Two of fourteen models named Chronus first on the direct prompt; one named Qooper. Both were named by all fourteen models and Chronus carries 42 labels and Qooper 38, so the shares are not directly comparable.
Named in two categories this edition.
Named in two categories 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 October 2026 Edition, Chronus and Qooper were named in the same answer ninety-seven times, of the 145 answers naming Chronus and the 140 naming Qooper. In those answers Qooper took the first choice twenty-one times and Chronus twelve.
| 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.
“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
“Chronus is strong, but its pricing is quote-based and aimed more at enterprise use, so it's usually not the most budget-friendly starting point.” GPT-5.4 mini · budget prompt · soft negative
“typically start at $10,000+ per year and require you to go through a lengthy "contact sales" process” Gemini 3.5 Flash · budget prompt · soft negative
“Enterprise platforms like MentorcliQ and Chronus are best for organizations that need to run, scale, and measure structured mentoring programs internally” GLM 4.7 FlashX · comparative prompt · first choice
“Chronus is currently one of the most popular platforms for growing companies.” Qwen 3.7 Flash · direct prompt · first choice
“Chronus is currently the gold standard for large-scale corporate programs.” Qwen 3.7 Flash · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“though it is often positioned more toward enterprises and larger organizations” Perplexity Sonar · direct prompt · soft negative
“priced for large organizations and are not suitable for a tight budget” GLM 4.7 FlashX · budget prompt · soft negative
“Qooper: Combines AI-powered mentor matching, advanced analytics with a built-in ROI calculator, extensive enterprise integrations, and support for every major mentoring format.” Claude Haiku 4.5 · comparative prompt · first choice
“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
“Strong on structured programs, analytics, ROI reporting, and learning/development tracking” Perplexity Sonar · comparative 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.