# Prospeo vs Amperity: which do AI models recommend for identity, September 2026

GTM AI Recommendation Index, September 2026 Edition, Identity resolution. Zero of twelve models named Prospeo first on the direct prompt; two named Amperity. Page: https://gtm-ai-index.com/gtm-data/identity-resolution/prospeo-vs-amperity/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Prospeo | 4% | #6 of 18 | 0% | 11 | 6 of 12 |
| Amperity | 4% | #8 of 18 | 43% | 28 | 11 of 12 |

## The direct prompt, model by model

- Claude Haiku 4.5: amperity first (first choices: Amperity, Tealium) (alternatives: Adobe's Real-Time Customer Data Platform, FullContact, Snitcher)
- MiniMax M2.5: amperity first (first choices: Amperity, Tealium) (alternatives: DirectMail.io, LettrLabs, Segment)
- Perplexity Sonar: neither first, one named (first choices: Segment) (alternatives: Hightouch, Prospeo, Tealium)
- Grok 4.1 Fast: neither first, one named (first choices: Segment) (alternatives: CustomerLabs 1PD Ops, Hightouch, Prospeo)
- GPT-5.4 mini: neither named (first choices: Hightouch, Tealium) (alternatives: Salesforce Data Cloud, Treasure Data, Zeotap)
- Gemini 3.5 Flash: neither named (first choices: Openprise) (alternatives: 6sense, Demandbase, Hightouch, HubSpot Breeze Intelligence, RudderStack, ZoomInfo)
- Mistral Small: neither named (first choices: Warmly) (alternatives: LiveRamp, MarketBetter, RB2B)
- DeepSeek V4 Flash: neither named (first choices: Hightouch) (alternatives: 6sense, CustomerLabs 1PD Ops, Demandbase, ZoomInfo)
- Llama 4 Maverick: neither named
- Qwen 3.7 Flash: neither named (first choices: Demandbase, HubSpot Breeze Intelligence) (alternatives: 6Degrees, 6sense, Blue90, Salesforce Einstein, Terminus)
- Kimi K2: neither named (first choices: Apollo.io) (alternatives: FullContact, LeanData, Lusha)
- GLM 4.7 FlashX: neither named (first choices: Tealium) (alternatives: CustomerLabs, ZoomInfo)

## What the models said about Prospeo

- "Prospeo is the safest budget-first recommendation from the results for B2B use cases" (Perplexity Sonar, budget prompt, first choice)
- "For most mid-sized B2B companies, I recommend starting with Prospeo" (Mistral Small, paraphrase prompt, first choice)
- "They offer an introductory free plan (including up to 75 email resolutions/month) with low-cost scaling tiers." (Gemini 3.5 Flash, budget prompt, alternative)

## What the models said about Amperity

- "Enterprise identity layers like LiveRamp, Adobe, Salesforce, or Amperity unless the cost of identity errors is very high" (Perplexity Sonar, budget prompt, hard negative)
- "Enterprise platforms (LiveRamp, Amperity, Experian): $50K+/year - Not budget-friendly" (Mistral Small, budget prompt, hard negative)
- "Avoid enterprise like LiveRamp/Amperity ($50K-$250K/year) unless high compliance needs." (Grok 4.1 Fast, paraphrase prompt, hard negative)
- "mid-market firms requiring high accuracy should look toward Amperity or Tealium" (Claude Haiku 4.5, direct prompt, first choice)
- "Tealium or Amperity offer the best balance of depth and scalability" (MiniMax M2.5, direct prompt, first choice)
- "Amperity uses AI and probabilistic models... Best For: Retailers, travel companies, and hospitality brands with huge, messy databases" (Gemini 3.5 Flash, comparative prompt, alternative)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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.