrals, market-intelligence, marketing-resource-management, native-and-content-advertising, order-management-systems, pricing-optimization, print, product-analytics, programmatic-and-display-advertising, referral-and-partner-programs, retail-proximity-and-iot-marketing, revenue-intelligence-and-forecasting, review-and-reputation-management, rfp-response-software, sales-coaching-and-training, sales-commissions-and-incentive-compensation, sales-gamification, search-and-social-advertising-platforms, seo-content-optimization, sms-and-whatsapp-marketing, territory-and-quota-planning, value-selling-tools, video-advertising, web-analytics, webinar-virtual-events, website-governance-and-accessibility, workflow-automation-and-ipaas - Gemini 3.5 Flash: a direct first choice kept as first choice or alternative in 88 of 112 categories (79%); differing under the strict rule: account-based-marketing-platforms, address-verification, affiliate-and-partner-management, ai-sdr-agents, ai-visibility-tracking, ai-voice-agents, app-store-optimization, billing-and-subscription-management, brand-protection, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, click-fraud-protection, client-onboarding, contact-center-quality-assurance, creative-automation, crm, customer-data-platforms, customer-intelligence-and-data-science, customer-success-platforms, customer-support-helpdesk, dashboards-and-data-visualization, data-enrichment, data-warehouse-reverse-etl, digital-adoption-and-onboarding, digital-sales-rooms, email-deliverability-and-testing, email-marketing, email-signature-management, email-verification, employee-advocacy, event-lead-capture, event-management-platforms, experimentation-and-personalization, identity-resolution, in-app-messaging-and-customer-communications, knowledge-base-and-self-service, landing-pages-and-interactive-content, lead-routing-and-management, local-listings-management, loyalty-advocacy-and-referrals, marketing-automation, marketing-cms, marketing-resource-management, meeting-scheduling, mobile-apps, mobile-marketing-and-push, native-and-content-advertising, order-management-systems, partner-relationship-management, pr-and-media-monitoring, pricing-optimization, product-analytics, referral-and-partner-programs, retail-media-platforms, retail-proximity-and-iot-marketing, revenue-intelligence-and-forecasting, review-and-reputation-management, rfp-response-software, sales-coaching-and-training, sales-dialers-and-calling, sales-enablement-and-content, search-and-social-advertising-platforms, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, social-media-management, value-selling-tools, video-advertising, web-analytics, webinar-virtual-events, workflow-automation-and-ipaas - Perplexity Sonar: a direct first choice kept as first choice or alternative in 62 of 112 categories (55%); differing under the strict rule: account-based-marketing-platforms, ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, app-store-optimization, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, client-onboarding, community-platforms, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, conversation-intelligence, cpq, creative-automation, crm, crm-data-quality-and-deduplication, customer-data-platforms, customer-education-and-lms, customer-feedback-and-surveys, customer-intelligence-and-data-science, dashboards-and-data-visualization, data-clean-rooms, data-management-platforms, data-warehouse-reverse-etl, digital-adoption-and-onboarding, digital-asset-management, digital-sales-rooms, direct-mail-and-gifting, ecommerce-marketing, email-deliverability-and-testing, employee-advocacy, event-lead-capture, event-management-platforms, experimentation-and-personalization, field-sales-tools, identity-resolution, in-app-messaging-and-customer-communications, influencer-platforms, interactive-demo-platforms, landing-pages-and-interactive-content, lead-routing-and-management, local-listings-management, loyalty-advocacy-and-referrals, market-intelligence, marketing-automation, marketing-cms, marketing-resource-management, meeting-scheduling, mobile-apps, native-and-content-advertising, partner-relationship-management, pr-and-media-monitoring, print, product-information-management, referral-and-partner-programs, retail-media-platforms, retail-proximity-and-iot-marketing, revenue-intelligence-and-forecasting, rfp-response-software, sales-coaching-and-training, sales-dialers-and-calling, sales-engagement, search-and-social-advertising-platforms, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, social-media-management, territory-and-quota-planning, value-selling-tools, video-advertising, web-analytics, webinar-virtual-events, website-governance-and-accessibility, workflow-automation-and-ipaas - Grok 4.1 Fast: a direct first choice kept as first choice or alternative in 79 of 112 categories (71%); differing under the strict rule: affiliate-and-partner-management, ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, app-store-optimization, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, channel-partner-and-local-marketing, client-onboarding, community-platforms, competitive-intelligence, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, conversation-intelligence, conversational-marketing, creative-automation, customer-feedback-and-surveys, customer-support-helpdesk, dashboards-and-data-visualization, data-warehouse-reverse-etl, direct-mail-and-gifting, ecommerce-marketing, ecommerce-platforms, email-deliverability-and-testing, email-signature-management, email-verification, employee-advocacy, event-lead-capture, event-management-platforms, experimentation-and-personalization, identity-resolution, in-app-messaging-and-customer-communications, knowledge-base-and-self-service, landing-pages-and-interactive-content, lead-routing-and-management, loyalty-advocacy-and-referrals, marketing-cms, marketing-resource-management, mobile-apps, native-and-content-advertising, partner-relationship-management, pr-and-media-monitoring, pricing-optimization, print, programmatic-and-display-advertising, referral-and-partner-programs, retail-proximity-and-iot-marketing, revenue-intelligence-and-forecasting, review-and-reputation-management, rfp-response-software, sales-coaching-and-training, sales-commissions-and-incentive-compensation, sales-dialers-and-calling, sales-enablement-and-content, search-and-social-advertising-platforms, seo-content-optimization, sms-and-whatsapp-marketing, territory-and-quota-planning, value-selling-tools, video-advertising, webinar-virtual-events, website-governance-and-accessibility - Mistral Small: a direct first choice kept as first choice or alternative in 44 of 112 categories (39%); differing under the strict rule: account-based-marketing-platforms, address-verification, ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, app-store-optimization, attribution-mmm, audience-and-consumer-insights, b2b-intent-data, billing-and-subscription-management, brand-protection, call-tracking, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, client-onboarding, community-platforms, competitive-intelligence, consent-and-privacy-management, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversation-intelligence, conversational-marketing, cpq, creative-automation, crm, crm-data-quality-and-deduplication, customer-data-platforms, customer-education-and-lms, customer-feedback-and-surveys, customer-intelligence-and-data-science, customer-support-helpdesk, dashboards-and-data-visualization, data-clean-rooms, data-enrichment, data-management-platforms, data-warehouse-reverse-etl, digital-adoption-and-onboarding, digital-asset-management, digital-sales-rooms, direct-mail-and-gifting, ecommerce-marketing, ecommerce-platforms, ecommerce-search-and-merchandising, email-deliverability-and-testing, email-marketing, email-signature-management, email-verification, employee-advocacy, event-lead-capture, event-management-platforms, experimentation-and-personalization, identity-resolution, in-app-messaging-and-customer-communications, influencer-platforms, interactive-demo-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, lead-routing-and-management, local-listings-management, loyalty-advocacy-and-referrals, market-intelligence, marketing-automation, marketing-cms, marketing-resource-management, meeting-scheduling, mobile-apps, mobile-marketing-and-push, order-management-systems, partner-relationship-management, pr-and-media-monitoring, print, product-analytics, programmatic-and-display-advertising, referral-and-partner-programs, retail-media-platforms, retail-proximity-and-iot-marketing, revenue-intelligence-and-forecasting, review-and-reputation-management, rfp-response-software, sales-commissions-and-incentive-compensation, sales-dialers-and-calling, sales-enablement-and-content, sales-engagement, sales-gamification, search-and-social-advertising-platforms, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, territory-and-quota-planning, value-selling-tools, video-advertising, video-marketing-and-hosting, web-analytics, website-governance-and-accessibility, workflow-automation-and-ipaas - DeepSeek V4 Flash: a direct first choice kept as first choice or alternative in 78 of 112 categories (70%); differing under the strict rule: account-based-marketing-platforms, affiliate-and-partner-management, ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, ai-voice-agents, app-store-optimization, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, billing-and-subscription-management, brand-protection, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, click-fraud-protection, client-onboarding, community-platforms, competitive-intelligence, contact-center-platforms, contact-center-quality-assurance, conversational-marketing, creative-automation, crm-data-quality-and-deduplication, customer-data-platforms, customer-feedback-and-surveys, customer-intelligence-and-data-science, customer-success-platforms, customer-support-helpdesk, dashboards-and-data-visualization, data-clean-rooms, data-management-platforms, digital-asset-management, digital-sales-rooms, ecommerce-marketing, ecommerce-platforms, email-deliverability-and-testing, email-marketing, email-signature-management, email-verification, employee-advocacy, event-lead-capture, event-management-platforms, field-sales-tools, identity-resolution, in-app-messaging-and-customer-communications, knowledge-base-and-self-service, landing-pages-and-interactive-content, lead-routing-and-management, local-listings-management, loyalty-advocacy-and-referrals, market-intelligence, marketing-resource-management, mobile-marketing-and-push, native-and-content-advertising, order-management-systems, pr-and-media-monitoring, product-analytics, programmatic-and-display-advertising, referral-and-partner-programs, retail-proximity-and-iot-marketing, revenue-intelligence-and-forecasting, review-and-reputation-management, sales-coaching-and-training, sales-dialers-and-calling, sales-enablement-and-content, search-and-social-advertising-platforms, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, social-media-management, territory-and-quota-planning, value-selling-tools, video-advertising, video-marketing-and-hosting, webinar-virtual-events, website-governance-and-accessibility, workflow-automation-and-ipaas - Llama 4 Maverick: a direct first choice kept as first choice or alternative in 15 of 92 categories (16%); differing under the strict rule: account-based-marketing-platforms, affiliate-and-partner-management, ai-sdr-agents, ai-voice-agents, app-store-optimization, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, billing-and-subscription-management, call-tracking, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, click-fraud-protection, client-onboarding, competitive-intelligence, consent-and-privacy-management, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, cpq, creative-automation, crm-data-quality-and-deduplication, customer-education-and-lms, customer-feedback-and-surveys, customer-intelligence-and-data-science, customer-success-platforms, customer-support-helpdesk, dashboards-and-data-visualization, data-enrichment, data-management-platforms, digital-sales-rooms, direct-mail-and-gifting, ecommerce-search-and-merchandising, email-deliverability-and-testing, email-marketing, email-signature-management, employee-advocacy, event-lead-capture, experimentation-and-personalization, field-sales-tools, identity-resolution, in-app-messaging-and-customer-communications, influencer-platforms, interactive-demo-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, lead-routing-and-management, local-listings-management, loyalty-advocacy-and-referrals, market-intelligence, marketing-automation, marketing-cms, marketing-resource-management, meeting-scheduling, mobile-apps, mobile-marketing-and-push, native-and-content-advertising, order-management-systems, partner-relationship-management, pricing-optimization, print, product-analytics, programmatic-and-display-advertising, referral-and-partner-programs, retail-media-platforms, revenue-intelligence-and-forecasting, review-and-reputation-management, rfp-response-software, sales-commissions-and-incentive-compensation, sales-dialers-and-calling, sales-enablement-and-content, sales-engagement, sales-gamification, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, value-selling-tools, video-advertising, video-marketing-and-hosting, web-analytics, webinar-virtual-events, website-governance-and-accessibility, workflow-automation-and-ipaas - Qwen 3.7 Flash: a direct first choice kept as first choice or alternative in 62 of 112 categories (55%); differing under the strict rule: