One of twelve models named Mentorloop first on the direct prompt; zero named Ten Thousand Coffees. Mentorloop was named by twelve of the twelve models and Ten Thousand Coffees by eleven and Mentorloop carries 36 labels and Ten Thousand Coffees 15, 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.
Across every category in the September 2026 Edition, Mentorloop and Ten Thousand Coffees were named in the same answer twenty-five times, of the 98 answers naming Mentorloop and the 43 naming Ten Thousand Coffees. In those answers Ten Thousand Coffees took the first choice zero times and Mentorloop one.
| 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. Six of seven in this category shown.
“lower entry price, but note that Smart Match and HRIS are locked behind the Enterprise tier” Perplexity Sonar · direct prompt · soft negative
“Mentorloop offers a lower entry price but locks some features behind its Enterprise plan” Llama 4 Maverick · direct prompt · soft negative
“mid-sized fit over niche/SMB tools (e.g., Mentorloop)” Grok 4.1 Fast · paraphrase prompt · soft negative
“Mentorloop is the well-known mid-market option ... a sensible pick when you want a real program but are not a Fortune 500.” Claude Haiku 4.5 · direct prompt · first choice
“Together Software or Mentorloop are likely your best bets due to their ease of use and mid-market focus.” Claude Haiku 4.5 · paraphrase prompt · first choice
“Mentorloop is the most practical starting point due to its low administrative barrier and high ROI.” Gemini 3.5 Flash · paraphrase 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.
“Mid-market / fast deployment: Together, Mentorloop, Ten Thousand Coffees, Mentorgain” DeepSeek V4 Flash · scale prompt · first choice
“specializes in automated, smart introductions to break down organizational silos” Gemini 3.5 Flash · comparative prompt · alternative
“Best For: Networking, peer-to-peer learning, and organic connection.” GLM 4.7 FlashX · comparative 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.