Coaching platforms
Asked as “employee coaching platform”, and as “digital coaching marketplace”, on behalf of a mid-market B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
26%
Contested · Boon Health 22%
26Growthspace22Boon Health13Exec39others
26% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
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. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All twenty-one head-to-head pages: the top seven products, each against each
Growthspace vs CoachHubGrowthspace vs RiselyGrowthspace vs BetterUpBoon Health vs ExecBoon Health vs TorchBoon Health vs CoachHubBoon Health vs RiselyBoon Health vs BetterUpExec vs TorchExec vs CoachHubExec vs RiselyExec vs BetterUpTorch vs CoachHubTorch vs RiselyTorch vs BetterUpCoachHub vs RiselyCoachHub vs BetterUpRisely vs BetterUp
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09V10
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Growthspace26%
Growthspace26%02Boon Health22%
Boon Health22%03Exec13%
Exec13%04Torch7%
Torch7%05CoachHub6%
CoachHub6%06Risely4%
Risely4%07BetterUp2%
BetterUp2%08CoachAccountable0%
CoachAccountable0%09Paperbell0%
Paperbell0%10Valence0%
What they warned about
Zero of twelve models held their first choice under the paraphrase. 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 and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
BetterUp55%
21 of 38 labels negative · 9 of 12 models · 8 hard negative
“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
CoachHub29%
11 of 38 labels negative · 7 of 12 models · 3 hard negative
“Avoid per-seat enterprise platforms — ... CoachHub ($200–$800/seat/year) charge for every employee whether they use it or not” DeepSeek V4 Flash, budget prompt
Coach.me83%
5 of 6 labels negative · 5 of 12 models · 5 hard negative
“coach.me - Has reports of unauthorized charges and appears to have identity issues with similar-named companies” MiniMax M2.5, negative prompt
Coaches Console100%
3 of 3 labels negative · 3 of 12 models · 3 hard negative
“Coaches Console is described as having an outdated interface and poor value in the 2026 review.[6]” Perplexity Sonar, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
64 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 880 links across 243 sites, every framing counted. Ranked by the number of answers carrying the site or page.
48 answers · 68 citations · 12 models
vendor site · Torch28 answers · 33 citations · 12 models
22 answers · 23 citations · 9 models
vendor site · Coachello21 answers · 31 citations · 10 models
vendor site · Exec16 answers · 18 citations · 9 models
15 answers · 16 citations · 9 models
vendor site · 360Learning15 answers · 15 citations · 10 models
vendor site · Circle15 answers · 15 citations · 10 models
14 answers · 15 citations · 8 models
vendor site · Paperbell12 answers · 15 citations · 7 models
vendor site · G211 answers · 31 citations · 5 models
vendor site · Zendikt11 answers · 12 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
48 answers · 12 models
27 answers · 12 models
21 answers · 9 models
16 answers · 9 models
15 answers · 10 models
15 answers · 10 models
15 answers · 9 models
12 answers · 8 models
12 answers · 7 models
10 answers · 7 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best employee coaching platform”, “coaching platforms”, “employee coaching platform”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Growthspace growthspace.com | 26% | 71 | 390 | 11 | 44,789 | 0 | ||
| Boon boon-health.com Boon Health 22% | 22% | 48 | 140 | 108 | 395 | 4 | 4 | |
| Exec exec.com | 13% | 21 | 60,500 | 1,840 | 25,811 | 0 | ||
| Torch torch.io | 7% | 63 | 90,500 | 54,246 | 4,013 | 12 | ||
| CoachHub coachhub.com | 6% | 133 | 1,900 | 18 | 35,044 | 7 | 1 | |
| Risely risely.me | 4% | 17 | 210 | 227,910 | 6,577 | |||
| Bravely bravely.io | 4% | 8 | 3,600 | 69,391 | 1,141 | |||
| 360Learning 360learning.com | 4% | 310 | 2,400 | 40 | 45,896 | 8 | ||
| Lattice lattice.com | 2% | 625 | 90,500 | 13,900 | 122,123 | $1,328 | 120 | |
| Rocky.ai rocky.ai | 2% | 3 |
Google's top ten for the three searches hold 20 sites; 5 of them are among the sites the models cited here (boon-health.com, coachello.ai, coachilly.com, paperbell.com, togetherplatform.com). The first result for “best employee coaching platform” is mentorcliq.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best employee coaching platform for a mid-market B2B company?”Paraphrase“Which digital coaching marketplace would you recommend to a mid-sized B2B company?”Comparative“What are the top coaching platforms and how do they differ?”Budget-constrained“What is the best employee coaching platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an employee coaching platform. What should we look at?”Negative“Which coaching platforms should I avoid or be cautious about?”
