One of twelve models named Torch first on the direct prompt; zero named BetterUp. Torch was named by twelve of the twelve models and BetterUp by eleven and Torch carries 29 labels and BetterUp 38, so the shares are not directly comparable.
Named in three categories this edition.
Named in five categories 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 coaching platforms page.
Across every category in the September 2026 Edition, Torch and BetterUp were named in the same answer fifty-seven times, of the 68 answers naming Torch and the 138 naming BetterUp. In those answers BetterUp took the first choice seventeen times and Torch three.
| 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. Three of four in this category shown.
“I'd generally recommend Torch if your priority is a true coaching marketplace plus enterprise-ready rollout” GPT-5.4 mini · paraphrase prompt · first choice
“Torch is a leadership coaching and alignment platform built for mid-market and enterprise talent teams” Claude Haiku 4.5 · direct prompt · first choice
“Given you're at 500 people, I'd prioritize Growthspace, Exec.com, Torch, or CoachHub” DeepSeek V4 Flash · scale 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.
“Avoid per-seat enterprise platforms — BetterUp ($500–$2,000/seat/year) ... charge for every employee whether they use it or not” DeepSeek V4 Flash · budget prompt · hard negative
“Avoid per-seat pricing from larger platforms (BetterUp, CoachHub) as they can be prohibitively expensive” MiniMax M2.5 · direct prompt · hard negative
“Avoid premium platforms like BetterUp ($300-$1,000+ per employee) unless absolutely necessary” MiniMax M2.5 · budget prompt · hard negative
“Better Alternatives: Use directories specifically designed for professional coaching, such as ICF Credential Registry, BetterUp, or iCoachWorld.” Qwen 3.7 Flash · negative prompt · first choice
“Choose BetterUp if: You need the largest coach network and want a proven, research-backed platform for broad workforce development.” Kimi K2 · comparative prompt · first choice
“As the pioneer of the digital enterprise coaching space, BetterUp has the largest global network of vetted human coaches.” Gemini 3.5 Flash · 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.