Five of fourteen models named Hightouch Adaptive Identity Resolution first on the direct prompt; one named FullContact. Hightouch Adaptive Identity Resolution was named by thirteen of the fourteen models and FullContact by eleven and Hightouch Adaptive Identity Resolution carries 36 labels and FullContact 22, so the shares are not directly comparable.
Named in one category this edition.
Denver, United States, founded 2010. Named in two categories this edition.
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; every quote names the model and the prompt it came from. Both figures come from the identity resolution page.
Across every category in the November 2026 Edition, Hightouch Adaptive Identity Resolution and FullContact were named in the same answer forty-eight times, of the 101 answers naming Hightouch Adaptive Identity Resolution and the 76 naming FullContact. In those answers FullContact took the first choice sixteen times and Hightouch Adaptive Identity Resolution fourteen.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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 |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“The safer play in 2026: Warehouse-native or composable identity layers (e.g., Hightouch, Delivr.ai, or native Snowflake/Databricks approaches)” Kimi K2 · negative prompt · first choice
“Choose Hightouch if your source of truth is already in Snowflake/Databricks/BigQuery and you want control over logic.” GPT-5.4 mini · comparative prompt · first choice
“Hightouch Adaptive Identity Resolution is currently ranked as the leading choice for mid-market B2B companies.” Qwen 3.7 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“These suit lighter needs but may lack depth for full CRM unification.” Grok 4.20 · paraphrase prompt · soft negative
“If you are budget-conscious: FullContact offers great entry points. You can pay for what you use and grow as you go.” Muse Glimmer 30B · budget prompt · first choice
“Begin with FullContact's free tier (100 API calls/month) or Hightouch's free tier (2 active syncs)” GLM 4.7 FlashX · budget prompt · first choice
“Start with FullContact or Customers.ai. They offer lower barriers to entry than D&B” Qwen 3.7 Flash · paraphrase prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.