Three of fourteen models named MentorcliQ first on the direct prompt; one named Mentorloop. Both were named by all fourteen models and MentorcliQ carries 49 labels and Mentorloop 43, so the shares are not directly comparable.
Named in five 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, MentorcliQ and Mentorloop were named in the same answer seventy-nine times, of the 180 answers naming MentorcliQ and the 118 naming Mentorloop. In those answers Mentorloop took the first choice twenty-two times and MentorcliQ twelve.
| 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. Six of eight in this category shown.
“Do not use these platforms unless you have added significant manual "off-platform" safeguards.” Qwen 3.7 Flash · negative prompt · hard negative
“Avoid starting with enterprise platforms such as MentorcliQ or Together” Perplexity Sonar · budget prompt · hard negative
“Enterprise products such as Chronus, MentorcliQ, Together, and Qooper are generally purchased by employers rather than individuals.” Perplexity Sonar · negative prompt · soft negative
“Together (by Mentor Collective) or MentorcliQ would be my top recommendations for a mid-sized B2B company” Grok 4.20 · paraphrase prompt · first choice
“Need heavy customization and scale? Chronus and MentorcliQ are the usual enterprise contenders.” GPT-5.4 mini · comparative prompt · first choice
“start with Together or MentorcliQ. Both are consistently rated highest by mid-market users” Kimi K2 · paraphrase 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.