# Talent intelligence: what AI models recommend, October 2026

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

**Standing:** Pin leads with 27% of first choices; verdict contested. 49 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Pin | 27% | 0% | 26 |
| 2 | Gem | 14% | 8% | 24 |
| 3 | hireEZ | 10% | 15% | 27 |
| 4 | Eightfold AI | 8% | 54% | 59 |
| 5 | Fuel50 | 6% | 9% | 11 |
| 6 | Metaview | 4% | 0% | 16 |
| 7 | Phenom | 4% | 40% | 30 |
| 8 | SeekOut | 2% | 10% | 31 |
| 9 | Findem | 2% | 8% | 13 |
| 10 | Beamery | 2% | 48% | 33 |
| 11 | LinkedIn Talent Insights | 0% | 27% | 11 |
| 12 | Gloat | 0% | 42% | 33 |

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

- Claude Haiku 4.5: Arya, Pin; alternatives Engagedly, Lattice, iCIMS Talent Cloud
- GPT-5.4 mini: 365Talents; alternatives Fuel50, Phenom, SeekOut
- Gemini 3.5 Flash: Gem; alternatives Findem, SeekOut, hireEZ
- Perplexity Sonar: Pin; alternatives Eightfold AI, Gem, Lightcast, SeekOut
- Grok 4.1 Fast: Gem, hireEZ; alternatives Bryq, Phenom, SeekOut
- Mistral Small: Gem; alternatives Eightfold AI, Neobrain
- DeepSeek V4 Flash: Gem; alternatives Fuel50, Pin, hireEZ
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Eightfold AI; alternatives Gem, RepVisor, SeekOut, ZoomInfo Talent
- Kimi K2: SeekOut; alternatives Findem, Gem
- GLM 4.7 FlashX: Pin; alternatives Eightfold AI, SeekOut, hireEZ
- MiniMax M2.5: Metaview, hireEZ; alternatives Gem, SeekOut
- GPT-6 Luna: SeekOut Recruit; alternatives Lightcast
- Muse Glimmer 30B: hireEZ; alternatives Gem, SeekOut

## Sources the answers cite

77 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- pin.com: 50 answers, 106 citations
- skima.ai: 38 answers, 45 citations
- learn.g2.com: 35 answers, 35 citations
- g2.com: 33 answers, 56 citations
- guideflow.com: 33 answers, 35 citations
- metaview.ai: 29 answers, 39 citations
- hrtechsaas.com: 26 answers, 37 citations
- xobin.com: 25 answers, 25 citations

Pages named in the most answers:

- https://pin.com/blog/talent-intelligence-platforms (35 answers)
- https://learn.g2.com/best-talent-intelligence-software (34 answers)
- https://skima.ai/blog/industry-trends-and-insights/talent-intelligence-tools (34 answers)
- https://pin.com/blog/talent-intelligence-software (32 answers)
- https://guideflow.com/blog/talent-intelligence-software (28 answers)
- https://xobin.com/blog/best-talent-intelligence-platforms (25 answers)
- https://metaview.ai/resources/blog/talent-intelligence-platforms (24 answers)
- https://jobspipe.dev/talent-intelligence-platforms (20 answers)
- https://sapia.ai/resources/blog/talent-intelligence-platforms (18 answers)
- https://hiretruffle.com/blog/talent-intelligence-platforms (16 answers)

## Warned against

- Eightfold AI: 32 of 59 labels negative. ""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)
- Gloat: 14 of 33 labels negative. "you should generally avoid the following enterprise-native TIPs... Gloat or Workday Skills Cloud: Best suited for internal workforce planning" (Gemini 3.5 Flash, direct prompt)
- Beamery: 16 of 33 labels negative. "Enterprise tools like Eightfold or Beamery are pricier ($10K+/year) and overkill for budgets." (Grok 4.1 Fast, budget prompt)
- Phenom: 12 of 30 labels negative. "Avoid for your size: Eightfold/Phenom/Gloat—enterprise-heavy, pricey ($100K+)" (Muse Glimmer 30B, negative prompt)

## Movement since September 2026

Floor: 13 points of share, measured on the calibration repeat.
Same leader: Pin at 28%.

- Lessie AI: 12% to 0%, −12. Inside the floor by 1 point · rank 3 → 56 of 80.
- Pin: 17% to 28%, +11. Inside the floor by 2 points · rank 1 of 80, unchanged.
- SeekOut: 6% to 2%, −4. Inside the floor by 9 points · rank 7 → 8 of 80.
- Eightfold AI: 12% to 9%, −3. Inside the floor by 10 points · rank 4 of 80, unchanged.
- Fuel50: 4% to 7%, +3. Inside the floor by 10 points · rank 9 → 5 of 80.
- Findem: 0% to 2%, +2. Inside the floor by 11 points · rank 19 → 9 of 80.
- 365Talents: 0% to 2%, +2. Inside the floor by 11 points · rank 18 → 11 of 80.
- Beamery: 0% to 2%, +2. Inside the floor by 11 points · rank 75 → 15 of 80.
- Loxo: 4% to 2%, −2. Inside the floor by 11 points · rank 8 → 10 of 80.
- Gem: 15% to 16%, +2. Inside the floor by 11 points · rank 2 of 80, unchanged.
- Metaview: 6% to 5%, −2. Inside the floor by 11 points · rank 6 → 7 of 80.
- hireEZ: 8% to 9%, +1. Inside the floor by 12 points · rank 5 → 3 of 80.

## 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, October 2026 Edition, hr-ai-index.com.