Zero of fourteen models named Mentornity first on the direct prompt; one named Mentorloop. Mentornity was named by thirteen of the fourteen models and Mentorloop by fourteen and Mentornity carries 17 labels and Mentorloop 43, so the shares are not directly comparable.
Named in two categories this edition.
Named in two 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 mentoring software page.
Across every category in the November 2026 Edition, Mentornity and Mentorloop were named in the same answer forty-six times, of the 53 answers naming Mentornity and the 118 naming Mentorloop. In those answers Mentorloop took the first choice fourteen times and Mentornity fourteen.
| 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 |
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.
“starting with either Mentornity (if you have under 10 users) or Mentorloop's free tier to build your program before upgrading is a smart approach” Claude Haiku 4.5 · budget prompt · first choice
“Mentornity – best free-to-start company software ... <10 participants and want zero cost to pilot: Mentornity free tier.” Muse Glimmer 30B · budget prompt · first choice
“Best budget pick: Mentornity. It offers a genuinely free plan for up to 10 active participants” GPT-6 Luna · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Consider it for a smaller or lower-cost initial program, though some advanced capabilities may require an enterprise tier.” Perplexity Sonar · paraphrase prompt · soft negative
“Mentorloop — More budget-friendly, but may lack deep config capabilities” DeepSeek V4 Flash · scale prompt · soft negative
“The best mentoring program software for a company with a limited budget is Mentorloop, which starts at $299 per month.” Llama 4 Maverick · budget prompt · first choice
“Mentorloop and Qooper are particularly popular choices, as they balance functionality with cost-effectiveness” Claude Haiku 4.5 · direct prompt · first choice
“Mentorloop is noted as the best fit if you want a full platform and a price you can check before talking to sales” Claude Haiku 4.5 · 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.