iMocha vs MuchSkills
Three of fourteen models named iMocha first on the direct prompt; zero named MuchSkills. iMocha was named by twelve of the fourteen models and MuchSkills by eight and iMocha carries 19 labels and MuchSkills 11, so the shares are not directly comparable.
Named in four 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.
By framing
iMochaFirst choices, of fourteen modelsMuchSkills
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 | | | ||||
| GPT-6 Luna | | |||||
| Muse Glimmer 30B | |
iMocha MuchSkills first choice named as an alternative argued againstblank: not namedEach cell is one answer, iMocha on the left and MuchSkills on the right.The direct prompt
iMocha first, MuchSkills not the choice
3 of 14 modelsMuchSkills was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
8 of 14 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
What the models said about iMocha
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“overkill and cost-prohibitive for most mid-sized B2B firms” DeepSeek V4 Flash · paraphrase prompt · soft negative
“look at Degreed, 360Learning, Cornerstone, iMocha, or Acorn; ... if you want skills verification, look at iMocha” Perplexity Sonar · comparative prompt · first choice
“combined with iMocha or Textkernel Skills Intelligence API for inference capabilities” Grok 4.1 Fast · paraphrase prompt · first choice
“I'd recommend starting with iMocha ... Best all-around choice: iMocha” GPT-5.4 mini · paraphrase prompt · first choice
What the models said about MuchSkills
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.