Claude Haiku 4.5Torchagainst: BetterUp, CoachHubno first choiceChangedBetterUpBravelyno first choicenothing named
One alternative
AvomaThree alternatives
CoachHub, Simply.Coach, ValenceThree alternatives
Coachello, Risely, TogetherGPT-5.4 miniLatticeTorchChangedCoachVantage, Simply.Coach, ZoeeStaffCircle, ThriveSparrowagainst: BetterUp, EZRAno first choiceagainst: Air AI, Growth Cave, IM Mastery Academy, Lurn, Zurixx
Four alternatives
BetterUp, CoachHub, Growthspace, TorchThree alternatives
CoachHub, Mindtickle, SecondBodyTen alternatives
BetterUp, Bonsai, Circle, CoachAccountable, CoachHub, EZRA, Growthspace, HoneyBook, Mighty Networks, WixGemini 3.5 FlashExec, Growthspaceagainst: BetterUp, CoachHubGrowthspaceChangedagainst: BetterUpBetterUp, PaperbellRisely, Rocky.aiagainst: BetterUp, CoachHubno first choiceagainst: Bark.com, Noomii, Thumbtack
Two alternatives
Boon Health, TorchThree alternatives
Boon Health, CoachHub, TorchSix alternatives
CoachAccountable, CoachHub, Coachello, Simply.Coach, Torch, UpCoachFive alternatives
15Five, Lattice, Simply.Coach, Together, ValencePerplexity SonarBoon HealthGrowthspaceChangedagainst: Boon Healthno first choiceBoon Health, Bravelyno first choiceagainst: Coaches Console, Coaching Lobby, Profi
Five alternatives
BetterUp, CoachHub, Exec, Growthspace, TorchThree alternatives
CoachHub, Exec, TorchTen alternatives
Circle, CoachAccountable, Kajabi, Mighty Networks, Paperbell, Practice Better, Satori, Teachable, Thinkific, UpCoachTwo alternatives
Risely, Rocky.aiGrok 4.20Execagainst: BetterUp, CoachHubGrowthspaceChangedagainst: BetterUp, CoachHubPaperbellagainst: PracticeSC Trainingagainst: BetterUp, CoachHubno first choiceagainst: BetterUp, Coach.me, Simplilearn
Three alternatives
Boon Health, Growthspace, TorchTwo alternatives
Exec, TorchFour alternatives
CoachAccountable, CoachVantage, Satori, Simply.CoachThree alternatives
FeedbackPulse, ProProfs Training Maker, TalentLMSMistral SmallExec, GrowthspaceCoachHub, GrowthspaceChangedno first choice360Learning, Execno first choiceagainst: Coaches Console, Coaching Lobby, Profi
Two alternatives
Boon Health, TorchOne alternative
TorchTwo alternatives
Whale, ZandaXDeepSeek V4 FlashBoon Health, Growthspaceagainst: BetterUpCoachHubChangedagainst: BetterUp, Risely, Valenceno first choiceBoon Healthagainst: BetterUp, CoachHubCoachHub, Exec, Growthspace, Torchagainst: BetterUp, Boon Health, Riselyagainst: Coach.me, Coaching Department / Apply Knowledge, Guidance / Thrive Learning, MOBE, Noom
Two alternatives
CoachHub, TorchTwo alternatives
Exec, GrowthspaceEight alternatives
BetterUp, Circle, CoachAccountable, CoachHub, Kajabi, Paperbell, Satori, ThinkificThree alternatives
Exec, Mesh, RiselyLlama 4 MaverickBoon HealthExec, GrowthspaceChangedno first choiceBoon Health, Execno first choiceagainst: Coaches Console, Coaching Lobby, Profi, Spook Luke's GCR/Grand Champ Road Map
Three alternatives
Exec, Growthspace, TorchSeven alternatives
Bravely, EZRA, Imperative, Risely, Rocky.ai, Sounding Board, TogetherQwen 3.7 FlashBoon Healthagainst: BetterUpBetterUpChangedno first choice15Five, Thrive Gono first choiceagainst: Akela Global, Craigslist, Fiverr, Nu Skin / IsoMetrix, Upwork
Four alternatives
Exec, Growthspace, Hone, TorchThree alternatives
Clarity.fm, CoachHub, Gerson Lehrman GroupSix alternatives
Acuity Scheduling, CoachAccountable, GoHighLevel, HoneyBook, Outseta, TeamworksFive alternatives
360Learning, Bravely, PeopleGoal, ProProfs Training Maker, RiselyKimi K2Boon Health, Growthspaceagainst: BetterUp, EZRAGrowthspaceChangedagainst: BetterUp, EZRABetterUpBoon Health, Riselyagainst: BetterUp, CoachHubno first choiceagainst: Coach.me, Strawberry.me
Three alternatives
CoachHub, Exec, TorchTwo alternatives
CoachHub, ExecSix alternatives
Circle, CoachHub, EZRA, Paperbell, Torch, UpCoachOne alternative
TogetherGLM 4.7 FlashXBoon HealthGrowthspace, TorchChangedagainst: BetterUpno first choiceBoon Healthagainst: BetterUp, Canvas LMS, CoachHub, Exec, GoSkills, Growthspace, Moodle, Zoho Learnno first choiceagainst: Coach.me, Lurn, Millennial Mastermind
Five alternatives
CoachHub, Exec, Growthspace, Risely, TorchThree alternatives
Boon Health, CoachHub, ExecTwo alternatives
CoachVantage, RiselyMiniMax M2.5Boon Health, Growthspaceagainst: BetterUp, CoachHubGrowthspaceChangedagainst: CoachHubno first choice360Learningagainst: BetterUpno first choiceagainst: Coach.me, TXEX
Three alternatives
Exec, Lattice, TorchOne alternative
ExecThree alternatives
