iMocha vs Fuel50
Three of twelve models named iMocha first on the direct prompt; one named Fuel50. iMocha was named by eleven of the twelve models and Fuel50 by seven and iMocha carries 18 labels and Fuel50 12, so the shares are not directly comparable.
Named in six 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
iMochaFirst 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 |
iMocha Fuel50 first choice named as an alternative argued againstblank: not namedEach cell is one answer, iMocha on the left and Fuel50 on the right.The direct prompt
iMocha first, Fuel50 an alternative
3 of 12 modelsFuel50 was named in the answer but not as the choice, or not at all.Fuel50 first, iMocha not the choice
1 of 12 modelsiMocha was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 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
iMocha0%#7 of 10Fuel500%#– of 10Fuel505%#6 of 10iMocha0%#– of 10What the models said about iMocha
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Start with iMocha for its mid-market focus and comprehensive feature set” GLM 4.7 FlashX · direct prompt · first choice
“Start with TalentGuard or iMocha for most mid-market B2B” Grok 4.1 Fast · direct prompt · first choice
“Option A: iMocha (Best overall for B2B Tech & Skills Validation)” Gemini 3.5 Flash · 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.