Coaching platforms for small business buyers
Asked as “employee coaching platform”, and as “digital coaching marketplace”, on behalf of a small B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
16%
Contested · Coaching.com 10%
1615Five10Coaching.com08Cloverleaf66others
16% of first choices, contested.
Since October 2026▲+5Since October 2026: 11% → 16%, +5 points. Inside the 13-point floor: within noise.15Five held the lead, +5 points on 11%, 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
15Five16%Contested▲+5Since October 2026: 11% → 16%, +5 points. Inside the 13-point floor: within noise.This pageMid-market
CoachHub16%Contested↗new leaderNew leader since October 2026: CoachHub (16%) replaces Growthspace (20% then, 14% now), 2 points clear, inside the 13-point floor.Standing →Enterprise
BetterUp44%Clear leader▼−2Since October 2026: 46% → 44%, −2 points. Inside the 13-point floor: within noise.Standing →
15Five16%Contested▲+5Since October 2026: 11% → 16%, +5 points. Inside the 13-point floor: within noise.This pageMid-marketCoachHub16%Contested↗new leaderNew leader since October 2026: CoachHub (16%) replaces Growthspace (20% then, 14% now), 2 points clear, inside the 13-point floor.Standing →EnterpriseBetterUp44%Clear leader▼−2Since October 2026: 46% → 44%, −2 points. Inside the 13-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
0115Five16%6%18accepted challenger▲+5Since October 2026: 11% → 16%, +5 points. Inside the 13-point floor: within noise.11% → 16%
15Five16%6%18accepted challenger▲+5Since October 2026: 11% → 16%, +5 points. Inside the 13-point floor: within noise.11% → 16%02
Coaching.com10%15%13accepted challenger▲+3Since October 2026: 7% → 10%, +3 points. Inside the 13-point floor: within noise.7% → 10%
Coaching.com10%15%13accepted challenger▲+3Since October 2026: 7% → 10%, +3 points. Inside the 13-point floor: within noise.7% → 10%03
Cloverleaf8%0%13accepted challenger▲+4Since October 2026: 4% → 8%, +4 points. Inside the 13-point floor: within noise.4% → 8%
Cloverleaf8%0%13accepted challenger▲+4Since October 2026: 4% → 8%, +4 points. Inside the 13-point floor: within noise.4% → 8%04
Boon Health6%15%13accepted challenger▲+1Since October 2026: 5% → 6%, +1 point. Inside the 13-point floor: within noise.5% → 6%
Boon Health6%15%13accepted challenger▲+1Since October 2026: 5% → 6%, +1 point. Inside the 13-point floor: within noise.5% → 6%05
Simply.Coach4%0%27accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 13-point floor: within noise.4% → 4%
Simply.Coach4%0%27accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 13-point floor: within noise.4% → 4%06
Coachful4%0%11accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise.0% → 4%
Coachful4%0%11accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise.0% → 4%07
Lattice4%7%15accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise.2% → 4%
Lattice4%7%15accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise.2% → 4%08CoachHub4%47%32criticized challenger▼−3Since October 2026: 7% → 4%, −3 points. Inside the 13-point floor: within noise.7% → 4%
CoachHub4%47%32criticized challenger▼−3Since October 2026: 7% → 4%, −3 points. Inside the 13-point floor: within noise.7% → 4%09
CoachAccountable2%6%18accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise.4% → 2%
CoachAccountable2%6%18accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise.4% → 2%Show the five products at 0%, ordered by negative rate
13Lurn0%100%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
14BetterUp0%71%35criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
BetterUp0%71%35criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%12
Torch0%45%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Torch0%45%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%11
Paperbell0%20%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Paperbell0%20%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%10
UpCoach0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
UpCoach0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-eight head-to-head pages: the top eight products, each against each
CoachHub vs Boon HealthCoachHub vs Simply.CoachCoachHub vs CoachAccountableCoachHub vs EZRAGrowthspace vs BetterUpGrowthspace vs TorchGrowthspace vs Boon HealthGrowthspace vs Simply.CoachGrowthspace vs CoachAccountableGrowthspace vs EZRABetterUp vs TorchBetterUp vs Boon HealthBetterUp vs Simply.CoachBetterUp vs CoachAccountableBetterUp vs EZRATorch vs Boon HealthTorch vs Simply.CoachTorch vs CoachAccountableTorch vs EZRABoon Health vs Simply.CoachBoon Health vs CoachAccountableBoon Health vs EZRASimply.Coach vs CoachAccountableSimply.Coach vs EZRACoachAccountable vs EZRA
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 →
010203040506070809101112L13
14Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
0115Five16%
15Five16%02Coaching.com10%
Coaching.com10%03Cloverleaf8%
Cloverleaf8%04Boon Health6%
Boon Health6%05Simply.Coach4%
Simply.Coach4%06Coachful4%
Coachful4%07Lattice4%
Lattice4%08CoachHub4%
CoachHub4%09CoachAccountable2%
CoachAccountable2%10UpCoach0%
UpCoach0%11Paperbell0%
Paperbell0%12Torch0%
Torch0%13Lurn0%
14BetterUp0%
BetterUp0%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 4.20, 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.
