# Talent intelligence for enterprise buyers: 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 an enterprise B2B company. Page: https://hr-ai-index.com/performance/talent-intelligence/enterprise/

**Standing:** Eightfold AI leads with 67% of first choices; verdict clear leader. 52 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Eightfold AI | 67% | 17% | 69 |
| 2 | Gloat | 6% | 17% | 42 |
| 3 | SeekOut | 6% | 23% | 39 |
| 4 | Beamery | 4% | 23% | 48 |
| 5 | 365Talents | 2% | 0% | 13 |
| 6 | Phenom | 2% | 29% | 38 |
| 7 | Findem | 2% | 0% | 10 |
| 8 | Workday Skills Cloud | 2% | 35% | 23 |
| 9 | LinkedIn Talent Insights | 0% | 8% | 13 |
| 10 | hireEZ | 0% | 19% | 16 |
| 11 | Lightcast | 0% | 17% | 12 |
| 12 | Visier | 0% | 10% | 10 |

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

- Claude Haiku 4.5: Eightfold AI; alternatives Beamery, SeekOut, hireEZ
- GPT-5.4 mini: Eightfold AI; alternatives HiredScore, TalentNeuron, Workday Skills Cloud
- Gemini 3.5 Flash: Eightfold AI; alternatives Beamery, Findem, Gloat, SeekOut
- Perplexity Sonar: Eightfold AI; alternatives Beamery, Lightcast, SeekOut, Workday Talent Acquisition
- Grok 4.1 Fast: Eightfold AI; alternatives Beamery, SeekOut
- Mistral Small: Eightfold AI; alternatives 365Talents, Beamery
- DeepSeek V4 Flash: Eightfold AI; alternatives Beamery, Gloat
- Llama 4 Maverick: Eightfold AI; alternatives 365Talents, Beamery
- Qwen 3.7 Flash: Eightfold AI; alternatives Beamery, SeekOut
- Kimi K2: Eightfold AI; alternatives Beamery, Gloat, LinkedIn Talent Insights, SeekOut
- GLM 4.7 FlashX: Eightfold AI; alternatives Beamery, Gloat, LinkedIn Talent Insights, Phenom
- MiniMax M2.5: Eightfold AI; alternatives Beamery, Gloat
- GPT-6 Luna: Eightfold AI, TalentNeuron; alternatives LinkedIn Talent Insights, SeekOut
- Muse Glimmer 30B: Eightfold AI; alternatives Beamery, LinkedIn Talent Insights, SeekOut

## Sources the answers cite

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

- pin.com: 48 answers, 80 citations
- xobin.com: 35 answers, 35 citations
- hrtechsaas.com: 30 answers, 41 citations
- skima.ai: 30 answers, 35 citations
- guideflow.com: 30 answers, 31 citations
- jobspipe.dev: 29 answers, 29 citations
- sapia.ai: 26 answers, 27 citations
- g2.com: 25 answers, 50 citations

Pages named in the most answers:

- https://pin.com/blog/talent-intelligence-platforms (35 answers)
- https://xobin.com/blog/best-talent-intelligence-platforms (35 answers)
- https://guideflow.com/blog/talent-intelligence-software (30 answers)
- https://jobspipe.dev/talent-intelligence-platforms (29 answers)
- https://sapia.ai/resources/blog/talent-intelligence-platforms (26 answers)
- https://learn.g2.com/best-talent-intelligence-software (25 answers)
- https://pin.com/blog/talent-intelligence-software (23 answers)
- https://skima.ai/blog/industry-trends-and-insights/talent-intelligence-tools (23 answers)
- https://metaview.ai/resources/blog/talent-intelligence-platforms (22 answers)
- https://noon.ai/blog/articles/145-talent-intelligence-platforms (21 answers)

## Warned against

- Eightfold AI: 12 of 69 labels negative. "Eightfold AI is the most prominent platform requiring caution.... class action ... alleging that the company's AI hiring platform operated as an unregistered consumer reporting agency" (Claude Haiku 4.5, negative prompt)
- Beamery: 11 of 48 labels negative. "Beamery | Regional integration gaps, support bottlenecks, vendor downsizing concerns" (DeepSeek V4 Flash, negative prompt)
- Phenom: 11 of 38 labels negative. "Phenom | Recurring "implementation mess" complaints, bulk-action failures, high cost for what you get" (DeepSeek V4 Flash, negative prompt)
- SeekOut: 9 of 39 labels negative. "Recommendation: Avoid for orgs >500 employees seeking company-wide talent intelligence." (Qwen 3.7 Flash, negative prompt)

## Movement since September 2026

Floor: 13 points of share, measured on the calibration repeat.
Same leader: Eightfold AI at 70%.

- Gloat: 2% to 7%, +4. Inside the floor by 9 points · rank 3 → 2 of 63.
- Eightfold AI: 72% to 70%, −3. Inside the floor by 10 points · rank 1 of 63, unchanged.
- LinkedIn Talent Insights: 2% to 0%, −2. Inside the floor by 11 points · rank 7 → 13 of 63.
- Fuel50: 2% to 0%, −2. Inside the floor by 11 points · rank 8 → 15 of 63.
- Beamery: 0% to 2%, +2. Inside the floor by 11 points · rank 12 → 4 of 63.
- Findem: 0% to 2%, +2. Inside the floor by 11 points · rank 13 → 6 of 63.
- SeekOut: 5% to 7%, +2. Inside the floor by 11 points · rank 2 → 3 of 63.
- 365Talents: 2% to 2%, ±0. Inside the floor by 13 points · rank 5 of 63, unchanged.
- Phenom: 2% to 2%, ±0. Inside the floor by 13 points · rank 4 → 7 of 63.
- Workday Skills Cloud: 2% to 2%, ±0. Inside the floor by 13 points · rank 6 → 8 of 63.
- hireEZ: 0% to 0%, ±0. Inside the floor by 13 points · rank 18 → 11 of 63.
- Lightcast: 0% to 0%, ±0. Inside the floor by 13 points · rank 14 → 17 of 63.

## 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.