Zero of twelve models named Eightfold AI first on the direct prompt; one named Metaview. Eightfold AI was named by twelve of the twelve models and Metaview by ten and Eightfold AI carries 51 labels and Metaview 21, so the shares are not directly comparable.
Named in eleven categories this edition.
Named in five categories this edition.
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; every quote names the model and the prompt it came from. Both figures come from the talent intelligence page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 |
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. Four of four in this category shown.
“Eightfold AI (Extreme Caution on "Match Scores")... class-action lawsuit... acts as a "consumer reporting agency" under the Fair Credit Reporting Act” Gemini 3.5 Flash · negative prompt · hard negative
“The strongest AI skill-inference and candidate-to-role matching engine, extending into reskilling & internal mobility — the classic "talent intelligence" pitch” DeepSeek V4 Flash · comparative prompt · first choice
“Eightfold AI: The Full-Lifecycle Enterprise Standard ... Best For: Large enterprises seeking a single, comprehensive system” Gemini 3.5 Flash · comparative prompt · first choice
“Eightfold AI offers the best dual capability in hiring and mobility within a single talent intelligence framework.” Qwen 3.7 Flash · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Offers a free tier with a work email... making it ideal for smaller teams” Mistral Small · budget 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.