Eight of twelve models named TalentGuard first on the direct prompt; one named Fuel50. TalentGuard was named by twelve of the twelve models and Fuel50 by seven and TalentGuard carries 15 labels and Fuel50 12, so the shares are not directly comparable.
Named in three categories this edition.
Named in six categories this edition.
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; every quote names the model and the prompt it came from. Both figures come from the skills intelligence page.
Across every category in the September 2026 Edition, TalentGuard and Fuel50 were named in the same answer thirty-seven times, of the 116 answers naming TalentGuard and the 176 naming Fuel50. In those answers Fuel50 took the first choice five times and TalentGuard ten.
| 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 |
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 is best suited for mid-market companies that need structured competency frameworks and career pathing without the enterprise complexity” Claude Haiku 4.5 · direct prompt · first choice
“My top pick for most mid-market B2B companies: TalentGuard for its balance of functionality, implementation ease, and mid-market focus” Kimi K2 · direct prompt · first choice
“TalentGuard and iMocha are the top choices due to their balance of features, ease of use, and pricing.” Mistral Small · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“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
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.