# Skills intelligence for small business 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 a small B2B company. Page: https://hr-ai-index.com/performance/skills-intelligence/smb/

**Standing:** Skills Base leads with 45% of first choices; verdict clear leader. 55 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Skills Base | 45% | 0% | 39 |
| 2 | SkillPanel | 11% | 13% | 15 |
| 3 | iMocha | 7% | 7% | 14 |
| 4 | Eightfold AI | 4% | 77% | 22 |
| 5 | MuchSkills | 2% | 0% | 21 |
| 6 | AG5 | 2% | 0% | 14 |
| 7 | Gloat | 2% | 82% | 22 |
| 8 | GoSkills | 0% | 0% | 12 |
| 9 | SkillsDB | 0% | 0% | 14 |
| 10 | Pluralsight Skills | 0% | 30% | 10 |
| 11 | Udemy Business | 0% | 50% | 12 |

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

- Claude Haiku 4.5: Eightfold AI, TurboHire; alternatives Ashby, Gem, Metaview, hireEZ
- GPT-5.4 mini: SkillPanel, iMocha; alternatives Codility
- Gemini 3.5 Flash: Skills Base; alternatives MuchSkills, SkillsDB, agyleOS
- Perplexity Sonar: Skills Base, iMocha; alternatives agyleOS
- Grok 4.1 Fast: Skills Base; alternatives AG5, ClickUp, Cloud Assess, SkillsDB
- Mistral Small: SkillPanel; alternatives Skills Base, SkillsDB
- DeepSeek V4 Flash: Skills Base; alternatives SkillPanel, SkillsDB
- Llama 4 Maverick: SkillPanel; alternatives 360Learning, AG5, Skills Base
- Qwen 3.7 Flash: Paragon AI; alternatives Fuel50, Skillcast
- Kimi K2: AG5; alternatives SkillPanel, Skills Base, TalentLMS
- GLM 4.7 FlashX: Skills Base; alternatives SkillPanel, SkillsDB
- MiniMax M2.5: SkillPanel, iMocha; alternatives Cloud Assess, Deel, Pluralsight Skills
- GPT-6 Luna: Skills Base; alternatives SkillPanel
- Muse Glimmer 30B: Skills Base, iMocha; alternatives SwipeGuide, agyleOS, edyoucated

## Sources the answers cite

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

- firsthr.app: 41 answers, 52 citations
- g2.com: 33 answers, 68 citations
- hr-ai-index.com: 28 answers, 46 citations
- goskills.com: 21 answers, 40 citations
- hrtechsaas.com: 21 answers, 22 citations
- guideflow.com: 20 answers, 22 citations
- skillpanel.com: 18 answers, 23 citations
- cloudassess.com: 16 answers, 20 citations

Pages named in the most answers:

- https://firsthr.app/compare/training/skills-management-software (41 answers)
- https://hr-ai-index.com/performance/skills-intelligence/smb (24 answers)
- https://hrtechsaas.com/blog/skills-intelligence-software (19 answers)
- https://guideflow.com/blog/skills-assessment-software (17 answers)
- https://cxeverywhere.com/tools/skills-management-software (15 answers)
- https://goskills.com/resources/best-lms-small-business (12 answers)
- https://g2.com/categories/talent-intelligence/small-business (11 answers)
- https://hr-ai-index.com/performance/skills-intelligence/2026-09/smb (11 answers)
- https://skima.ai/blog/industry-trends-and-insights/talent-intelligence-tools (11 answers)
- https://skills-base.com/pricing (10 answers)

## Warned against

- Gloat: 18 of 22 labels negative. "heavyweight systems like Gloat, Eightfold, or Workday Skills Cloud. For a 30-person team, these are expensive, overly complex, and will ultimately fail" (Gemini 3.5 Flash, scale prompt)
- Eightfold AI: 17 of 22 labels negative. "Platforms likely too heavy/expensive: Eightfold AI, Workday Skills Cloud, Gloat, Beamery—these target 1,000+ employee enterprises." (Kimi K2, scale prompt)
- Cornerstone OnDemand: 9 of 9 labels negative. "described as part of the enterprise end of the market and needing implementation and assessor capacity that small companies usually do not have" (Perplexity Sonar, negative prompt)
- Docebo: 6 of 6 labels negative. "Platforms to Avoid | Docebo, Litmos, SAP SuccessFactors Learning, Cornerstone OnDemand | ... complex, require a dedicated L&D team, and are usually quoted-based and expensive." (GLM 4.7 FlashX, negative prompt)

## Movement since September 2026

Floor: 13 points of share, measured on the calibration repeat.
Same leader: Skills Base at 40%.

- SkillPanel: 5% to 13%, +8. Inside the floor by 5 points · rank 4 → 2 of 139.
- iMocha: 0% to 6%, +6. Inside the floor by 7 points · rank 25 → 3 of 139.
- Skills Base: 35% to 40%, +6. Inside the floor by 7 points · rank 1 of 139, unchanged.
- MuchSkills: 7% to 2%, −5. Inside the floor by 8 points · rank 3 → 6 of 139.
- Eightfold AI: 0% to 4%, +4. Inside the floor by 9 points · rank 152 → 5 of 139.
- agyleOS: 2% to 0%, −2. Inside the floor by 11 points · rank 6 → 23 of 139.
- Gloat: 0% to 2%, +2. Inside the floor by 11 points · rank 151 → 19 of 139.
- AG5: 2% to 2%, ±0. Inside the floor by 13 points · rank 7 of 139, unchanged.
- GoSkills: 0% to 0%, ±0. Inside the floor by 13 points · rank 23 → 20 of 139.
- SkillsDB: 0% to 0%, ±0. Inside the floor by 13 points · rank 22 → 21 of 139.
- Pluralsight Skills: 0% to 0%, ±0. Inside the floor by 13 points · rank 28 → 25 of 139.
- Udemy Business: 0% to 0%, ±0. Inside the floor by 13 points · rank 143 → 107 of 139.

## 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.