Ten of fourteen models named Together first on the direct prompt; one named Qooper. Together was named by fourteen of the fourteen models and Qooper by twelve and Together carries 50 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, Together and Qooper were named in the same answer 106 times, of the 184 answers naming Together and the 125 naming Qooper. In those answers Qooper took the first choice ten times and Together thirty-eight.
| 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. Six of eight in this category shown.
“Avoid starting with enterprise platforms such as MentorcliQ or Together” Perplexity Sonar · budget prompt · hard negative
“Enterprise products such as Chronus, MentorcliQ, Together, and Qooper are generally purchased by employers rather than individuals.” Perplexity Sonar · negative prompt · soft negative
“now part of Absorb's broader learning management ecosystem rather than operating as an independent, dedicated mentoring platform” Muse Glimmer 30B · comparative prompt · soft negative
“Together Mentoring — Excellent for structured programs; strong matching, analytics, and ROI tracking. Popular with companies like yours; high user satisfaction (4.9/5).” Grok 4.20 · scale prompt · first choice
“Together is a top recommendation due to its strong user ratings, comprehensive feature set, and proven fit for mid-market organizations” Mistral Small · paraphrase prompt · first choice
“I'd generally recommend Together Mentorship if your priority is a strong mix of ease of use, scalability, and measurable outcomes” GPT-5.4 mini · paraphrase 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.