Index › HR › Onboarding and employee experience › Employee wellbeing › Enterprise · November 2026 Edition
Employee wellbeing and mental health for enterprise buyers
Asked as “employee wellbeing platform”, and as “mental health benefit for employees”, on behalf of an enterprise B2B company. 41 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
17%
Contested · Wellable 17%
17Personify Health17Wellable15Wellhub51others
17% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Wellable (17%) replaces Personify Health (17% then, 17% now), 0 points clear, inside the 13-point floor.Wellable leads at 17%, replacing Personify Health, which led at 17% and stands at 17% now: 0 points clear, inside the floor, so the swap reads as unsettled.
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
Woliba29%Contested↗new leaderNew leader since October 2026: Woliba (29%) replaces Wellable (28% then, 18% now), 11 points clear, inside the 13-point floor.Standing →Mid-market
Wellable26%Contested▲+4Since October 2026: 22% → 26%, +4 points. Inside the 13-point floor: within noise.Standing →EnterpriseWellable17%Contested↗new leaderNew leader since October 2026: Wellable (17%) replaces Personify Health (17% then, 17% now), 0 points clear, inside the 13-point floor.This page
Woliba29%Contested↗new leaderNew leader since October 2026: Woliba (29%) replaces Wellable (28% then, 18% now), 11 points clear, inside the 13-point floor.Standing →Mid-marketWellable26%Contested▲+4Since October 2026: 22% → 26%, +4 points. Inside the 13-point floor: within noise.Standing →EnterpriseWellable17%Contested↗new leaderNew leader since October 2026: Wellable (17%) replaces Personify Health (17% then, 17% now), 0 points clear, inside the 13-point floor.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Wellable17%3%37accepted challenger=heldSince October 2026: 17% → 17%, ±0 points. Inside the 13-point floor: within noise.17% → 17%
Wellable17%3%37accepted challenger=heldSince October 2026: 17% → 17%, ±0 points. Inside the 13-point floor: within noise.17% → 17%02
Personify Health17%17%36accepted challenger=heldSince October 2026: 17% → 17%, ±0 points. Inside the 13-point floor: within noise.17% → 17%
Personify Health17%17%36accepted challenger=heldSince October 2026: 17% → 17%, ±0 points. Inside the 13-point floor: within noise.17% → 17%03
Wellhub15%7%29accepted challenger▲+7Since October 2026: 8% → 15%, +7 points. Inside the 13-point floor: within noise.8% → 15%
Wellhub15%7%29accepted challenger▲+7Since October 2026: 8% → 15%, +7 points. Inside the 13-point floor: within noise.8% → 15%04
CoreHealth10%5%21accepted challenger▲+4Since October 2026: 6% → 10%, +4 points. Inside the 13-point floor: within noise.6% → 10%
CoreHealth10%5%21accepted challenger▲+4Since October 2026: 6% → 10%, +4 points. Inside the 13-point floor: within noise.6% → 10%05
Lyra Health7%6%17accepted challenger▼−8Since October 2026: 15% → 7%, −8 points. Inside the 13-point floor: within noise.15% → 7%
Lyra Health7%6%17accepted challenger▼−8Since October 2026: 15% → 7%, −8 points. Inside the 13-point floor: within noise.15% → 7%06
Spring Health7%8%13accepted challenger▼−1Since October 2026: 8% → 7%, −1 point. Inside the 13-point floor: within noise.8% → 7%
Spring Health7%8%13accepted challenger▼−1Since October 2026: 8% → 7%, −1 point. Inside the 13-point floor: within noise.8% → 7%07
Modern Health5%5%19accepted challenger▲+1Since October 2026: 4% → 5%, +1 point. Inside the 13-point floor: within noise.4% → 5%
Modern Health5%5%19accepted challenger▲+1Since October 2026: 4% → 5%, +1 point. Inside the 13-point floor: within noise.4% → 5%08Headspace for Employers5%18%28accepted challenger▲+5Since October 2026: 0% → 5%, +5 points. Inside the 13-point floor: within noise.0% → 5%
10
Unmind2%7%29accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Unmind2%7%29accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%Show the three products at 0%, ordered by negative rate
13
Calm Health0%35%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Calm Health0%35%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%12LifeWorks0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
11Woliba0%6%17accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Woliba0%6%17accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 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 enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Wellable vs Lyra HealthWellable vs WellhubWellable vs Modern HealthWellable vs Wellness CoachVantage Fit vs Spring HealthVantage Fit vs WolibaVantage Fit vs Lyra HealthVantage Fit vs WellhubVantage Fit vs Modern HealthVantage Fit vs Wellness CoachSpring Health vs WolibaSpring Health vs Lyra HealthSpring Health vs WellhubSpring Health vs Modern HealthSpring Health vs Wellness CoachWoliba vs Lyra HealthWoliba vs WellhubWoliba vs Modern HealthWoliba vs Wellness CoachLyra Health vs WellhubLyra Health vs Modern HealthLyra Health vs Wellness CoachWellhub vs Modern HealthWellhub vs Wellness CoachModern Health vs Wellness Coach
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 →
01020304050607H08
091011L12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Wellable17%
Wellable17%02Personify Health17%
Personify Health17%03Wellhub15%
Wellhub15%04CoreHealth10%
CoreHealth10%05Lyra Health7%
Lyra Health7%06Spring Health7%
Spring Health7%07Modern Health5%
Modern Health5%08Headspace for Employers5%
09Champion Health5%
Champion Health5%10Unmind2%
Unmind2%11Woliba0%
Woliba0%12LifeWorks0%
13Calm Health0%
Calm Health0%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.
