# Hightouch vs Lotame Spherical: which do AI models recommend for DMP, October 2026

GTM AI Recommendation Index, October 2026 Edition, Data management platforms. Two of fourteen models named Hightouch first on the direct prompt; zero named Lotame Spherical. Page: https://gtm-ai-index.com/gtm-data/data-management-platforms/hightouch-vs-lotame-spherical/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Hightouch | 12% | #2 of 16 | 0% | 18 | 9 of 14 |
| Lotame Spherical | 2% | #6 of 16 | 40% | 15 | 7 of 14 |

## The direct prompt, model by model

- Gemini 3.5 Flash: hightouch first (first choices: Hightouch) (alternatives: 6sense, Apollo.io, Census, Clay, Demandbase)
- GPT-6 Luna: hightouch first (first choices: Hightouch) (alternatives: HubSpot Marketing Hub, Segment)
- Perplexity Sonar: neither first, one named (first choices: Segment) (alternatives: Hightouch, Tealium Customer Data Hub)
- Grok 4.1 Fast: neither first, one named (first choices: Segment) (alternatives: BlueConic, Hightouch, HubSpot Marketing Hub, RudderStack)
- DeepSeek V4 Flash: neither first, one named (first choices: BlueConic) (alternatives: Hightouch, HubSpot Marketing Hub, Segment)
- GLM 4.7 FlashX: neither first, one named (first choices: Segment) (alternatives: Apollo.io, Hightouch, Salesforce Data Cloud)
- Muse Glimmer 30B: neither first, one named (first choices: BlueConic, Segment) (alternatives: Adobe Audience Manager, Hightouch, Lotame Spherical, Tealium Customer Data Hub)
- Claude Haiku 4.5: neither named (first choices: BlueConic, Segment) (alternatives: Apollo.io, ZoomInfo)
- GPT-5.4 mini: neither named (first choices: Segment) (alternatives: mParticle Composable Audiences)
- Mistral Small: neither named (first choices: Salesforce Data Cloud, Segment) (alternatives: Adobe Real-Time CDP, Tealium Customer Data Hub)
- Llama 4 Maverick: neither named
- Qwen 3.7 Flash: neither named (first choices: BlueConic) (alternatives: HubSpot Content Hub, Segment)
- Kimi K2: neither named (first choices: Segment) (alternatives: 6sense, BlueConic, Leadspace)
- MiniMax M2.5: neither named (first choices: BlueConic, Segment) (alternatives: Bloomreach, Simon Data, Tealium Customer Data Hub)

## What the models said about Hightouch

- "The Winner: Hightouch ... Choose Hightouch if you already have a Snowflake or BigQuery instance and want a long-term, scalable, secure customer data platform." (Gemini 3.5 Flash, direct prompt, first choice)

## What the models said about Lotame Spherical

- "you should avoid traditional, enterprise-grade Data Management Platforms (DMPs) like Adobe Audience Manager, Lotame, or Oracle CDK" (Qwen 3.7 Flash, budget prompt, hard negative)
- "What to Avoid ... likely overkill and over-budget for smaller companies" (Kimi K2, budget prompt, hard negative)
- "Traditional DMPs (e.g., Lotame, Adobe Audience Manager, OnAudience)... often start pricey and are overkill/less compliant post-cookies for small ops" (Grok 4.1 Fast, budget prompt, soft negative)
- "I'd recommend Lotame Spherical Platform or Oracle BlueKai as strong DMP options, with Lotame edging out for better mid-market fit." (Grok 4.1 Fast, paraphrase prompt, first choice)
- "Choose Lotame Spherical or Adobe Audience Manager if your priority is audience building for programmatic / ad-tech activation" (Muse Glimmer 30B, direct prompt, alternative)
- "audience data + identity + activation, good for media/advertising-heavy use cases" (DeepSeek V4 Flash, scale prompt, alternative)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.