Three of fourteen models named hireEZ first on the direct prompt; one named Eightfold AI. hireEZ was named by eleven of the fourteen models and Eightfold AI by fourteen and hireEZ carries 27 labels and Eightfold AI 59, so the shares are not directly comparable.
Named in five categories this edition.
Named in fourteen 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 talent intelligence page.
Across every category in the October 2026 Edition, hireEZ and Eightfold AI were named in the same answer ninety-five times, of the 191 answers naming hireEZ and the 567 naming Eightfold AI. In those answers Eightfold AI took the first choice thirty times and hireEZ eight.
| 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 | ||||||
| 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. Four of four in this category shown.
“Platforms to Avoid on a Tight Budget: HireEZ - Starts at $494/month” Kimi K2 · budget prompt · hard negative
“HireEZ has faced severe backlash regarding privacy and data hygiene.” Qwen 3.7 Flash · negative prompt · hard negative
“I'd recommend starting with hireEZ or Metaview due to their balance of functionality, mid-market pricing, and B2B relevance” MiniMax M2.5 · direct prompt · first choice
“HireEZ is the most frequently recommended talent intelligence / sourcing platform for that segment in 2026 buyer guides.” Muse Glimmer 30B · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven 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"... "Avoid for your size: Eightfold/Phenom/Gloat"” Muse Glimmer 30B · negative prompt · hard negative
“This is currently the most notable case. In January 2026, a class-action lawsuit (*Kistler v. Eightfold AI*) was filed in California alleging violations of the Fair Credit Reporting Act (FCRA).” MiniMax M2.5 · negative prompt · hard negative
“you should generally avoid the following enterprise-native TIPs... Eightfold AI: ... high total cost of ownership (TCO) and long, intensive implementation timelines.” Gemini 3.5 Flash · direct prompt · hard negative
“Eightfold AI — The Enterprise Heavyweight ... Best for: Large enterprises needing end-to-end talent intelligence across acquisition, internal mobility, and workforce planning.” DeepSeek V4 Flash · comparative prompt · first choice
“Primary Focus: Enterprise Skills Intelligence & Full-Lifecycle Matching... Extreme AI scale... Note: Implementation is highly complex, expensive” Gemini 3.5 Flash · comparative prompt · first choice
“I'd generally recommend Eightfold AI if your top priority is a single platform that combines external hiring + internal mobility” GPT-5.4 mini · 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.