# Skills intelligence: 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 a mid-market B2B company. Page: https://hr-ai-index.com/performance/skills-intelligence/

**Standing:** TalentGuard leads with 19% of first choices; verdict contested. 47 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | TalentGuard | 19% | 0% | 15 |
| 2 | Skills Base | 17% | 0% | 12 |
| 3 | iMocha | 9% | 0% | 18 |
| 4 | Lightcast Open Skills | 9% | 8% | 12 |
| 5 | TechWolf | 9% | 18% | 11 |
| 6 | 365Talents | 6% | 0% | 11 |
| 7 | Eightfold AI | 4% | 59% | 27 |
| 8 | Fuel50 | 2% | 8% | 12 |
| 9 | LinkedIn Learning | 0% | 7% | 14 |
| 10 | edX | 0% | 8% | 13 |
| 11 | Coursera | 0% | 20% | 15 |
| 12 | Pluralsight Skills | 0% | 8% | 12 |

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

- Claude Haiku 4.5: TalentGuard; alternatives Amplemarket, iMocha
- GPT-5.4 mini: Eightfold AI, SkillPanel; alternatives Fuel50, Retrain.ai, Workday Skills Cloud
- Gemini 3.5 Flash: Career Bird; alternatives Docebo, Fuel50, Workera
- Perplexity Sonar: TalentGuard; alternatives INOP, SkillPanel, Skills Base, iMocha
- Grok 4.1 Fast: TalentGuard, iMocha; alternatives Fuel50
- Mistral Small: TalentGuard, iMocha; alternatives Bryq, INOP
- DeepSeek V4 Flash: Fuel50, TalentGuard; alternatives MuchSkills, Skills Base
- Llama 4 Maverick: TalentGuard; alternatives Criteria Corp, Engagedly, iMocha
- Qwen 3.7 Flash: Eightfold AI; alternatives Clad.io, DeepSkill, Gloat, Lightcast Open Skills
- Kimi K2: TalentGuard; alternatives 365Talents, Engagedly, Fuel50, TechWolf
- GLM 4.7 FlashX: iMocha; alternatives MuchSkills, Skills Base, TalentGuard
- MiniMax M2.5: TalentGuard; alternatives 365Talents, Gloat

## Sources the answers cite

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

- hrtechsaas.com: 25 answers, 28 citations
- fuel50.com: 20 answers, 28 citations
- cloudassess.com: 18 answers, 20 citations
- firsthr.app: 16 answers, 16 citations
- peoplemanagingpeople.com: 13 answers, 16 citations
- docebo.com: 13 answers, 14 citations
- acorn.works: 13 answers, 13 citations
- 365talents.com: 12 answers, 22 citations

Pages named in the most answers:

- https://hrtechsaas.com/blog/skills-intelligence-software (23 answers)
- https://cloudassess.com/blog/best-skills-intelligence-platforms (17 answers)
- https://firsthr.app/compare/training/skills-management-software (15 answers)
- https://docebo.com/learning-network/blog/skills-intelligence-platforms (13 answers)
- https://fuel50.com/blog/skills-intelligence-platforms (11 answers)
- https://365talents.com/en/resources/skills-intelligence-platform-buyers-guide (10 answers)
- https://metaview.ai/resources/blog/talent-intelligence-platforms (10 answers)
- https://inop.ai/top-platforms-for-skills-intelligence (9 answers)
- https://darwinbox.com/blog/best-skills-management-software (8 answers)
- https://peoplemanagingpeople.com/tools/best-skills-management-software-for-enterprises (8 answers)

## Warned against

- Eightfold AI: 16 of 27 labels negative. "Gloat and Eightfold AI ... bring enterprise-grade complexity, cost, and lengthy implementations that usually overkill mid-market budgets" (DeepSeek V4 Flash, direct prompt)
- Gloat: 11 of 21 labels negative. "Avoid Eightfold/Gloat/Beamery unless you have enterprise-scale resources" (Kimi K2, paraphrase prompt)
- Skillshare: 6 of 11 labels negative. "Skillshare - mentioned as a "complete scam" and having numerous glitches, making it difficult to cancel a subscription." (Llama 4 Maverick, negative prompt)
- Udemy Business: 6 of 17 labels negative. "Some reviewers suggest that Udemy is not worth paying for unless you carefully vet each course yourself." (Mistral Small, 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.