Skills Base vs MuchSkills
One of fourteen models named Skills Base first on the direct prompt; four named MuchSkills. Skills Base was named by twelve of the fourteen models and MuchSkills by twelve and Skills Base carries 23 labels and MuchSkills 18, so the shares are not directly comparable.
Named in two categories this edition.
Named in four categories 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
Skills BaseFirst choices, of fourteen modelsMuchSkills
Across every category in the November 2026 Edition, Skills Base and MuchSkills were named in the same answer forty-seven times, of the 81 answers naming Skills Base and the 65 naming MuchSkills. In those answers MuchSkills took the first choice six times and Skills Base thirty-three.
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 4.20 | | | ||||
| 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 | | | |
Skills Base MuchSkills first choice named as an alternative argued againstblank: not namedEach cell is one answer, Skills Base on the left and MuchSkills on the right.The direct prompt
Skills Base first, MuchSkills an alternative
1 of 14 modelsMuchSkills was named in the answer but not as the choice, or not at all.MuchSkills first, Skills Base an alternative
4 of 14 modelsSkills Base was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 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
Skills Base55%#1 of 13MuchSkills7%#2 of 13Skills Base28%#1 of 20MuchSkills9%#4 of 20Skills Base10%#– of 16MuchSkills0%#– of 16What the models said about Skills Base
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“the consensus pricing comparison points to Skills Base as the lowest-cost skills intelligence / skills-matrix option that still functions as a full platform” Muse Glimmer 30B · budget prompt · first choice
“For most budget-conscious companies, Skills Base offers the best balance of features, genuinely usable free tier, and low per-user cost.” DeepSeek V4 Flash · budget prompt · first choice
“Skills Base stands out as the best skills intelligence platform for companies with a limited budget.” Grok 4.20 · budget 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.
“or MuchSkills if you want rapid adoption, beautiful visualization, and practicality at a mid-market budget” DeepSeek V4 Flash · direct prompt · first choice
“For a balance of AI-driven insights and ease of use, MuchSkills and Beamery are top choices.” Mistral Small · direct prompt · first choice
“I'd suggest starting with TalentGuard or MuchSkills as your top choices” Kimi K2 · 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.