Seven of twelve models named Boon Health first on the direct prompt; zero named BetterUp. Boon Health was named by eleven of the twelve models and BetterUp by eleven and Boon Health carries 30 labels and BetterUp 38, so the shares are not directly comparable.
Named in one category 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, Boon Health and BetterUp were named in the same answer fifty-nine times, of the 81 answers naming Boon Health and the 138 naming BetterUp. In those answers BetterUp took the first choice twelve times and Boon Health sixteen.
| 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. Five of six in this category shown.
“Under ~50 employees: Boon, Risely (lightweight, AI) ... one built for startups may not scale to your needs.provided” DeepSeek V4 Flash · scale prompt · soft negative
“it is less clearly the best fit for a typical mid-sized B2B buyer than Growthspace or CoachHub” Perplexity Sonar · paraphrase prompt · soft negative
“1. Boon - a usage-based platform with a curated network of coaches and AI-driven change management and practice tools.” Llama 4 Maverick · direct prompt · first choice
“Boon is the strongest overall pick — its usage-based model means you only pay for coaching that actually happens” DeepSeek V4 Flash · budget prompt · first choice
“If you want a single platform covering all levels and coaching formats with flexible, usage-based pricing: Boon.” GLM 4.7 FlashX · direct 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.