# Talent intelligence for enterprise buyers: what AI models recommend, September 2026

HR AI Recommendation Index, September 2026 Edition. Asked as "talent intelligence platform" and as "AI talent platform for hiring and mobility", six framings each, to twelve models with search on, on behalf of an enterprise B2B company. Page: https://hr-ai-index.com/performance/talent-intelligence/enterprise/

**Standing:** Eightfold AI leads with 72% of first choices; verdict clear leader. 40 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Eightfold AI | 72% | 11% | 55 |
| 2 | SeekOut | 5% | 18% | 33 |
| 3 | Gloat | 2% | 13% | 31 |
| 4 | Phenom | 2% | 25% | 36 |
| 5 | 365Talents | 2% | 0% | 11 |
| 6 | LinkedIn Talent Insights | 2% | 20% | 10 |
| 7 | Beamery | 0% | 28% | 36 |
| 8 | Findem | 0% | 0% | 13 |
| 9 | Lightcast | 0% | 0% | 10 |
| 10 | Loxo | 0% | 10% | 10 |

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Eightfold AI; alternatives Beamery, Phenom
- GPT-5.4 mini: LinkedIn Talent Insights; alternatives 365Talents, HiredScore AI for Recruiting, Phenom, SeekOut
- Gemini 3.5 Flash: Eightfold AI; alternatives Findem, Phenom, SeekOut
- Perplexity Sonar: Eightfold AI; alternatives Beamery, Draup, Lightcast, LinkedIn Talent Insights
- Grok 4.1 Fast: Eightfold AI; alternatives Beamery, Gloat
- Mistral Small: Eightfold AI; alternatives Gloat, SeekOut
- DeepSeek V4 Flash: Eightfold AI; alternatives Gloat, Lightcast, SeekOut
- Llama 4 Maverick: Eightfold AI
- Qwen 3.7 Flash: Eightfold AI; alternatives Gem, SeekOut, hireEZ
- Kimi K2: Eightfold AI; alternatives Beamery, SeekOut, hireEZ
- GLM 4.7 FlashX: Eightfold AI; alternatives Beamery, Findem, Gem, Lightcast
- MiniMax M2.5: Eightfold AI; alternatives 365Talents, Gem, Loxo, hireEZ

## Sources the answers cite

67 of 72 answers came back with a source list, from 12 of 12 models. Sites named in the most answers:

- pin.com: 36 answers, 59 citations
- guideflow.com: 31 answers, 32 citations
- metaview.ai: 29 answers, 30 citations
- bestrecruitingtools.com: 25 answers, 25 citations
- g2.com: 22 answers, 37 citations
- learn.g2.com: 22 answers, 22 citations
- hrtechsaas.com: 21 answers, 33 citations
- jobspipe.dev: 21 answers, 21 citations

Pages named in the most answers:

- https://pin.com/blog/talent-intelligence-platforms (31 answers)
- https://metaview.ai/resources/blog/talent-intelligence-platforms (29 answers)
- https://guideflow.com/blog/talent-intelligence-software (28 answers)
- https://bestrecruitingtools.com/blog/best-talent-intelligence-platforms-enterprise-2026 (25 answers)
- https://learn.g2.com/best-talent-intelligence-software (22 answers)
- https://jobspipe.dev/talent-intelligence-platforms (21 answers)
- https://pin.com/blog/talent-intelligence-software (21 answers)
- https://hiretruffle.com/blog/talent-intelligence-platforms (18 answers)
- https://wrangle.ai/blogs/best-talent-intelligence-platforms-2026 (18 answers)
- https://hrtechsaas.com/blog/best-talent-intelligence-platforms (15 answers)

## Warned against

- Beamery: 10 of 36 labels negative. "Beamery\u2014while widely respected ... has faced criticisms from some enterprise users regarding past support bottlenecks, API limitations, and corporate downsizing" (Gemini 3.5 Flash, negative prompt)
- SeekOut: 6 of 33 labels negative. "If you use seat-based platforms like LinkedIn Recruiter or SeekOut, trying to scale access to thousands of users can quickly drive licensing costs into millions of dollars." (Gemini 3.5 Flash, budget prompt)
- Eightfold AI: 6 of 55 labels negative. "a groundbreaking proposed class-action lawsuit was filed against Eightfold AI. The suit alleges that Eightfold's AI-generated suitability scores ... violate the Fair Credit Reporting Act" (Gemini 3.5 Flash, negative prompt)
- Phenom: 9 of 36 labels negative. "Avoid Phenom if you want internal mobility or predictive analytics—you will get a great career site, not intelligence." (DeepSeek V4 Flash, negative prompt)

## Record

- Method: https://hr-ai-index.com/methodology/
- Raw judge labels and full responses: https://hr-ai-index.com/data/
- License: CC BY 4.0. Cite as HR AI Recommendation Index, September 2026 Edition, hr-ai-index.com.