# iMocha vs Fuel50: which do AI models recommend for skills intelligence, September 2026

HR AI Recommendation Index, September 2026 Edition, Skills intelligence. Three of twelve models named iMocha first on the direct prompt; one named Fuel50. Page: https://hr-ai-index.com/performance/skills-intelligence/imocha-vs-fuel50/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| iMocha | 9% | #3 of 16 | 0% | 18 | 11 of 12 |
| Fuel50 | 2% | #8 of 16 | 8% | 12 | 7 of 12 |

## The direct prompt, model by model

- Grok 4.1 Fast: imocha first (first choices: TalentGuard, iMocha) (alternatives: Fuel50)
- Mistral Small: imocha first (first choices: TalentGuard, iMocha) (alternatives: Bryq, INOP)
- GLM 4.7 FlashX: imocha first (first choices: iMocha) (alternatives: MuchSkills, Skills Base, TalentGuard)
- DeepSeek V4 Flash: fuel50 first (first choices: Fuel50, TalentGuard) (alternatives: MuchSkills, Skills Base)
- Claude Haiku 4.5: neither first, one named (first choices: TalentGuard) (alternatives: Amplemarket, iMocha)
- GPT-5.4 mini: neither first, one named (first choices: Eightfold AI, SkillPanel) (alternatives: Fuel50, Retrain.ai, Workday Skills Cloud)
- Gemini 3.5 Flash: neither first, one named (first choices: Career Bird) (alternatives: Docebo, Fuel50, Workera)
- Perplexity Sonar: neither first, one named (first choices: TalentGuard) (alternatives: INOP, SkillPanel, Skills Base, iMocha)
- Llama 4 Maverick: neither first, one named (first choices: TalentGuard) (alternatives: Criteria Corp, Engagedly, iMocha)
- Kimi K2: neither first, one named (first choices: TalentGuard) (alternatives: 365Talents, Engagedly, Fuel50, TechWolf)
- Qwen 3.7 Flash: neither named (first choices: Eightfold AI) (alternatives: Clad.io, DeepSkill, Gloat, Lightcast Open Skills)
- MiniMax M2.5: neither named (first choices: TalentGuard) (alternatives: 365Talents, Gloat)

## What the models said about iMocha

- "Start with iMocha for its mid-market focus and comprehensive feature set" (GLM 4.7 FlashX, direct prompt, first choice)
- "Start with TalentGuard or iMocha for most mid-market B2B" (Grok 4.1 Fast, direct prompt, first choice)
- "Option A: iMocha (Best overall for B2B Tech & Skills Validation)" (Gemini 3.5 Flash, paraphrase prompt, first choice)

## What the models said about Fuel50

- "Best overall for enterprise — maps employee skills, career paths, and internal mobility, with gap analysis tied to learning evidence." (DeepSeek V4 Flash, comparative prompt, first choice)
- "I'd shortlist TalentGuard ... and Fuel50 (if you want higher-fidelity skills intelligence with proven inference)" (DeepSeek V4 Flash, direct prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.