Calm Health35%
6 of 17 labels negative · 5 of 14 models · 1 hard negative
“Calm, Headspace, Happify, Moodfit, Moodkit – These popular apps have been flagged for: Collecting highly sensitive personal information without proper encryption” GLM 4.7 FlashX, negative prompt
Personify Health17%
6 of 36 labels negative · 5 of 14 models
“Platforms that do not publish pricing or have complex, enterprise-only sales models (e.g., Personify Health) may not be transparent or scalable for large organizations.” Mistral Small, negative prompt
Headspace for Employers
18%
5 of 28 labels negative · 4 of 14 models · 1 hard negative
“Calm, Headspace, Happify, Moodfit, Moodkit – These popular apps have been flagged for” GLM 4.7 FlashX, negative prompt
BetterHelp100%
3 of 3 labels negative · 3 of 14 models · 2 hard negative
“The FTC took action against BetterHelp (online therapy platform) for sharing sensitive mental health data with advertisers like Facebook and Snapchat” MiniMax M2.5, 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
73 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. 873 links across 283 sites, every framing counted. Ranked by the number of answers carrying the site or page. 1 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.
26 answers · 30 citations · 11 models
vendor site · Guideflow26 answers · 27 citations · 12 models
vendor site · Champion Health25 answers · 44 citations · 8 models
vendor site · Lead Change Group25 answers · 40 citations · 11 models
vendor site · Wellable21 answers · 28 citations · 13 models
vendor site · G214 answers · 21 citations · 10 models
vendor site · Vantage Fit14 answers · 17 citations · 7 models
vendor site · Wellhub13 answers · 20 citations · 9 models
vendor site · LinkedIn13 answers · 14 citations · 9 models
12 answers · 14 citations · 5 models
vendor site · Pleaz11 answers · 12 citations · 5 models
11 answers · 11 citations · 6 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.
24 answers · 12 models
20 answers · 8 models
19 answers · 10 models
15 answers · 10 models
10 answers · 6 models
10 answers · 5 models
10 answers · 8 models
10 answers · 8 models
10 answers · 8 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 wellbeing platform”, “employee wellbeing platform”, “wellbeing platforms”. 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 | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| Wellable wellable.co | 17% | 125 | 5,400 | 64 | 36,813 | 3 | |
| Personify Health personifyhealth.com | 17% | 58 | 49,500 | 472 | 66,193 | 14 | |
| Wellhub wellhub.com | 15% | 79 | 33,100 | 660 | 718,542 | 120 | |
| CoreHealth corehealth.global | 10% | 30 | 3,600 | 9 | 5,419 | 0 | 4 |
| Lyra lyrahealth.com Lyra Health 7% | 7% | 45 | 27,100 | 387 | 119,492 | 78 | |
| Spring Health springhealth.com | 7% | 49 | 60,500 | 1,464 | 141,543 | 48 | |
| Modern Health modernhealth.com | 5% | 44 | 8,100 | 281 | 12,363 | ||
| Headspace for Employers headspace.com | 5% | 93 | 699,364 | 73 | |||
| Champion Health championhealth.co.uk | 5% | 26 | |||||
| Unmind unmind.com | 2% | 41 | 720 | 57 | 871 |
Google's top ten for the three searches hold 23 sites; 3 of them are among the sites the models cited here (g2.com, get.pleaz.io, vantagefit.io). The first result for “best employee wellbeing platform” is g2.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 wellbeing platform for an enterprise B2B company?”Paraphrase“Which mental health benefit for employees would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade wellbeing platforms and how do they differ?”Budget-constrained“What is the best employee wellbeing platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an employee wellbeing platform. What should we look at?”Negative“Which wellbeing platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5CoreHealthno first choiceChangedno first choiceWellableagainst: Navigateno first choicenothing named
Four alternatives
Personify Health, Unmind, Wellable, Wellness360Three alternatives
Personify Health, Vantage Fit, WolibaGPT-5.4 miniPersonify Healthno first choiceChangedCoreHealth, Personify HealthWellhubno first choiceagainst: Ultrahuman
Three alternatives
Headspace for Employers, Unmind, WellableSix alternatives
Achievers, Nectar, Terryberry, Wellable, Wellhub, YuMuuvTwo alternatives
Headspace for Employers, WellableGemini 3.5 FlashPersonify HealthLyra Health, Modern Health, Spring HealthChangedLyra Health, Spring HealthPersonify Healthno first choicenothing named
Six alternatives
Lyra Health, Modern Health, Spring Health, Unmind, Wellable, WellhubFour alternatives
Headspace for Employers, Modern Health, Personify Health, WellhubThree alternatives
Modern Health, Unmind, WellablePerplexity SonarPersonify Healthno first choiceChangedPersonify HealthVantage Fitagainst: Personify Healthno first choiceagainst: Burnalong, Calm Health, Headspace for Employers, Personify Health, Wellable, Wellhub
Six alternatives
CoreHealth, Modern Health, Unmind, Wellable, Wellhub, WorkhumanEight alternatives
CoreHealth, GoPivot, Headspace for Employers, LifeWorks, Unmind, Vantage Fit, Wellable, WellhubGrok 4.20Personify Healthno first choiceChangedPersonify Healthagainst: WellhubWellhubagainst: Kara Connectno first choiceagainst: BetterHelp, Calm Health, Cerebral, Headspace for Employers, Replika: My AI Friend, Talkie
