Four of fourteen models named Mentorloop first on the direct prompt; one named MentorCity. Mentorloop was named by eleven of the fourteen models and MentorCity by seven and Mentorloop carries 27 labels and MentorCity 10, so the shares are not directly comparable.
Named in two 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 mentoring software page.
| 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 |
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.
“Start with Mentorloop Pro ($299/mo). It's the only major platform that combines commercial-grade features with small-team pricing.” Kimi K2 · budget prompt · first choice
“I'd recommend evaluating Mentorloop or Together first, as they're most frequently cited as purpose-built for your company size.” Claude Haiku 4.5 · direct prompt · first choice
“If you want low admin overhead and organic adoption, Mentorloop is the most referenced mid-market pick.” Muse Glimmer 30B · direct prompt · first choice
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 best mentoring program software for a mid-market B2B company includes MentorCity, Together Corporate Mentorship, Qooper, and Guider.” Llama 4 Maverick · direct prompt · first choice
“The best mentoring program software for a company with a limited budget is MentorCity, which excels for smaller teams” Llama 4 Maverick · budget prompt · first choice
“MentorCity (Best Overall Budget Pick)” Grok 4.1 Fast · 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.