10 categories · RankedEightfold AI
Eightfold AI is a talent intelligence platform from Eightfold, described by the company as agentic · eightfold.ai ↗
Leads at enterprise. Ranked 11 of 99 for small business buyers.
The standing depends on who is buying. Every model is asked the same questions for each company size.
Pin is first at 14%.
SeekOut Recruit is first at 21%. 1 of 14 models made it the first choice when asked directly.
Ranked first. Next is Workday Skills Cloud at 7%.
Why models recommend it
“Eightfold.ai: Focuses on skills-based talent management, internal mobility, and AI-driven career pathing. It's widely used for both recruiting and internal talent development”Mistral Small · Comparative question · first choice
“Best for: Enterprise-wide skills-based talent strategy ... AI-native platform with role-to-talent recommendations based on skills inference”MiniMax M2.5 · Comparative question · first choice
“Eightfold AI is the most complete enterprise talent intelligence platform, with skills inference across internal and external talent.”Muse Glimmer 30B · Comparative question · first choice
“If you need to map existing workforce capabilities and unlock internal talent: Look at Eightfold or Gloat.”Gemini 3.5 Flash · Comparative question · first choice
What gives them pause
“Currently facing a 2026 class-action lawsuit in California alleging it builds undisclosed "consumer reports" on job candidates using unverified third-party data”Grok 4.20 · Negative question · warning
“The biggest caution flags right now are around Eightfold AI (due to the FCRA class action, data scraping allegations, and poor user reviews)”DeepSeek V4 Flash · Negative question · warning
“What I'd Avoid for a Mid-Sized B2B Company ... Eightfold AI | Excellent skills intelligence, but designed for 1,000–20,000+ employees”Kimi K2 · Paraphrase question · warning
“Many reviewers advise avoiding Eightfold, especially for smaller organizations, due to its commercial opacity and potential legal issues”Mistral Small · Negative question · warning
Also on the shortlist
The products named in the same answers as Eightfold AI, over the 581 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 276 | 45 | View → | |
| 212 | 16 | Compare → | |
| 175 | 4 | View → | |
| 130 | 16 | View → | |
| 119 | 14 | Compare → | |
| 99 | 11 | View → | |
| 85 | 10 | Compare → | |
| 81 | 5 | View → | |
| 76 | 5 | View → | |
| 72 | 9 | View → |
What the models named instead of Eightfold AI →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Eightfold AI's own site, not checked by Gane.
- For
- HR leader, recruiter, and people manager
- Certifications
- SOC 2 Type II, ISO 42001, FedRAMP
- Also from Eightfold
- Eightfold AI – Talent Intelligence, Eightfold Talent Intelligence
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 520 of the 581 answers that named Eightfold AI and are not a share of its labels.
Domains cited
852 of the 942 domain citations in answers naming Eightfold AI came from a third party's page.
Pages cited
Pages are listed as the models cited them.
By model
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 3 | 2 | 6 | 11 |
| GPT-5.4 mini | 1 | 4 | 1 | 1 | 7 |
| Gemini 3.5 Flash | 2 | 2 | 3 | 14 | 21 |
| Perplexity Sonar | 1 | 6 | 0 | 6 | 13 |
| Grok 4.20 | 2 | 6 | 3 | 8 | 19 |
| Mistral Small | 3 | 0 | 8 | 1 | 12 |
| DeepSeek V4 Flash | 1 | 3 | 0 | 12 | 16 |
| Llama 4 Maverick | 1 | 0 | 5 | 1 | 7 |
| Qwen 3.7 Flash | 3 | 3 | 1 | 7 | 14 |
| Kimi K2 | 1 | 2 | 4 | 11 | 18 |
| GLM 4.7 FlashX | 0 | 3 | 5 | 3 | 11 |
| MiniMax M2.5 | 2 | 4 | 7 | 3 | 16 |
| GPT-6 Luna | 0 | 3 | 2 | 1 | 6 |
| Muse Glimmer 30B | 2 | 5 | 1 | 7 | 15 |