# TechWolf vs MuchSkills: which do AI models recommend for skills intelligence, October 2026

HR AI Recommendation Index, October 2026 Edition, Skills intelligence. One of fourteen models named TechWolf first on the direct prompt; zero named MuchSkills. Page: https://hr-ai-index.com/performance/skills-intelligence/techwolf-vs-muchskills/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| TechWolf | 7% | #5 of 16 | 0% | 11 | 8 of 14 |
| MuchSkills | 5% | #6 of 16 | 0% | 11 | 8 of 14 |

## The direct prompt, model by model

- Qwen 3.7 Flash: techwolf first (first choices: TalentGuard, TechWolf) (alternatives: AG5, Eightfold AI, Gloat, iMocha)
- Mistral Small: neither first, one named (first choices: Fuel50, Neobrain) (alternatives: TalentGuard, TechWolf)
- Kimi K2: neither first, one named (first choices: TalentGuard) (alternatives: 365Talents, Fuel50, TechWolf, iMocha)
- GPT-6 Luna: neither first, one named (first choices: Workday Skills Cloud) (alternatives: TechWolf)
- Claude Haiku 4.5: neither named (first choices: INOP) (alternatives: Fuel50, Skillsoft Percipio)
- GPT-5.4 mini: neither named (first choices: 365Talents) (alternatives: Eightfold AI, SkillPanel)
- Gemini 3.5 Flash: neither named (first choices: iMocha) (alternatives: Fuel50, Retrain.ai, TalentGuard)
- Perplexity Sonar: neither named (first choices: 365Talents) (alternatives: Docebo, Workday Skills Cloud)
- Grok 4.1 Fast: neither named (first choices: TalentGuard, iMocha) (alternatives: 365Talents, Engagedly, Fuel50, Gloat)
- DeepSeek V4 Flash: neither named (first choices: TalentGuard) (alternatives: Lightcast Open Skills, iMocha)
- Llama 4 Maverick: neither named
- GLM 4.7 FlashX: neither named (first choices: iMocha) (alternatives: 365Talents, Fuel50)
- MiniMax M2.5: neither named (first choices: Fuel50, iMocha Skills Intelligence Cloud) (alternatives: Bryq, Engagedly, TalentGuard WorkforceGPT)
- Muse Glimmer 30B: neither named (first choices: TalentGuard) (alternatives: Eightfold AI, SAP SuccessFactors Skills, Skills Base, Workday Skills Cloud)

## What the models said about TechWolf

- "TalentGuard or TechWolf offer the best balance of functionality, ease of use, and cost." (Qwen 3.7 Flash, direct prompt, first choice)
- "TechWolf or 365Talents: Highly regarded for "skills inference"" (Gemini 3.5 Flash, scale prompt, first choice)
- "## Recommended Inference Tool: TechWolf" (GLM 4.7 FlashX, paraphrase prompt, first choice)

## What the models said about MuchSkills

- "MuchSkills: Excellent for professional services, engineering, or project-heavy companies needing beautiful, easy-to-read skill matrices and CV builders." (Gemini 3.5 Flash, scale prompt, first choice)
- "I'd recommend starting with a free trial from Pin or MuchSkills to evaluate which features best match your organization's needs." (Claude Haiku 4.5, budget prompt, first choice)
- "Skills Base or MuchSkills are particularly recommended" (Mistral Small, budget prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen 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.