account-based-marketing-platforms, address-verification, ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, ai-voice-agents, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, billing-and-subscription-management, brand-protection, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, client-onboarding, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversation-intelligence, conversational-marketing, cpq, creative-automation, crm, crm-data-quality-and-deduplication, customer-data-platforms, customer-education-and-lms, customer-feedback-and-surveys, customer-success-platforms, customer-support-helpdesk, dashboards-and-data-visualization, data-clean-rooms, data-enrichment, data-management-platforms, digital-adoption-and-onboarding, digital-asset-management, digital-sales-rooms, direct-mail-and-gifting, ecommerce-marketing, ecommerce-platforms, email-deliverability-and-testing, email-signature-management, email-verification, employee-advocacy, event-lead-capture, event-management-platforms, field-sales-tools, identity-resolution, in-app-messaging-and-customer-communications, influencer-platforms, interactive-demo-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, lead-routing-and-management, local-listings-management, loyalty-advocacy-and-referrals, market-intelligence, marketing-resource-management, meeting-scheduling, mobile-apps, mobile-marketing-and-push, native-and-content-advertising, order-management-systems, partner-relationship-management, pricing-optimization, print, product-analytics, referral-and-partner-programs, retail-proximity-and-iot-marketing, revenue-intelligence-and-forecasting, review-and-reputation-management, rfp-response-software, sales-coaching-and-training, sales-commissions-and-incentive-compensation, sales-dialers-and-calling, sales-gamification, sales-intelligence-and-contact-data, search-and-social-advertising-platforms, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, social-media-management, territory-and-quota-planning, value-selling-tools, video-advertising, web-analytics, website-governance-and-accessibility - Kimi K2: a direct first choice kept as first choice or alternative in 77 of 112 categories (69%); differing under the strict rule: account-based-marketing-platforms, affiliate-and-partner-management, ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, ai-voice-agents, app-store-optimization, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, b2b-intent-data, billing-and-subscription-management, brand-protection, call-tracking, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, client-onboarding, competitive-intelligence, consent-and-privacy-management, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversation-intelligence, conversational-marketing, creative-automation, crm, customer-data-platforms, customer-education-and-lms, customer-feedback-and-surveys, customer-intelligence-and-data-science, customer-success-platforms, customer-support-helpdesk, dashboards-and-data-visualization, data-clean-rooms, data-enrichment, data-management-platforms, data-warehouse-reverse-etl, digital-adoption-and-onboarding, direct-mail-and-gifting, ecommerce-marketing, ecommerce-platforms, ecommerce-search-and-merchandising, email-deliverability-and-testing, email-marketing, email-signature-management, email-verification, employee-advocacy, event-lead-capture, event-management-platforms, experimentation-and-personalization, identity-resolution, in-app-messaging-and-customer-communications, interactive-demo-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, lead-routing-and-management, market-intelligence, marketing-automation, marketing-cms, marketing-resource-management, mobile-apps, native-and-content-advertising, order-management-systems, pricing-optimization, product-analytics, referral-and-partner-programs, retail-media-platforms, retail-proximity-and-iot-marketing, revenue-intelligence-and-forecasting, review-and-reputation-management, rfp-response-software, sales-coaching-and-training, sales-dialers-and-calling, sales-enablement-and-content, sales-gamification, search-and-social-advertising-platforms, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, social-media-management, value-selling-tools, video-advertising, video-marketing-and-hosting, web-analytics, website-governance-and-accessibility - GLM 4.7 FlashX: a direct first choice kept as first choice or alternative in 59 of 112 categories (53%); differing under the strict rule: address-verification, affiliate-and-partner-management, ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, ai-voice-agents, app-store-optimization, audience-and-consumer-insights, audio-and-podcast-advertising, billing-and-subscription-management, brand-protection, channel-partner-and-local-marketing, client-onboarding, competitive-intelligence, consent-and-privacy-management, contact-center-platforms, contact-center-quality-assurance, contract-lifecycle-management-and-e-signature, conversation-intelligence, conversational-marketing, creative-automation, crm, customer-data-platforms, customer-feedback-and-surveys, customer-intelligence-and-data-science, customer-success-platforms, customer-support-helpdesk, dashboards-and-data-visualization, data-clean-rooms, data-management-platforms, digital-adoption-and-onboarding, digital-asset-management, direct-mail-and-gifting, ecommerce-platforms, ecommerce-search-and-merchandising, email-deliverability-and-testing, email-signature-management, email-verification, event-lead-capture, experimentation-and-personalization, field-sales-tools, identity-resolution, in-app-messaging-and-customer-communications, interactive-demo-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, lead-routing-and-management, loyalty-advocacy-and-referrals, market-intelligence, marketing-automation, marketing-resource-management, mobile-apps, order-management-systems, partner-relationship-management, pr-and-media-monitoring, pricing-optimization, product-analytics, programmatic-and-display-advertising, referral-and-partner-programs, retail-media-platforms, retail-proximity-and-iot-marketing, revenue-intelligence-and-forecasting, review-and-reputation-management, rfp-response-software, sales-coaching-and-training, sales-commissions-and-incentive-compensation, sales-dialers-and-calling, sales-enablement-and-content, sales-engagement, sales-gamification, search-and-social-advertising-platforms, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, territory-and-quota-planning, value-selling-tools, video-advertising, video-marketing-and-hosting, web-analytics, webinar-virtual-events, website-governance-and-accessibility, workflow-automation-and-ipaas - MiniMax M2.5: a direct first choice kept as first choice or alternative in 52 of 112 categories (46%); differing under the strict rule: account-based-marketing-platforms, affiliate-and-partner-management, ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, ai-voice-agents, app-store-optimization, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, b2b-intent-data, billing-and-subscription-management, brand-protection, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, click-fraud-protection, client-onboarding, community-platforms, competitive-intelligence, consent-and-privacy-management, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, contract-lifecycle-management-and-e-signature, conversation-intelligence, conversational-marketing, cpq, creative-automation, crm, crm-data-quality-and-deduplication, customer-data-platforms, customer-education-and-lms, customer-feedback-and-surveys, customer-intelligence-and-data-science, customer-success-platforms, customer-support-helpdesk, dashboards-and-data-visualization, data-enrichment, data-management-platforms, data-warehouse-reverse-etl, digital-adoption-and-onboarding, digital-asset-management, digital-sales-rooms, ecommerce-marketing, ecommerce-platforms, ecommerce-search-and-merchandising, email-deliverability-and-testing, email-marketing, email-signature-management, email-verification, employee-advocacy, event-lead-capture, event-management-platforms, experimentation-and-personalization, field-sales-tools, identity-resolution, in-app-messaging-and-customer-communications, influencer-platforms, interactive-demo-platforms, landing-pages-and-interactive-content, lead-routing-and-management, local-listings-management, marketing-automation, marketing-cms, marketing-resource-management, meeting-scheduling, mobile-apps, mobile-marketing-and-push, native-and-content-advertising, order-management-systems, partner-relationship-management, pr-and-media-monitoring, print, product-analytics, product-information-management, programmatic-and-display-advertising, referral-and-partner-programs, retail-media-platforms, retail-proximity-and-iot-marketing, revenue-intelligence-and-forecasting, review-and-reputation-management, rfp-response-software, sales-coaching-and-training, sales-commissions-and-incentive-compensation, sales-dialers-and-calling, sales-enablement-and-content, sales-engagement, sales-gamification, sales-intelligence-and-contact-data, search-and-social-advertising-platforms, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, social-media-management, territory-and-quota-planning, value-selling-tools, video-advertising, webinar-virtual-events, website-governance-and-accessibility, workflow-automation-and-ipaas - GPT-6 Luna: a direct first choice kept as first choice or alternative in 66 of 112 categories (59%); differing under the strict rule: account-based-marketing-platforms, affiliate-and-partner-management, ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, ai-voice-agents, app-store-optimization, audio-and-podcast-advertising, b2b-intent-data, brand-protection, call-tracking, channel-partner-and-local-marketing, client-onboarding, community-platforms, consent-and-privacy-management, contact-center-quality-assurance, content-marketing-platforms, conversation-intelligence, conversational-marketing, creative-automation, customer-data-platforms, customer-feedback-and-surveys, customer-intelligence-and-data-science, customer-success-platforms, data-clean-rooms, data-warehouse-reverse-etl, digital-adoption-and-onboarding, ecommerce-search-and-merchandising, email-deliverability-and-testing, employee-advocacy, event-lead-capture, event-management-platforms, experimentation-and-personalization, field-sales-tools, in-app-messaging-and-customer-communications, interactive-demo-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, market-intelligence, marketing-resource-management, meeting-scheduling, mobile-apps, mobile-marketing-and-push, order-management-systems, pr-and-media-monitoring, pricing-optimization, product-analytics, programmatic-and-display-advertising, retail-media-platforms, retail-proximity-and-iot-marketing, revenue-intelligence-and-forecasting, review-and-reputation-management, rfp-response-software, sales-coaching-and-training, sales-enablement-and-content, search-and-social-advertising-platforms, seo-content-optimization, sms-and-whatsapp-marketing, social-media-management, territory-and-quota-planning, value-selling-tools, video-advertising, webinar-virtual-events, website-governance-and-accessibility, workflow-automation-and-ipaas - Muse Glimmer 30B: a direct first choice kept as first choice or alternative in 64 of 112 categories (57%); differing under the strict rule: address-verification, ai-marketing-agents, ai-sdr-agents, ai-visibility-tracking, ai-voice-agents, app-store-optimization, attribution-mmm, audience-and-consumer-insights, audio-and-podcast-advertising, b2b-intent-data, brand-protection, channel-partner-and-local-marketing, chatbots-and-conversational-ai-for-support, click-fraud-protection, client-onboarding, community-platforms, consent-and-privacy-management, contact-center-platforms, contact-center-quality-assurance, content-marketing-platforms, conversational-marketing, cpq, creative-automation, crm-data-quality-and-deduplication, customer-data-platforms, customer-feedback-and-surveys, customer-intelligence-and-data-science, customer-success-platforms, customer-support-helpdesk, dashboards-and-data-visualization, data-management-platforms, digital-asset-management, digital-sales-rooms, direct-mail-and-gifting, ecommerce-platforms, ecommerce-search-and-merchandising, email-deliverability-and-testing, email-marketing, email-signature-management, email-verification, employee-advocacy, event-lead-capture, event-management-platforms, experimentation-and-personalization, field-sales-tools, identity-resolution, in-app-messaging-and-customer-communications, interactive-demo-platforms, knowledge-base-and-self-service, landing-pages-and-interactive-content, lead-routing-and-management, local-listings-management, loyalty-advocacy-and-referrals, mobile-apps, mobile-marketing-and-push, native-and-content-advertising, order-management-systems, partner-relationship-management, pr-and-media-monitoring, pricing-optimization, product-analytics, product-information-management, programmatic-and-display-advertising, referral-and-partner-programs, retail-media-platforms, retail-proximity-and-iot-marketing, revenue-intelligence-and-forecasting, review-and-reputation-management, rfp-response-software, sales-commissions-and-incentive-compensation, sales-dialers-and-calling, sales-enablement-and-content, sales-engagement, sales-gamification, search-and-social-advertising-platforms, seo-content-optimization, session-replay-and-heatmaps, sms-and-whatsapp-marketing, social-media-management, territory-and-quota-planning, value-selling-tools, video-advertising, web-analytics, webinar-virtual-events, website-governance-and-accessibility