Four of fourteen models named MentorcliQ first on the direct prompt; one named MentorCity. MentorcliQ was named by fourteen of the fourteen models and MentorCity by seven and MentorcliQ carries 43 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. Six of eight in this category shown.
“What to Avoid on a Tight Budget - MentorcliQ: Starts at ~$9,900/year” Kimi K2 · budget prompt · hard negative
“Legacy enterprise tools (like Chronus or MentorcliQ) are often too complex, highly manual to configure, and cost-prohibitive for mid-market budgets.” Gemini 3.5 Flash · paraphrase prompt · soft negative
“MentorcliQ or Chronus: These are top-tier, heavy-duty enterprise platforms... may be slightly overkill—and more expensive” Gemini 3.5 Flash · scale prompt · soft negative
“Together or MentorcliQ | Strong integrations, automated matching, and robust executive reporting.” Gemini 3.5 Flash · comparative prompt · first choice
“Best for: Large enterprises... MentorcliQ leads on algorithmic matching quality.” DeepSeek V4 Flash · comparative prompt · first choice
“MentorcliQ and Mentorloop are the top starting points” 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. 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.