Boon Health, Exec, ValenceBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:26 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:22 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:02 | yes | 20 | 42 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 19:00 | yes | 20 | 8 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:39 | yes | 35 | 18 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:08 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 18:38 | yes | 20 | 58 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:28 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:57 | yes | 5 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:50 | yes | 9 | 49 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:34 | yes | 10 | 58 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:46 | yes | 5 | 30 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:20 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:46 | yes | 3 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:16 | yes | 14 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 19:15 | yes | 20 | 7 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 21:34 | yes | 29 | 17 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:26 | yes | 5 | 9 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:15 | yes | 15 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:51 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:13 | no | 0 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:22 | yes | 7 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:40 | yes | 8 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:45 | yes | 5 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:12 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:54 | yes | 8 | 13 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:33 | yes | 16 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 21:24 | yes | 20 | 10 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 17:54 | yes | 28 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:13 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:59 | yes | 24 | 19 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:12 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:31 | no | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:26 | yes | 9 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:50 | yes | 9 | 56 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:42 | yes | 7 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:35 | yes | 14 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:53 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:14 | yes | 25 | 30 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 19:04 | yes | 20 | 7 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:09 | yes | 36 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:00 | yes | 12 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:55 | yes | 9 | 10 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:12 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:57 | yes | 24 | 88 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:04 | yes | 8 | 37 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:24 | yes | 27 | 34 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:40 | yes | 5 | 14 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:02 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:51 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:58 | yes | 11 | 47 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 18:05 | yes | 20 | 11 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:22 | yes | 15 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:46 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:19 | yes | 28 | 30 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:34 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:52 | yes | 9 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:56 | yes | 12 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:32 | yes | 13 | 59 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:45 | no | 0 | 11 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:41 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:22 | yes | 4 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:46 | yes | 23 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 18:59 | yes | 20 | 9 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:36 | yes | 39 | 18 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:19 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 21:37 | yes | 30 | 59 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:09 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:03 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:14 | yes | 10 | 21 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:03 | yes | 23 | 77 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:53 | yes | 5 | 12 s |
Noise floor in this category
Flips between the edition run and its calibration repeat. Six prompts per model is a small sample; the index-wide floor is the number to trust.
ShowHide
Claude Haiku 4.5
1 of 3 flipped
GPT-5.4 mini
4 of 4 flipped
Gemini 3.5 Flash
4 of 4 flipped
Perplexity Sonar
2 of 3 flipped
Grok 4.20
3 of 5 flipped
Mistral Small
2 of 3 flipped
DeepSeek V4 Flash
4 of 4 flipped
Llama 4 Maverick
1 of 3 flipped
Qwen 3.7 Flash
5 of 5 flipped
Kimi K2
2 of 4 flipped
GLM 4.7 FlashX
3 of 3 flipped
MiniMax M2.5
3 of 3 flipped
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Boon read as Boon Health
Unresolved, counted raw
Akela Global
Bunch.ai
CareerVillage Coach
Coachli
Executive.com
Ezy
FitWave.io
Gerson Lehrman Group (GLG)
GoHighLevel (GHL)
Growth Cave
Guidance / Thrive Learning
ICF Credential Registry
IM Mastery Academy
Life Coach Hub
Millennial Mastermind (via Mastermind.com/Dean Graziosi)
Nu Skin / IsoMetrix
Outseta
PerformSpark
SecondBody
Simplero
Spook Luke's GCR/Grand Champ Road Map
Strawberry.me
TXEX
Teamworks
Thrive Go
Waggle
ZandaX
Zoee
Zurixx
iCoachWorld
quickcoach.fit
Discontinued, still offered
No shut-down product was recommended here.