Coaching platforms
Asked as “employee coaching platform”, and as “digital coaching marketplace”, on behalf of a mid-market B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
20%
Contested · Exec 16%
20Growthspace16Exec11Torch54others
20% of first choices, contested.
Since September 2026▼−3Since September 2026: 26% → 23%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Growthspace held the lead, −3 points on 26%, inside the 13-point floor.
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.
Small business
15Five11%Contested↗new leaderNew leader since September 2026: 15Five (8%) replaces Boon Health (28% then, 4% now), 4 points clear, inside the 13-point floor.Standing →Mid-market
Growthspace20%Contested▼−3Since September 2026: 26% → 23%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.This pageEnterprise
BetterUp46%Clear leader▼−2Since September 2026: 49% → 47%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →
15Five11%Contested↗new leaderNew leader since September 2026: 15Five (8%) replaces Boon Health (28% then, 4% now), 4 points clear, inside the 13-point floor.Standing →Mid-marketGrowthspace20%Contested▼−3Since September 2026: 26% → 23%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.This pageEnterpriseBetterUp46%Clear leader▼−2Since September 2026: 49% → 47%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →The standing
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. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Growthspace20%4%23accepted challenger▼−3Since September 2026: 26% → 23%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.26% → 23%
Growthspace20%4%23accepted challenger▼−3Since September 2026: 26% → 23%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.26% → 23%02
Exec16%0%15accepted challenger▲+4Since September 2026: 13% → 17%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.13% → 17%
Exec16%0%15accepted challenger▲+4Since September 2026: 13% → 17%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.13% → 17%03
Torch11%15%20accepted challenger▼−1Since September 2026: 7% → 6%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 6%
Torch11%15%20accepted challenger▼−1Since September 2026: 7% → 6%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 6%0415Five9%0%11accepted challenger▲+4Since September 2026: 2% → 6%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 6%
15Five9%0%11accepted challenger▲+4Since September 2026: 2% → 6%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 6%05
Lattice9%9%11accepted challenger▲+9Since September 2026: 2% → 10%, +9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 10%
Lattice9%9%11accepted challenger▲+9Since September 2026: 2% → 10%, +9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 10%06
Boon Health5%6%16accepted challenger▼−16Since September 2026: 22% → 6%, −16 points. Past the 13-point floor: movement. Read over the models both editions asked.22% → 6%
Boon Health5%6%16accepted challenger▼−16Since September 2026: 22% → 6%, −16 points. Past the 13-point floor: movement. Read over the models both editions asked.22% → 6%07
Simply.Coach5%0%10accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 4%
Simply.Coach5%0%10accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 4%08
CoachHub4%30%40criticized challenger▼−3Since September 2026: 6% → 2%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 2%
CoachHub4%30%40criticized challenger▼−3Since September 2026: 6% → 2%, −3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 2%09BetterUp4%52%40criticized challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 4%
BetterUp4%52%40criticized challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 4%10
EZRA2%9%11accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
EZRA2%9%11accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%Show the three products at 0%, ordered by negative rate
13
Kajabi0%18%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Kajabi0%18%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%12
CoachAccountable0%0%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
CoachAccountable0%0%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%11
Paperbell0%0%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Paperbell0%0%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%The floor is 13 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
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-eight head-to-head pages: the top eight products, each against each
Growthspace vs LatticeGrowthspace vs Boon HealthGrowthspace vs Simply.CoachGrowthspace vs CoachHubExec vs TorchExec vs 15FiveExec vs LatticeExec vs Boon HealthExec vs Simply.CoachExec vs CoachHubTorch vs 15FiveTorch vs LatticeTorch vs Boon HealthTorch vs Simply.CoachTorch vs CoachHub15Five vs Lattice15Five vs Boon Health15Five vs Simply.Coach15Five vs CoachHubLattice vs Boon HealthLattice vs Simply.CoachLattice vs CoachHubBoon Health vs Simply.CoachBoon Health vs CoachHubSimply.Coach vs CoachHub
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 →
01020304050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Growthspace20%
Growthspace20%02Exec16%
Exec16%03Torch11%
Torch11%0415Five9%
15Five9%05Lattice9%
Lattice9%06Boon Health5%
Boon Health5%07Simply.Coach5%
Simply.Coach5%08CoachHub4%
CoachHub4%09BetterUp4%
BetterUp4%10EZRA2%
EZRA2%11Paperbell0%
Paperbell0%12CoachAccountable0%
CoachAccountable0%13Kajabi0%
Kajabi0%What they warned about
Zero of fourteen models held their first choice under the paraphrase. 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, GPT-6 Luna and Muse Glimmer 30B 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.
