TechWolf vs Fuel50
Zero of twelve models named TechWolf first on the direct prompt; one named Fuel50. TechWolf was named by eight of the twelve models and Fuel50 by seven and TechWolf carries 11 labels and Fuel50 12, so the shares are not directly comparable.
Named in two 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.
By framing
TechWolfFirst choices, of twelve modelsFuel50
Every model, every framing
| 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 | |
TechWolf Fuel50 first choice named as an alternative argued againstblank: not namedEach cell is one answer, TechWolf on the left and Fuel50 on the right.The direct prompt
Fuel50 first, TechWolf not the choice
1 of 12 modelsTechWolf was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
4 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
7 of 12 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
TechWolf0%#– of 10Fuel500%#– of 10What the models said about TechWolf
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“or *TechWolf* (built for complex global structures)” Gemini 3.5 Flash · paraphrase prompt · soft negative
“Strong but can be overkill/heavier integration” DeepSeek V4 Flash · paraphrase prompt · soft negative
“at 500 employees, specialized mid-market platforms like TechWolf, 365Talents, or SkillPanel may be a better fit for speed and cost” DeepSeek V4 Flash · scale prompt · first choice
“Primary Recommendation: TechWolf + Lightcast (Open Skills) Combination” MiniMax M2.5 · paraphrase prompt · first choice
“My Top Recommendation: TechWolf or 365Talents” Kimi K2 · paraphrase prompt · first choice
What the models said about Fuel50
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.