Lurn
100%
10 of 10 labels negative · 10 of 14 models · 10 hard negative
“was sued by the FTC in 2023 for deceptive practices... Small businesses targeting e-commerce or digital products should steer clear” Grok 4.20, negative prompt
BetterUp71%
25 of 35 labels negative · 9 of 14 models · 7 hard negative
“BetterUp reportedly requires at least a $6,000 annual commitment, making it a poor fit for a very small budget” Perplexity Sonar, budget prompt
CoachHub47%
15 of 32 labels negative · 6 of 14 models · 6 hard negative
“enterprise-grade and typically cost hundreds of dollars per user per month ... too expensive for a small company” GLM 4.7 FlashX, budget prompt
Automators AI
100%
4 of 4 labels negative · 4 of 14 models · 4 hard negative
“the company promised profitable online stores, while many clients' stores were suspended or shut down” GPT-6 Luna, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
75 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. 875 links across 199 sites, every framing counted. Ranked by the number of answers carrying the site or page. 28 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.
42 answers · 73 citations · 14 models
28 answers · 39 citations · 12 models
vendor site · Coachful26 answers · 52 citations · 10 models
24 answers · 27 citations · 9 models
vendor site · G221 answers · 35 citations · 9 models
17 answers · 28 citations · 7 models
15 answers · 15 citations · 8 models
14 answers · 41 citations · 14 models
13 answers · 42 citations · 13 models
13 answers · 13 citations · 7 models
vendor site · CoachHub12 answers · 13 citations · 9 models
vendor site · Coaching.com11 answers · 15 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.
22 answers · 10 models
20 answers · 9 models
19 answers · 9 models
17 answers · 12 models
13 answers · 7 models
11 answers · 8 models
11 answers · 7 models
11 answers · 11 models
11 answers · 7 models
10 answers · 6 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 |
|---|---|---|---|---|---|---|---|---|
| 15Five 15five.com | 16% | 352 | 6,600 | 32 | 32,362 | 22 | ||
| Coaching.com coaching.com | 10% | 20 | 18,100 | 0 | 840,427 | |||
| Cloverleaf cloverleaf.me | 8% | 16 | 5 | |||||
| Boon boon-health.com Boon Health 6% | 6% | 48 | 140 | 108 | 395 | 4 | 4 | |
| MentorCruise mentorcruise.com | 6% | 27 | 1,900 | 32 | 50,162 | 0 | ||
| Simply.Coach simply.coach | 4% | 72 | 320 | 0 | 6,500 | 7 | 7 | |
| Coachful coachful.co | 4% | 15 | 50 | 655,486 | 417 | 2 | ||
| Lattice lattice.com | 4% | 625 | 90,500 | 13,900 | 122,123 | $1,328 | 120 | |
| WeStrive westrive.com | 4% | 8 | ||||||
| CoachHub coachhub.com | 4% | 133 | 1,900 | 18 | 35,044 | 7 | 1 |
Google's top ten for the three searches hold 20 sites; 4 of them are among the sites the models cited here (boon-health.com, coachhub.com, coachilly.com, simply.coach). 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 small B2B company?”Paraphrase“Which digital coaching marketplace would you recommend to a small business that sells to other businesses?”Comparative“What are the top coaching platforms for a small team and how do they differ?”Budget-constrained“What is the best employee coaching platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an employee coaching platform. What should we look at?”Negative“Which coaching platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceCoaching.com, NoomiiChangedDelentaTalentLMSno first choiceagainst: Ivy Capital, Lurn
Two alternatives
CoachHub, Yo!CoachFour alternatives
Mighty Networks, Satori, Simply.Coach, UpCoachTwo alternatives
Lattice, Simply.CoachGPT-5.4 miniLeapsomeCoachHubChangedagainst: BetterUpSimply.Coach, WeStrive15Fiveno first choicenothing named
Four alternatives
Cloverleaf, MentorcliQ, Mentorly, TeamflectTwo alternatives
Growthspace, TorchFive alternatives
Chronus, Cloverleaf, CoachVantage, PT Distinction, TrainualTwo alternatives
Acuity Scheduling, LatticeGemini 3.5 FlashBoon HealthProfiChangedagainst: BetterUpBoon Health, Cloverleaf, Coaching.comFellow.appagainst: BetterUp, CoachHubno first choiceagainst: BetterUp, CoachHubagainst: BetterUp, CoachHub, EZRA, Mighty Networks, Playbook, Teachable, Torch
Six alternatives
15Five, Cloverleaf, Gong, Growthspace, Lattice, New Level WorkSeven alternatives
CoachHub, Coaching.com, Growthspace, MentorCruise, MySalesCoach, Paperbell, Simply.CoachFive alternatives
CoachAccountable, Growthspace, Hone, Paperbell, UpCoachFour alternatives
15Five, Boon Health, Peoplebox.ai, RiselyPerplexity Sonar15Fiveagainst: BetterUpCoachfulChangedSimply.Coachagainst: Calendly, HoneyBook, Mighty NetworksSimply.Coachagainst: BetterUp, Boon Healthno first choiceagainst: CoachAccountable, Kajabi, Lurn, Teachable
Two alternatives
Cloverleaf, Simply.CoachTwo alternatives
BetterUp, Yo!CoachFour alternatives
CoachAccountable, Coachful, Delenta, UpCoachOne alternative
ExecGrok 4.20CloverleafCoachHubChangedagainst: BetterUpCoachAccountableagainst: BetterUp, Cal.com, CoachHub, Kajabi, Mighty Networks, TorchCoachAccountable15Five, Latticeagainst: BetterUp, CoachHub, EZRAagainst: Digital Altitude, Fat Giraffe Marketing, Lurn, My Online Business Education, Noomii
