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

HR AI Recommendation Index, September 2026 Edition. Asked as "skills intelligence platform" and as "skills taxonomy and inference tool", six framings each, to twelve 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 33% of first choices; verdict contested. 43 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Eightfold AI | 33% | 18% | 40 |
| 2 | Workday Skills Cloud | 12% | 4% | 23 |
| 3 | TechWolf | 12% | 0% | 13 |
| 4 | Lightcast Open Skills | 9% | 0% | 13 |
| 5 | Gloat | 5% | 14% | 35 |
| 6 | Fuel50 | 5% | 16% | 19 |
| 7 | Degreed | 2% | 12% | 17 |
| 8 | 365Talents | 0% | 7% | 14 |
| 9 | Cornerstone OnDemand | 0% | 17% | 12 |
| 10 | Beamery | 0% | 36% | 14 |

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

- Claude Haiku 4.5: no first choice
- GPT-5.4 mini: Fuel50; alternatives Eightfold AI, Gloat, Workday Skills Cloud
- Gemini 3.5 Flash: TechWolf; alternatives CodeSignal, Eightfold AI, Gloat, SkyHive
- Perplexity Sonar: Eightfold AI; alternatives Darwinbox, Fuel50, Gloat, TechWolf
- Grok 4.1 Fast: Eightfold AI; alternatives Beamery, Gloat, Phenom
- Mistral Small: Eightfold AI; alternatives Cornerstone OnDemand, Docebo, Gloat, Phenom
- DeepSeek V4 Flash: Eightfold AI, Fuel50; alternatives Gloat, Lightcast Open Skills, SAP SuccessFactors Skills, Workday Skills Cloud
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Eightfold AI; alternatives Altogether (formerly Hiive) / Fuel54, Gloat, Pymetrics, SeekOut
- Kimi K2: Eightfold AI, Gloat; alternatives Beamery, Fuel50, Phenom
- GLM 4.7 FlashX: Eightfold AI, INOP; alternatives 365Talents, AG5, Degreed, Gloat
- MiniMax M2.5: Eightfold AI; alternatives Fuel50, Gloat, Phenom, Workday Skills Cloud

## Sources the answers cite

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

- fuel50.com: 29 answers, 53 citations
- hrtechsaas.com: 27 answers, 40 citations
- peoplemanagingpeople.com: 25 answers, 28 citations
- darwinbox.com: 19 answers, 24 citations
- 365talents.com: 17 answers, 21 citations
- docebo.com: 15 answers, 17 citations
- cloudassess.com: 14 answers, 14 citations
- bestrecruitingtools.com: 13 answers, 15 citations

Pages named in the most answers:

- https://peoplemanagingpeople.com/tools/best-skills-management-software-for-enterprises (25 answers)
- https://hrtechsaas.com/blog/skills-intelligence-software (22 answers)
- https://fuel50.com/blog/skills-assessment-platforms (16 answers)
- https://cloudassess.com/blog/best-skills-intelligence-platforms (14 answers)
- https://fuel50.com/blog/skills-intelligence-platforms (14 answers)
- https://365talents.com/en/resources/skills-intelligence-platform-buyers-guide (12 answers)
- https://darwinbox.com/blog/best-skills-management-software (12 answers)
- https://darwinbox.com/blog/8-best-skills-gap-analysis-software-enterprises (10 answers)
- https://docebo.com/learning-network/blog/skills-intelligence-platforms (10 answers)
- https://everestgrp.com/report/egr-2026-24-r-8016 (10 answers)

## Warned against

- Eightfold AI: 7 of 40 labels negative. "Unpredictable Costs: Quote-only... they fail the "predictable total cost" criterion" (Grok 4.1 Fast, budget prompt)
- Gloat: 5 of 35 labels negative. "Gloat $15–25 PEPM + $100K+ setup... they fail the "predictable total cost" criterion" (Grok 4.1 Fast, budget prompt)
- Beamery: 5 of 14 labels negative. "Beamery has pricing around $75/user/month ... suggests variable or usage-based enterprise cost rather than inherently predictable flat pricing" (Perplexity Sonar, budget prompt)
- LinkedIn Learning: 5 of 7 labels negative. "Useful as a *supplemental* content source, but dangerous as a core skills infrastructure." (Kimi K2, 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.