# Skills intelligence for enterprise buyers: what AI models recommend, October 2026

HR AI Recommendation Index, October 2026 Edition. Asked as "skills intelligence platform" and as "skills taxonomy and inference tool", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Page: https://hr-ai-index.com/performance/skills-intelligence/enterprise/

**Standing:** Eightfold AI leads with 47% of first choices; verdict clear leader. 51 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Eightfold AI | 47% | 21% | 47 |
| 2 | TechWolf | 10% | 13% | 23 |
| 3 | Lightcast Open Skills | 8% | 8% | 12 |
| 4 | Workday Skills Cloud | 6% | 16% | 37 |
| 5 | Gloat | 4% | 24% | 41 |
| 6 | Fuel50 | 2% | 14% | 21 |
| 7 | 365Talents | 2% | 11% | 19 |
| 8 | iMocha | 2% | 25% | 12 |
| 9 | Degreed | 0% | 20% | 20 |
| 10 | Cornerstone OnDemand | 0% | 16% | 19 |
| 11 | Docebo | 0% | 17% | 12 |
| 12 | Beamery | 0% | 32% | 22 |

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

- Claude Haiku 4.5: Eightfold AI; alternatives Beamery, Fuel50, Neobrain, SkillPanel
- GPT-5.4 mini: Eightfold AI, Workday Skills Cloud; alternatives Gloat, TechWolf
- Gemini 3.5 Flash: Skillcraft, TechWolf; alternatives 365Talents, Eightfold AI, Gloat, Mindtickle
- Perplexity Sonar: Eightfold AI; alternatives 365Talents, Beamery, Gloat, Lightcast Open Skills
- Grok 4.1 Fast: Eightfold AI, Gloat; alternatives Beamery, Cornerstone OnDemand, Fuel50
- Mistral Small: Eightfold AI, Gloat Skills Foundation
- DeepSeek V4 Flash: Eightfold AI; alternatives Cornerstone OnDemand, Gloat, TechWolf, Workday Skills Cloud
- Llama 4 Maverick: iMocha
- Qwen 3.7 Flash: Eightfold AI; alternatives Gloat, HIREZONE.ai, Vensai
- Kimi K2: Eightfold AI; alternatives Beamery, Gloat
- GLM 4.7 FlashX: Eightfold AI; alternatives 365Talents, Fuel50, SAP SuccessFactors Skills, Workday Skills Cloud
- MiniMax M2.5: Eightfold AI, Gloat; alternatives 365Talents, Beamery, Lightcast Open Skills
- GPT-6 Luna: Eightfold AI; alternatives Gloat, Workday Skills Cloud
- Muse Glimmer 30B: Eightfold AI; alternatives Fuel50, Gloat, TechWolf, Workday Skills Cloud

## Sources the answers cite

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

- peoplemanagingpeople.com: 38 answers, 41 citations
- hrtechsaas.com: 30 answers, 41 citations
- darwinbox.com: 27 answers, 32 citations
- hr-ai-index.com: 22 answers, 36 citations
- fuel50.com: 22 answers, 26 citations
- skywork.ai: 20 answers, 27 citations
- acorn.works: 20 answers, 21 citations
- guideflow.com: 19 answers, 24 citations

Pages named in the most answers:

- https://peoplemanagingpeople.com/tools/best-skills-management-software-for-enterprises (35 answers)
- https://hrtechsaas.com/blog/skills-intelligence-software (23 answers)
- https://darwinbox.com/blog/best-skills-management-software (21 answers)
- https://firsthr.app/compare/training/skills-management-software (18 answers)
- https://hr-ai-index.com/performance/skills-intelligence/2026-09/enterprise (18 answers)
- https://guideflow.com/blog/skills-management-software (14 answers)
- https://aihr.com/blog/skills-intelligence (12 answers)
- https://pin.com/blog/talent-intelligence-platforms (12 answers)
- https://pin.com/blog/talent-intelligence-software (12 answers)
- https://365talents.com/en/resources/skills-intelligence-platform-buyers-guide (11 answers)

## Warned against

- Eightfold AI: 10 of 47 labels negative. ""Avoid Eightfold/Gloat/Beamery unless you have enterprise-scale resources"...flagged for "Unpredictable Costs: Quote-only"...1 hard negative" (Muse Glimmer 30B, negative prompt)
- Gloat: 10 of 41 labels negative. "Gloat: Frequently flagged for unpredictable costs ($15–25 per employee per month + $100K+ setup fees; quote-only pricing fails "predictable total cost" tests)" (Grok 4.1 Fast, negative prompt)
- Workday Skills Cloud: 6 of 37 labels negative. "Workday- or SAP-centered capabilities may make sense if you want a skills layer inside your existing HCM, but verify they support the depth of mobility, project matching, and career pathing you need." (GPT-6 Luna, negative prompt)
- Beamery: 7 of 22 labels negative. ""Avoid Eightfold/Gloat/Beamery unless you have enterprise-scale resources" and criticises Beamery as a criticised challenger" (Muse Glimmer 30B, negative prompt)

## Movement since September 2026

Floor: 13 points of share, measured on the calibration repeat.
Same leader: Eightfold AI at 45%.

- Eightfold AI: 33% to 45%, +13. Inside the floor by 0 points · rank 1 of 92, unchanged.
- Workday Skills Cloud: 12% to 7%, −5. Inside the floor by 8 points · rank 2 → 3 of 92.
- Lightcast Open Skills: 9% to 7%, −2. Inside the floor by 11 points · rank 4 of 92, unchanged.
- Fuel50: 5% to 2%, −2. Inside the floor by 11 points · rank 6 of 92, unchanged.
- Degreed: 2% to 0%, −2. Inside the floor by 11 points · rank 9 → 18 of 92.
- 365Talents: 0% to 2%, +2. Inside the floor by 11 points · rank 16 → 7 of 92.
- iMocha: 0% to 2%, +2. Inside the floor by 11 points · rank 17 → 10 of 92.
- TechWolf: 12% to 11%, ±0. Inside the floor by 13 points · rank 3 → 2 of 92.
- Gloat: 5% to 5%, ±0. Inside the floor by 13 points · rank 5 of 92, unchanged.
- Cornerstone OnDemand: 0% to 0%, ±0. Inside the floor by 13 points · rank 18 → 17 of 92.
- Docebo: 0% to 0%, ±0. Inside the floor by 13 points · rank 19 → 20 of 92.
- Beamery: 0% to 0%, ±0. Inside the floor by 13 points · rank 27 → 21 of 92.

## 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.