One of fourteen models named TechWolf first on the direct prompt; zero named MuchSkills. TechWolf was named by eight of the fourteen models and MuchSkills by eight and both carry 11 labels, so the shares below are directly comparable.
Named in one category this edition.
Named in one category this edition.
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; every quote names the model and the prompt it came from. Both figures come from the skills intelligence page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“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
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.