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

HR AI Recommendation Index, October 2026 Edition, Talent intelligence. One of fourteen models named Eightfold AI first on the direct prompt; one 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 | 8% | #4 of 13 | 54% | 59 | 14 of 14 |
| SeekOut | 2% | #8 of 13 | 10% | 31 | 14 of 14 |

## The direct prompt, model by model

- Qwen 3.7 Flash: eightfold ai first (first choices: Eightfold AI) (alternatives: Gem, RepVisor, SeekOut, ZoomInfo Talent)
- Kimi K2: seekout first (first choices: SeekOut) (alternatives: Findem, Gem)
- GPT-5.4 mini: neither first, one named (first choices: 365Talents) (alternatives: Fuel50, Phenom, SeekOut)
- Gemini 3.5 Flash: neither first, one named (first choices: Gem) (alternatives: Findem, SeekOut, hireEZ)
- Perplexity Sonar: neither first, one named (first choices: Pin) (alternatives: Eightfold AI, Gem, Lightcast, SeekOut, hireEZ)
- Grok 4.1 Fast: neither first, one named (first choices: Gem, hireEZ) (alternatives: Bryq, Phenom, SeekOut)
- Mistral Small: neither first, one named (first choices: Gem) (alternatives: Eightfold AI, Neobrain)
- GLM 4.7 FlashX: neither first, one named (first choices: Pin) (alternatives: Eightfold AI, SeekOut, hireEZ)
- MiniMax M2.5: neither first, one named (first choices: Metaview, hireEZ) (alternatives: Gem, SeekOut)
- Muse Glimmer 30B: neither first, one named (first choices: hireEZ) (alternatives: Gem, SeekOut)
- Claude Haiku 4.5: neither named (first choices: Arya, Pin) (alternatives: Engagedly, Lattice, iCIMS Talent Cloud)
- DeepSeek V4 Flash: neither named (first choices: Gem) (alternatives: Fuel50, Pin, hireEZ)
- Llama 4 Maverick: neither named
- GPT-6 Luna: neither named (first choices: SeekOut Recruit) (alternatives: Lightcast)

## 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"... "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)

## What the models said about SeekOut

- "18% negative sentiment noted. Seat-based model draws complaints on contact data accuracy, pricing, and ROI challenges" (Grok 4.1 Fast, negative prompt, soft negative)
- "Users report it's "slower to reach ROI"" (Kimi K2, negative prompt, soft negative)
- "SeekOut – Best Overall for Mid-Market" (Kimi K2, direct prompt, first choice)
- "Choose a single-seat SeekOut Recruit Core plan to leverage enterprise-grade search filters without an enterprise contract." (Gemini 3.5 Flash, budget prompt, alternative)
- "Excellent for deep, diverse, and technical talent pools... though pricing has increasingly leaned toward enterprise budgets." (Gemini 3.5 Flash, scale prompt, alternative)

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. 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.