Employee wellbeing and mental health
Asked as “employee wellbeing platform”, and as “mental health benefit for employees”, on behalf of a mid-market B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
26%
Contested · Vantage Fit 13%
26Wellable13Vantage Fit11Spring Health51others
26% of first choices, contested.
Since October 2026▲+4Since October 2026: 22% → 26%, +4 points. Inside the 13-point floor: within noise.Wellable held the lead, +4 points on 22%, 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
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.This pageEnterpriseWellable17%Contested↗new leaderNew leader since October 2026: Wellable (17%) replaces Personify Health (17% then, 17% now), 0 points clear, inside the 13-point floor.Standing →
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.This pageEnterpriseWellable17%Contested↗new leaderNew leader since October 2026: Wellable (17%) replaces Personify Health (17% then, 17% now), 0 points clear, inside the 13-point floor.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 October 2026
01Wellable26%0%40accepted challenger▲+4Since October 2026: 22% → 26%, +4 points. Inside the 13-point floor: within noise.22% → 26%
Wellable26%0%40accepted challenger▲+4Since October 2026: 22% → 26%, +4 points. Inside the 13-point floor: within noise.22% → 26%02
Vantage Fit13%0%28accepted challenger▲+4Since October 2026: 9% → 13%, +4 points. Inside the 13-point floor: within noise.9% → 13%
Vantage Fit13%0%28accepted challenger▲+4Since October 2026: 9% → 13%, +4 points. Inside the 13-point floor: within noise.9% → 13%03
Spring Health11%11%19accepted challenger▼−2Since October 2026: 13% → 11%, −2 points. Inside the 13-point floor: within noise.13% → 11%
Spring Health11%11%19accepted challenger▼−2Since October 2026: 13% → 11%, −2 points. Inside the 13-point floor: within noise.13% → 11%04Woliba11%6%17accepted challenger▲+7Since October 2026: 4% → 11%, +7 points. Inside the 13-point floor: within noise.4% → 11%
Woliba11%6%17accepted challenger▲+7Since October 2026: 4% → 11%, +7 points. Inside the 13-point floor: within noise.4% → 11%05
Lyra Health9%7%15accepted challenger=heldSince October 2026: 9% → 9%, ±0 points. Inside the 13-point floor: within noise.9% → 9%
Lyra Health9%7%15accepted challenger=heldSince October 2026: 9% → 9%, ±0 points. Inside the 13-point floor: within noise.9% → 9%06
Wellhub4%5%21accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise.0% → 4%
Wellhub4%5%21accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise.0% → 4%07
Modern Health4%0%12accepted challenger▼−9Since October 2026: 13% → 4%, −9 points. Inside the 13-point floor: within noise.13% → 4%
Modern Health4%0%12accepted challenger▼−9Since October 2026: 13% → 4%, −9 points. Inside the 13-point floor: within noise.13% → 4%08
Wellness Coach4%0%11accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise.0% → 4%
Wellness Coach4%0%11accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise.0% → 4%09
Talkspace2%47%15criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Talkspace2%47%15criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%Show the four products at 0%, ordered by negative rate
13
BetterHelp0%62%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
BetterHelp0%62%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%11
Calm Health0%12%25accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Calm Health0%12%25accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%10Headspace for Employers0%12%34accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
12
Personify Health0%6%18accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Personify Health0%6%18accepted 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
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 →
010203040506070809H10
111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Wellable26%
Wellable26%02Vantage Fit13%
Vantage Fit13%03Spring Health11%
Spring Health11%04Woliba11%
Woliba11%05Lyra Health9%
Lyra Health9%06Wellhub4%
Wellhub4%07Modern Health4%
Modern Health4%08Wellness Coach4%
Wellness Coach4%09Talkspace2%
Talkspace2%10Headspace for Employers0%
11Calm Health0%
Calm Health0%12Personify Health0%
Personify Health0%13BetterHelp0%
BetterHelp0%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.
