# Eightfold AI vs SeekOut: which do AI models recommend for talent intelligence, September 2026

HR AI Recommendation Index, September 2026 Edition, Talent intelligence. Zero of twelve models named Eightfold AI first on the direct prompt; two named SeekOut. Page: https://hr-ai-index.com/performance/talent-intelligence/eightfold-ai-vs-seekout/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Eightfold AI | 12% | #4 of 17 | 55% | 51 | 12 of 12 |
| SeekOut | 6% | #7 of 17 | 13% | 31 | 12 of 12 |

## The direct prompt, model by model

- GPT-5.4 mini: seekout first (first choices: SeekOut) (alternatives: Eightfold AI)
- MiniMax M2.5: seekout first (first choices: SeekOut, hireEZ) (alternatives: Greenhouse)
- Gemini 3.5 Flash: neither first, one named (first choices: Gem) (alternatives: Findem, SeekOut, hireEZ)
- DeepSeek V4 Flash: neither first, one named (first choices: Gem) (alternatives: Lessie AI, Pin, SeekOut, hireEZ)
- Kimi K2: neither first, one named (first choices: Gem) (alternatives: Pin, SeekOut, hireEZ)
- GLM 4.7 FlashX: neither first, one named (first choices: Pin) (alternatives: Metaview, SeekOut, iCIMS Talent Cloud)
- Claude Haiku 4.5: neither named (first choices: Bryq) (alternatives: GoPerfect, Skima AI, iCIMS Talent Cloud)
- Perplexity Sonar: neither named (first choices: hireEZ) (alternatives: Lightcast, Pin)
- Grok 4.1 Fast: neither named (first choices: Gem) (alternatives: Loxo, Metaview, hireEZ)
- Mistral Small: neither named (first choices: Gem, Metaview)
- Llama 4 Maverick: neither named (first choices: Lessie AI) (alternatives: AmazingHiring, Gem, hireEZ)
- Qwen 3.7 Flash: neither named (first choices: Gem) (alternatives: AmazingHiring, hireEZ, iCIMS Talent Cloud)

## What the models said about Eightfold AI

- "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)

## What the models said about SeekOut

- "Avoid Eightfold or SeekOut unless you are at the upper end of the mid-market" (Qwen 3.7 Flash, direct prompt, hard negative)
- "Avoid enterprise heavies like Eightfold/SeekOut ($800+/seat, Fortune 500 focus)" (Grok 4.1 Fast, direct prompt, hard negative)
- "Data Integrity & Stale Databases (e.g., SeekOut, hireEZ)... users frequently complain about "stale data"" (Gemini 3.5 Flash, negative prompt, soft negative)
- "If you want one platform for a typical mid-market B2B company, I'd start with SeekOut for external talent intelligence and sourcing." (GPT-5.4 mini, direct prompt, first choice)
- "I'd recommend starting with SeekOut or hireEZ as they specifically position themselves as talent intelligence platforms" (MiniMax M2.5, direct prompt, first choice)

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.