Eight alternatives
Calm Health, Champion Health, Headspace for Employers, LifeWorks, Unmind, WebMD Health Services, Well-being, WellableFour alternatives
BetterUp, ComPsych, Lyra Health, Mercer Marsh BenefitsSix alternatives
Headspace for Employers, LifeWorks, Limeade, Lyra Health, Modern Health, WellableThree alternatives
CoreHealth, Personify Health, WolibaMistral SmallStayfno first choiceChangedChampion HealthWellable, Wellhubno first choiceagainst: Personify Health
Four alternatives
Champion Health, Modern Health, Wellable, YuMuuvThree alternatives
BetterHelp for Business, Ginger, Headspace for EmployersNine alternatives
Calm Health, CoreHealth, Headspace for Employers, LifeWorks, Personify Health, Unmind, Wellable, Woliba, YuLifeTwo alternatives
CoreHealth, WolibaDeepSeek V4 FlashPersonify HealthLyra Health, Spring HealthChangedno first choiceWellhubagainst: Wolibano first choiceagainst: Interactive Health, Personify Health, Roster
Four alternatives
CoreHealth, Modern Health, Unmind, WellhubOne alternative
Modern HealthSeven alternatives
Champion Health, Personify Health, TELUS Health Wellbeing, Unmind, Wellable, Woliba, YuLifeThree alternatives
LifeWorks, Unmind, WellableLlama 4 MaverickCoreHealthno first choiceChangedno first choiceCoreHealthno first choicenothing named
Four alternatives
Unmind, Vantage Fit, Wellable, Wellness360Qwen 3.7 FlashModern Health, Wellableno first choiceChangedLyra HealthWellableno first choicenothing named
Five alternatives
CoreHealth, Stayf, Unmind, Wellness Coach, WolibaThree alternatives
Calm Health, Headspace for Employers, WoebotSix alternatives
Calm Health, Ginger, Headspace for Employers, Modern Health, Optum, Spring HealthTwo alternatives
CoreHealth, Personify HealthKimi K2CoreHealthLyra Health, Spring HealthChangedagainst: Calm Health, Headspace for EmployersPersonify HealthWellableagainst: ComPsych, CoreHealth, LifeWorks, Lyra Health, Modern Health, Personify Health, Spring HealthWellness Coachagainst: Calm Health, GetHealth, Headspace for Employers, Health Assured, PAM Wellness, Unmind
Three alternatives
Modern Health, Spring Health, WellableOne alternative
Modern HealthSix alternatives
CoreHealth, LifeWorks, Lyra Health, Spring Health, Wellable, YuLifeThree alternatives
Calm Health, Wellhub, WolibaThree alternatives
Champion Health, Unmind, WolibaGLM 4.7 FlashXChampion Health, Unmindno first choiceChangedWellableWellhubno first choiceagainst: Calm Health, Happify, Headspace for Employers, Moodfit, Moodkit, Yale Health Expectations Program
Three alternatives
Modern Health, Personify Health, WellhubTwo alternatives
Calm Health, Headspace for EmployersTen alternatives
Castlight Health, LifeWorks, Limeade, ManageWell™, Personify Health, Reward Gateway, Vantage Fit, Wellhub, Woliba, YuMuuvTwo alternatives
CoreHealth, WellableMiniMax M2.5Champion Healthno first choiceChangedUnmindagainst: Calm HealthHeadspace for Employersno first choiceagainst: Alo Moves, BetterHelp, Hims & Hers, Vitality Group, Welltok
Three alternatives
ManageWell™, Modern Health, Personify HealthFive alternatives
Champion Health, Headspace for Employers, SilverCloud, Wellhub, YuLifeFour alternatives
CoreHealth, Personify Health, WellbeingSolutions, WellhubGPT-6 LunaWellableno first choiceChangedPersonify Health, Wellable, WellhubWellableno first choiceagainst: BetterHelp
Four alternatives
Lyra Health, Personify Health, Spring Health, UnmindFive alternatives
Headspace for Employers, Lyra Health, Modern Health, Spring Health, TELUS Health EngageTwo alternatives
WellSteps, WellhubMuse Glimmer 30BLimeade, Personify HealthHeadspace for EmployersChangedLimeade ONE, Personify HealthWellhubagainst: Champion Health, Unmindno first choiceagainst: Ginger, Personify Health
Three alternatives
CoreHealth, Wellable, Wellness360Seven alternatives
Champion Health, TELUS Health Wellbeing, Sprout, Unmind, Vantage Fit, Wellable, Wellhub, formerly Gympass, Wellness CoachTwo alternatives
Suman, WellableBold 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 09:35 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:40 | 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 09:12 | yes | 10 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:37 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:08 | yes | 13 | 37 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:12 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:27 | yes | 23 | 18 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:52 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:55 | yes | 5 | 19 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:47 | yes | 13 | 43 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:44 | yes | 15 | 92 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:12 | yes | 5 | 20 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:36 | yes | 4 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:39 | yes | 13 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:00 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:25 | yes | 2 | 6 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 08:53 | no | 0 | 12 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:06 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:15 | yes | 5 | 21 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:05 | no | 0 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:37 | yes | 16 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:46 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:29 | yes | 5 | 15 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:39 | yes | 18 | 44 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:52 | yes | 24 | 71 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:07 | no | 0 | 13 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:49 | yes | 3 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:40 | yes | 14 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:40 | yes | 13 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:29 | yes | 6 | 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 10:37 | yes | 6 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:50 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:18 | yes | 9 | 35 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:22 | yes | 9 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:42 | yes | 24 | 31 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:40 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:43 | no | 0 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:12 | yes | 19 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:35 | yes | 19 | 55 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:45 | yes | 15 | 33 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:50 | yes | 9 | 28 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:08 | yes | 20 | 42 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:54 | yes | 16 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:34 | yes | 3 | 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 12:53 | yes | 12 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:14 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:11 | yes | 12 | 30 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:54 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:11 | yes | 24 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:04 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:26 | yes | 10 | 38 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:01 | yes | 24 | 38 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:57 | yes | 23 | 37 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:48 | yes | 14 | 94 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:30 | yes | 4 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:50 | yes | 24 | 34 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:02 | yes | 18 | 15 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:54 | yes | 3 | 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 08:37 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:42 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:14 | yes | 13 | 37 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:28 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:57 | yes | 21 | 36 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:42 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:54 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:52 | yes | 8 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:31 | yes | 24 | 25 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:53 | no | 0 | 21 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:28 | yes | 2 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:57 | no | 0 | 6 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:11 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:52 | yes | 4 | 8 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 11:04 | yes | 10 | 16 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:48 | yes | 10 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 9 | 33 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:48 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:29 | yes | 23 | 51 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:42 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:19 | no | 0 | 29 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:19 | yes | 25 | 62 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:02 | yes | 23 | 53 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:35 | yes | 25 | 53 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:18 | yes | 4 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:52 | yes | 22 | 33 s |
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
Calm read as Calm Health
Calm Business read as Calm Health
Calm for Business read as Calm Health
Headspace read as Headspace for Employers
Headspace for Work read as Headspace for Employers
Headspace for Work (now part of Headspace Health) read as Headspace for Employers
Lyra read as Lyra Health
Replika read as Replika: My AI Friend
TELUS Health read as LifeWorks
TELUS Health (Sprout) read as LifeWorks
TELUS Health (formerly LifeWorks) read as LifeWorks
WebMD read as WebMD Health Services
Unresolved, counted raw
Alo Moves
Castlight Health
GetHealth
Interactive Health
Limeade ONE
MyLifeWell
PAM Wellness
Roster
SogoEX
Sonic Boom Wellness
Suman
TELUS Health Engage
TELUS Health Wellbeing, Sprout
Talkie
Ultrahuman
Vitality Group
Vitality at Work Enterprise
WellbeingSolutions
Wellhub, formerly Gympass
Yale Health Expectations Program
Discontinued, still offered
No shut-down product was recommended here.