BetterUp52%
21 of 40 labels negative · 10 of 14 models · 8 hard negative
“Platforms with Notable Issues **BetterUp** - Has significant negative reviews (55% negative labels in some analyses...)” GLM 4.7 FlashX, negative prompt
CoachHub30%
12 of 40 labels negative · 9 of 14 models · 5 hard negative
“**CoachHub** - Employee concerns include: - Low salaries and pay transparency issues - Leadership concerns and "gaslighting" in business reviews” GLM 4.7 FlashX, negative prompt
Coaches Console100%
3 of 3 labels negative · 3 of 14 models · 3 hard negative
“the clearest ones to avoid or scrutinize closely are **Profi**, **Coaches Console**” Perplexity Sonar, negative prompt
Lurn
100%
3 of 3 labels negative · 3 of 14 models · 3 hard negative
“Be especially careful with platforms tied to FTC enforcement actions or refund cases, such as Lurn, which the FTC said used unfounded income claims” GPT-5.4 mini, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
77 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1037 links across 265 sites, every framing counted. Ranked by the number of answers carrying the site or page. 81 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
36 answers · 54 citations · 12 models
vendor site · Paperbell27 answers · 34 citations · 14 models
20 answers · 41 citations · 10 models
vendor site · Exec19 answers · 24 citations · 10 models
17 answers · 30 citations · 11 models
17 answers · 18 citations · 8 models
vendor site · Coachello16 answers · 21 citations · 8 models
16 answers · 20 citations · 8 models
vendor site · Easygenerator16 answers · 16 citations · 9 models
vendor site · LinkedIn15 answers · 17 citations · 7 models
15 answers · 15 citations · 11 models
12 answers · 16 citations · 10 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.
31 answers · 12 models
17 answers · 8 models
17 answers · 8 models
17 answers · 9 models
16 answers · 9 models
15 answers · 11 models
12 answers · 10 models
12 answers · 9 models
11 answers · 7 models
10 answers · 8 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 | 20% | 53 | 390 | 11 | 44,789 | 0 | ||
| Exec exec.com | 16% | 44 | 60,500 | 1,840 | 25,811 | 0 | ||
| Torch torch.io | 11% | 66 | 90,500 | 54,246 | 4,013 | 12 | ||
| 15Five 15five.com | 9% | 296 | 6,600 | 32 | 32,362 | 22 | ||
| Lattice lattice.com | 9% | 662 | 90,500 | 13,900 | 122,123 | $1,328 | 120 | |
| Boon boon-health.com Boon Health 5% | 5% | 47 | 140 | 108 | 395 | 4 | 4 | |
| Simply.Coach simply.coach | 5% | 34 | 320 | 0 | 6,500 | 7 | 7 | |
| CoachHub coachhub.com | 4% | 148 | 1,900 | 18 | 35,044 | 7 | 1 | |
| Together togetherplatform.com | 4% | 163 | 165,000 | 1,119,610 | 37,952 | 0 | 3 | |
| BetterUp betterup.com | 4% | 148 | 9,900 | 354 | 1,159,872 | 0 | 5 |
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, linkedin.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 4.5Boon Health, Torchno first choiceChangedno first choice15Fiveno first choicenothing named
Six alternatives
Avoma, Coachello, Gong, Growthspace, Risely, Sounding BoardThree alternatives
Edthena, Gong, HubFitOne alternative
Rocky.aiGPT-5.4 miniLatticeGrowthspaceChangedPaperbellagainst: Acuity Scheduling, CalendlySimply.Coachagainst: Cloverleafno first choiceagainst: Lurn
Four alternatives
CoachHub, Culture Amp, Torch, ValenceThree alternatives
Bravely, Skillsoft Coaching, TandemTwo alternatives
CoachAccountable, KajabiOne alternative
StaffCircleGemini 3.5 FlashGrowthspace, Jiminnyagainst: BetterUp, GongGrowthspaceChangedagainst: BetterUpBetterUp, CoachfulPushFaragainst: BetterUp, Chronus, CoachHub, MentorcliQno first choiceagainst: Bark, BetterUp, CoachHub, Noomii, Torch
Three alternatives
Avoma, Boon Health, CloverleafThree alternatives
Boon Health, CoachHub, MySalesCoachNine alternatives
Boon Health, CoachAccountable, CoachHub, Delenta, EZRA, Exec, Growthspace, Paperbell, QuenzaSix alternatives
Boon Health, EasyCoach, LeggUP, MentorStack, Mentorloop, Rocky.aiSix alternatives
BetterUp, CoachHub, Coachello, Growthspace, SkillCycle, TorchPerplexity SonarTorchagainst: BetterUpCoachHubChangedno first choiceTogetherno first choiceagainst: Coaches Console, Profi
Three alternatives
Betterworks, Cloverleaf, LatticeThree alternatives
BetterUp, Boon Health, EZRASeven alternatives
Circle, Coachful, Coaching.com, GroupApp, Mighty Networks, Paperbell, SatoriTwo alternatives
ProProfs Training Maker, TalentLMSGrok 4.1 FastLatticeagainst: BetterUpGrowthspaceChangedagainst: BetterUpno first choiceagainst: KajabiCoaching Loftagainst: BetterUp, CoachHub, GoSkills, TalentLMSno first choiceagainst: Begonia Rose Co, Stayly Academy, Strength In Harmony, Tony Robbins
Six alternatives
15Five, Betterworks, CoachHub, Jiminny, Leapsome, Showpad CoachThree alternatives
CoachHub, EZRA, TorchOne alternative
CoachVantageMistral SmallGrowthspaceagainst: BetterUp, CoachHubExec, GrowthspaceChangedLearnWorldsagainst: KajabiExec, Togetherno first choiceagainst: BetterUp, Coach.me, CoachHub, Coaches Console, Coaching Lobby, Lurn, Profi
Two alternatives
Coachello, MotivosityThree alternatives
