One of twelve models named Mentorloop first on the direct prompt; three named Mentorgain. Mentorloop was named by twelve of the twelve models and Mentorgain by eight and Mentorloop carries 36 labels and Mentorgain 22, so the shares are not directly comparable.
Named in one category 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 twelve 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.
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 seven in this category shown.
“lower entry price, but note that Smart Match and HRIS are locked behind the Enterprise tier” Perplexity Sonar · direct prompt · soft negative
“Mentorloop offers a lower entry price but locks some features behind its Enterprise plan” Llama 4 Maverick · direct prompt · soft negative
“mid-sized fit over niche/SMB tools (e.g., Mentorloop)” Grok 4.1 Fast · paraphrase prompt · soft negative
“Mentorloop is the well-known mid-market option ... a sensible pick when you want a real program but are not a Fortune 500.” Claude Haiku 4.5 · direct prompt · first choice
“Together Software or Mentorloop are likely your best bets due to their ease of use and mid-market focus.” Claude Haiku 4.5 · paraphrase prompt · first choice
“Mentorloop is the most practical starting point due to its low administrative barrier and high ROI.” Gemini 3.5 Flash · paraphrase 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.
“I'd start with Together Platform or Mentorgain for a demo. They hit the sweet spot of functionality without enterprise complexity.” Kimi K2 · paraphrase prompt · first choice
“the best employee mentoring platform for a mid-sized B2B company would be MentorGain, Together Platform, or PushFar” Llama 4 Maverick · paraphrase prompt · first choice
“Best overall value for a mid‑market B2B company (fast go‑live, low cost, strong features): Mentorgain” GLM 4.7 FlashX · direct prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.