Zero of fourteen models named Mentornity first on the direct prompt; one named Qooper. Mentornity was named by thirteen of the fourteen models and Qooper by twelve and Mentornity carries 17 labels and Qooper 37, 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.
Across every category in the November 2026 Edition, Mentornity and Qooper were named in the same answer twenty-one times, of the 53 answers naming Mentornity and the 125 naming Qooper. In those answers Qooper took the first choice one time and Mentornity four.
| 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. Three of four in this category shown.
“starting with either Mentornity (if you have under 10 users) or Mentorloop's free tier to build your program before upgrading is a smart approach” Claude Haiku 4.5 · budget prompt · first choice
“Mentornity – best free-to-start company software ... <10 participants and want zero cost to pilot: Mentornity free tier.” Muse Glimmer 30B · budget prompt · first choice
“Best budget pick: Mentornity. It offers a genuinely free plan for up to 10 active participants” GPT-6 Luna · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Enterprise products such as Chronus, MentorcliQ, Together, and Qooper are generally purchased by employers rather than individuals.” Perplexity Sonar · negative prompt · soft negative
“pricing starts higher (~$9,900/year for MentorcliQ) and is often quote-based—better if your budget can stretch” Grok 4.20 · budget prompt · soft negative
“better suited for larger enterprises 5,000+ employees with deep HRIS integration” Muse Glimmer 30B · paraphrase prompt · soft negative
“Qooper leads for corporate career mentoring, new hire onboarding, leadership development, and DEI programs due to AI matching and enterprise integrations” Claude Haiku 4.5 · comparative prompt · first choice
“Mentorloop and Qooper are particularly popular choices” Claude Haiku 4.5 · direct prompt · first choice
“Choose this if measurement, ROI dashboards, advanced workflows, and enterprise integrations are more important” Perplexity Sonar · paraphrase 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.