Three alternatives
Boon Health, Lattice, Simply.CoachThree alternatives
Coaching.com, Kajabi, UpCoachFive alternatives
Coachful, Delenta, Paperbell, Simply.Coach, UpCoachTwo alternatives
Cloverleaf, MeshSeven alternatives
BambooHR, Bravely, Culture Amp, Leapsome, Peoplebox, Simply.Coach, TorchMistral SmallPeopleboxCoaching.comChangedSimply.Coachagainst: PaperbellCloverleafno first choicenothing named
Three alternatives
Boon Health, Cloverleaf, Simply.CoachThree alternatives
CoachAccountable, Profi, UpCoachTwo alternatives
FreshLearn, MarleeDeepSeek V4 FlashSimply.Coachagainst: BetterUp, CoachHub, GrowthspaceMentorCruiseChangedagainst: 15Five, BetterUp, CoachHub, Coaching.com15Five, CoachAccountableagainst: BetterUp, CoachHub, TorchMarleeagainst: BetterUp, CoachHub, Torchno first choiceagainst: BetterUp, Torchagainst: Automators AI, Coach.me, CoachUp, Lurn, Zurixx, LLC
Three alternatives
Bravely, Cloverleaf, MarleeThree alternatives
EasyCoach, Lattice, Simply.CoachThree alternatives
15Five, CoachAccountable, ConnecteamFour alternatives
CoachHub, Marlee, Risely, Simply.CoachLlama 4 Maverickno first choiceCoachableHub, Coaching.comChangedCoachfulEffy AIno first choicenothing named
Four alternatives
CoachAccountable, Kajabi, Quenza, ViblyThree alternatives
Boon Health, Small Improvements, Zoho PeopleQwen 3.7 FlashCloverleafagainst: BetterUp, CoachHubMentorCruiseChangedCoachAccountableLattice, LifeCoachHubagainst: BetterUp, Executive Edgeno first choiceagainst: BetterUp, Lessonlyagainst: Lurn, Profi
One alternative
Boon HealthOne alternative
GrowthMentorFour alternatives
BetterUp, CoachHub, SimplePractice, UnpluggedFour alternatives
CoachAccountable, Marlee.ai, UpCoach, YourCoachKimi K215Five, Boon Health, Riselyagainst: BetterUp, CoachHubMentorCruiseChangedagainst: BetterUp, CoachHubCoachVantage, Simply.Coachagainst: BetterUp, CoachHubMeshagainst: BetterUp, CoachHub, Coaching.com, MentorcliQThriveaagainst: Automators, AI / Empire Ecommerce / Onyx Distribution, CoachUp, Lurn, TribeFIT, Yo!Coach
Two alternatives
Bravely, Rocky.aiOne alternative
Clarity.fmThree alternatives
Coachful, GroupApp, PaperbellFour alternatives
Marlee, Mentorgain, Mentorloop, Simply.CoachOne alternative
BambooHRGLM 4.7 FlashXCloverleafagainst: BetterUp15FiveChangedagainst: CoachableHubCoachful15Fiveagainst: BetterUp, CoachHub, Culture Amp, Latticeno first choiceagainst: Bark, Business Coach Academy, Lurn
Seven alternatives
15Five, Bravely, CoachHub, Coachello, Lattice, Leapsome, Simply.CoachTwo alternatives
CoachHub, MentorCruiseSix alternatives
Circle, CoachAccountable, Kajabi, Simply.Coach, Small Improvements, TorchTwo alternatives
LifeCoachHub, WeStriveMiniMax M2.5Boon Health, Mentorloopagainst: BetterUp15Five, Coaching.comChangedCoachAccountableWeStriveno first choiceagainst: Air AI, Automators AI, Digital Altitude, Lurn, MOBE, Position Gurus / Top Shelf Ecommerce
Three alternatives
CoachHub, Coaching.com, MarleeTwo alternatives
Coachful, NachoNachoFour alternatives
Coachful, GroupApp, Paperbell, Simply.CoachFour alternatives
Coaching Loft, Lattice, Marlee, Simply.CoachGPT-6 Luna15FiveCoaching.comChangedSimply.Coachagainst: PaperbellTeamflectagainst: Small Improvements Growno first choiceagainst: Automators AI, Coaching Department / Apply Knowledge, Lurn
One alternative
LatticeTwo alternatives
CoachAccountable, UpCoachOne alternative
15FiveMuse Glimmer 30BCoachfulMySalesCoachChangedCoachfulWeStriveagainst: Boon Healthno first choiceagainst: Allego, Automators AI, Bark, Chorus.ai by ZoomInfo, Ecom Skool, Empire Ecommerce, Gong, Highspot, Lurn, Mindtickle, Onyx Distribution, SalesHood, Salesloft's Conversational Intelligence, Seismic
Five alternatives
Boon Health, Lattice, Peoplebox, Simply.Coach, WeStriveTwo alternatives
CoachHub, Coaching.comFive alternatives
CoachAccountable, Paperbell, Practice Better, Simply.Coach, UpCoachThree alternatives
Coachful, Lattice, UpCoachBold 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.
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 | 2026-11-01 12:23 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:48 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:01 | yes | 7 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:23 | yes | 10 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:12 | yes | 24 | 49 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:10 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:32 | yes | 20 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:32 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:34 | yes | 15 | 48 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:54 | yes | 13 | 40 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:50 | yes | 14 | 41 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:16 | yes | 8 | 29 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:54 | yes | 2 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:57 | yes | 14 | 26 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:34 | yes | 19 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:47 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:27 | yes | 11 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:15 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:06 | yes | 14 | 29 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:50 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:06 | yes | 21 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:35 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:15 | yes | 9 | 38 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:14 | yes | 19 | 32 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:28 | yes | 18 | 28 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:39 | yes | 8 | 55 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:48 | yes | 1 | 19 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:58 | yes | 23 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:38 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:34 | yes | 5 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:59 | yes | 9 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:53 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:10 | yes | 10 | 34 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:53 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:38 | yes | 23 | 32 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:13 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:55 | no | 0 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:59 | yes | 12 | 23 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:56 | yes | 18 | 75 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:17 | yes | 14 | 44 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:04 | yes | 4 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:11 | yes | 15 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:58 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:23 | yes | 2 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:27 | yes | 11 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:58 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:18 | yes | 24 | 37 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:59 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:16 | yes | 23 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:46 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:31 | yes | 8 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:42 | yes | 9 | 34 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:49 | yes | 25 | 41 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:28 | yes | 14 | 35 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:16 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:09 | yes | 15 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:33 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:37 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:49 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:36 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 14 | 35 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:38 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:51 | yes | 18 | 22 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:23 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:29 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:08 | yes | 13 | 32 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:20 | yes | 10 | 23 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:07 | no | 0 | 33 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:24 | yes | 1 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:58 | yes | 12 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:53 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:38 | yes | 2 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:14 | yes | 13 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:34 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:31 | yes | 16 | 42 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:39 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:07 | yes | 23 | 22 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:19 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:39 | yes | 5 | 38 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:24 | yes | 17 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:51 | yes | 21 | 101 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:20 | yes | 24 | 49 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:17 | yes | 5 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:03 | yes | 22 | 36 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Boon read as Boon Health
Unresolved, counted raw
Chorus.ai by ZoomInfo
Classcard
Coach Catalyst / PLD Coaching Platform
Ecom Skool
Empire Ecommerce
Exec-Coach
Executive Edge
Fat Giraffe Marketing
Fellow.app
Ivy Capital
Kuli Kuli
Marlee.ai
Mentored
Mercury Works / Sounding Glass
My Online Business Education (MOBE)
NachoNacho
New Level Work
Onyx Distribution
Playbook
Position Gurus / Top Shelf Ecommerce
Push
Salesloft's Conversational Intelligence
Satori App
Small Improvements Grow
Torch.io
Unplugged
Vcita
Your Small Business Coach
YourCoach
Zurixx, LLC (Real Estate Investment Coaching)
Discontinued, still offered
No shut-down product was recommended here.