Coachful, GroupApp, Mighty NetworksTwo alternatives
Marlee, TaskHumanDeepSeek V4 FlashGrowthspace, Latticeagainst: BetterUpBoon HealthChangedagainst: GrowthspacePaperbellagainst: SkoolExecagainst: BetterUp, Boon Health, CoachHubBetterUpagainst: BetterUp, Coach.me, Coaching Department / Apply Knowledge, Nudge Coach, Practice, Profi, QuickCoach
One alternative
BetterworksFour alternatives
BetterUp, CoachHub, EZRA, ExecNine alternatives
BetterUp, Circle, CoachAccountable, CoachHub, Coachful, Delenta, Exec, Kajabi, Mighty NetworksTwo alternatives
Coaching Loft, MeshSix alternatives
Boon Health, CoachHub, Coachello, Exec, Torch, ValenceLlama 4 MaverickTorchExec, GrowthspaceChangedno first choiceBoon Health, Execno first choiceagainst: Coaches Console
Three alternatives
Growthspace, Lattice, MotivosityOne alternative
ProProfs Training MakerQwen 3.7 FlashLatticeExec, GrowthspaceChangedSimply.Coach15Fiveagainst: CoachHub, Speexxno first choiceagainst: Lifetalk, The Life Coach School
Two alternatives
Growthspace, MotivosityOne alternative
TorchThree alternatives
CoachVantage, Kajabi, PaperbellFive alternatives
Effy AI, Small Improvements, Trakstar, Workleap, Zoho PeopleKimi K215Five, Latticeagainst: BetterUpEZRAChangedagainst: BetterUp, Sounding Board, ValenceBetterUp, CoachHubMarlee, Rocky.aiagainst: BetterUp, CoachHubno first choiceagainst: Coaching Department/Apply Knowledge, Lurn, MOBE, Position Gurus, Tony Robbins / Robbins Research International, Top Shelf Ecommerce
Three alternatives
Betterworks, CoachHub, GrowthspaceThree alternatives
CoachHub, MentorcliQ, TorchThree alternatives
Kajabi, Paperbell, Simply.CoachOne alternative
RiselyGLM 4.7 FlashXBetterUpExec, GrowthspaceChangedKajabiManageableagainst: Latticeno first choiceagainst: BetterUp, CoachHub
Two alternatives
CoachHub, GrowthspaceOne alternative
Boon HealthTen alternatives
Circle, CoachAccountable, CoachHub, Mighty Networks, Noomii, Nudge Coach, Paperbell, Skool, Teachable, ThinkificThree alternatives
CoachAccountable, LifeCoachHub, UpCoachMiniMax M2.5no first choiceExec, GrowthspaceChangedCoachfulSimply.Coach, TalentLMSagainst: BetterUp, CoachHub, EZRA, Torchno first choiceagainst: Begonia Rose Co LLC, Coach.me, Coachingly.ai
Three alternatives
BetterUp, CoachHub, GrowthspaceOne alternative
CoachHubSeven alternatives
Circle, GroupApp, Kajabi, Mighty Networks, Practice Better, Teachable, UpCoachTwo alternatives
15Five, TaskHumanGPT-6 Luna15FiveTorchChangedPaperbellagainst: HoneyBook or Dubsado15Fiveagainst: 15Five's $4/user/month Engage plan, BetterUpno first choicenothing named
Four alternatives
BetterUp, Gong, Mindtickle, TorchOne alternative
CoachHubFive alternatives
BetterUp, CoachAccountable, CoachHub, Kajabi, Practice BetterMuse Glimmer 30BTorchagainst: BetterUp, CoachHubCoachHub, TorchChangedCoachAccountable, Practice Betteragainst: Acuity SchedulingExec, Simply.Coachagainst: BetterUp, CoachHub, Torchno first choiceagainst: Alma / helloalma.com, thecoachme.com / coach.me
Three alternatives
Boon Health, Exec, GrowthspaceOne alternative
GrowthspaceSeven alternatives
BetterUp, Coach.me, CoachRx, Mighty Networks, Satori, Trainerize, TrueCoachThree alternatives
CoachAccountable, Delenta, QuenzaBold 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. Full answer text is in the free responses file. Download the record
Eighty-four 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 | 2026-10-01 08:28 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:43 | yes | 0 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:18 | yes | 23 | 29 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:17 | yes | 18 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:22 | yes | 24 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:06 | yes | 11 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:29 | yes | 22 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:53 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:30 | yes | 5 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:47 | yes | 19 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:46 | yes | 22 | 56 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:57 | yes | 5 | 14 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:03 | yes | 3 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:34 | yes | 18 | 28 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:02 | no | 0 | 3 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:33 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:38 | yes | 8 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:46 | yes | 18 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:17 | yes | 19 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:58 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:52 | yes | 22 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:39 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:46 | yes | 9 | 38 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:52 | yes | 20 | 17 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:47 | yes | 23 | 19 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:10 | yes | 13 | 36 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:28 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:13 | yes | 14 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:17 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:14 | yes | 8 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:15 | yes | 21 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:55 | yes | 19 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:03 | yes | 22 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:24 | yes | 10 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:03 | yes | 19 | 40 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:56 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:49 | yes | 10 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:43 | yes | 10 | 16 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:19 | yes | 19 | 24 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:13 | yes | 11 | 23 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:08 | yes | 5 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:15 | yes | 13 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:56 | yes | 9 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:18 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:41 | yes | 16 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 11:56 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:58 | yes | 24 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:53 | yes | 10 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:20 | yes | 22 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:05 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:40 | yes | 13 | 57 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:03 | yes | 20 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:54 | yes | 23 | 46 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:29 | yes | 21 | 27 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:21 | yes | 2 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:03 | yes | 13 | 15 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:03 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:31 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:55 | yes | 7 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:18 | yes | 18 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:16 | yes | 16 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:39 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:49 | yes | 20 | 60 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:07 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:59 | no | 0 | 36 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:15 | yes | 14 | 32 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:14 | yes | 15 | 18 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:09 | yes | 9 | 37 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:47 | yes | 3 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:10 | yes | 12 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:05 | no | 0 | 2 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:06 | yes | 6 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:48 | yes | 16 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:35 | yes | 19 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:12 | yes | 24 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:28 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:19 | yes | 22 | 41 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:49 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:23 | yes | 10 | 50 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:44 | yes | 24 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:06 | yes | 24 | 146 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:25 | yes | 10 | 18 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:36 | yes | 1 | 12 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:42 | yes | 25 | 31 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
3 of 3 flipped
GPT-5.4 mini
4 of 4 flipped
Gemini 3.5 Flash
3 of 4 flipped
Perplexity Sonar
1 of 4 flipped
Grok 4.1 Fast
4 of 5 flipped
Mistral Small
4 of 4 flipped
DeepSeek V4 Flash
4 of 5 flipped
Llama 4 Maverick
2 of 3 flipped
Qwen 3.7 Flash
4 of 4 flipped
Kimi K2
4 of 4 flipped
GLM 4.7 FlashX
4 of 4 flipped
MiniMax M2.5
4 of 4 flipped
GPT-6 Luna
2 of 4 flipped
Muse Glimmer 30B
3 of 4 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
Boon (Boon Health) read as Boon Health
Unresolved, counted raw
15Five's $4/user/month Engage plan
Alma / helloalma.com
Bark
Begonia Rose Co
Begonia Rose Co LLC
Bunch
CoachRx
Coaches.me
Coaching Department/Apply Knowledge
Edthena
Everfit
HoneyBook or Dubsado
HubFit
Laika
Life Coach Hub
LifeCoachHub
Lifetalk
Manageable
Mindvalley Coaching
Outlier
Position Gurus
QuickCoach
Showpad Coach
Simpl
Skillsoft Coaching
The Life Coach School
Tony Robbins (Robbins Research International)
Tony Robbins / Robbins Research International
Top Shelf Ecommerce
TrainHeroic
thecoachme.com / coach.me
Discontinued, still offered
No shut-down product was recommended here.