Three of twelve models named Mentorgain first on the direct prompt; zero named ADPList. Mentorgain was named by eight of the twelve models and ADPList by twelve and Mentorgain carries 22 labels and ADPList 20, 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.
| 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 |
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.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“ADPList: A free platform with a large pool of mentors, but limited slots and no accountability built-in.” Llama 4 Maverick · negative prompt · soft negative
“Platforms with Ethical Controversies or "Ghosting" Issues (Exercise Caution) Example: ADPList” Gemini 3.5 Flash · negative prompt · soft negative
“ADPList — ⚠️ Moderate Caution” Kimi K2 · negative prompt · soft negative
“start with a free plan from a reputable platform like ADPList, MicroMentor, or SCORE” Mistral Small · budget prompt · first choice
“Free or community-based platforms (like ADPList, MicroMentor, SCORE, and UStrive) are often safer choices for individuals” Mistral Small · negative prompt · alternative
“Prefer platforms with verified mentors, refunds, and positive volume reviews (e.g., ADPList for free tech mentoring” Grok 4.1 Fast · negative prompt · alternative
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.