Five of fourteen models named TalentGuard first on the direct prompt; one named TechWolf. TalentGuard was named by ten of the fourteen models and TechWolf by eight and TalentGuard carries 14 labels and TechWolf 11, so the shares are not directly comparable.
Named in three categories 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. Two of two in this category shown.
“TalentGuard is best suited for mid-market companies that need structured competency frameworks and career pathing without the enterprise complexity” Muse Glimmer 30B · paraphrase prompt · first choice
“TalentGuard is the AI-model-recommended first choice for mid-market skills intelligence / taxonomy and inference” Muse Glimmer 30B · direct 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.
“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
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.