BetterHelp62%
10 of 16 labels negative · 10 of 14 models · 7 hard negative
“the U.S. Federal Trade Commission fined BetterHelp $7.8 million after it was found to have shared users' sensitive mental health data with third parties” Claude Haiku 4.5, negative prompt
Talkspace47%
7 of 15 labels negative · 7 of 14 models · 3 hard negative
“TalkSpace has been flagged for data privacy concerns and is sometimes included in lists of platforms to avoid.” Mistral Small, negative prompt
Cerebral83%
5 of 6 labels negative · 5 of 14 models · 4 hard negative
“Cerebral loaded 799 trackers within the first minute of downloading the app ... approximately 78,000 users were affected by a 2024 Cerebral data incident” Claude Haiku 4.5, negative prompt
Headspace for Employers
12%
4 of 34 labels negative · 4 of 14 models · 1 hard negative
“lacks strong clinical evidence for broad mental health claims... may underperform for those with serious issues” Grok 4.20, 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
68 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. 708 links across 259 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.
vendor site · Lead Change Group20 answers · 41 citations · 10 models
vendor site · Champion Health17 answers · 43 citations · 8 models
vendor site · Wellable15 answers · 19 citations · 9 models
15 answers · 16 citations · 9 models
vendor site · FirstHR15 answers · 15 citations · 10 models
vendor site · Guideflow13 answers · 14 citations · 7 models
13 answers · 13 citations · 7 models
vendor site · LinkedIn12 answers · 13 citations · 7 models
vendor site · Vantage Fit9 answers · 13 citations · 5 models
vendor site · Workhuman9 answers · 9 citations · 5 models
7 answers · 17 citations · 7 models
vendor site · G27 answers · 16 citations · 4 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.
14 answers · 10 models
12 answers · 7 models
11 answers · 5 models
11 answers · 8 models
11 answers · 7 models
10 answers · 5 models
10 answers · 9 models
10 answers · 7 models
9 answers · 6 models
9 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 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 | 26% | 125 | 5,400 | 64 | 36,813 | 3 | |
| Vantage Fit vantagefit.io | 13% | 65 | 110 | 2 | 3,994 | 6 | 9 |
| Spring Health springhealth.com | 11% | 49 | 60,500 | 1,464 | 141,543 | 48 | |
| Woliba woliba.io | 11% | 61 | 590 | 11 | 7,077 | ||
| Lyra lyrahealth.com Lyra Health 9% | 9% | 45 | 27,100 | 387 | 119,492 | 78 | |
| YuMuuv yumuuv.com | 9% | 28 | 480 | 3 | 2,051 | 16 | |
| Wellhub wellhub.com | 4% | 79 | 33,100 | 660 | 718,542 | 120 | |
| Modern Health modernhealth.com | 4% | 44 | 8,100 | 281 | 12,363 | ||
| Wellness Coach wellnesscoach.live | 4% | 40 | |||||
| Spill spill.chat | 2% | 12 |
Google's top ten for the three searches hold 23 sites; 3 of them are among the sites the models cited here (g2.com, vantagefit.io, workhuman.com). 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 a mid-market B2B company?”Paraphrase“Which mental health benefit for employees would you recommend to a mid-sized B2B company?”Comparative“What are the top wellbeing platforms and how do they differ?”Budget-constrained“What is the best employee wellbeing platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an employee wellbeing platform. What should we look at?”Negative“Which wellbeing platforms should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceLyra Health, Spring HealthChangedHeadspace for EmployersVantage Fit, Wellableno first choiceagainst: BetterHelp, Cerebral, Headspace for Employers, Replika: My AI Friend, Talkspace
One alternative
ComPsychTwo alternatives
AbleTo, ifeelOne alternative
Headspace for EmployersGPT-5.4 miniWellableno first choiceChangedWellhubStroveno first choicenothing named
Two alternatives
Perkbox, Vantage CircleSix alternatives
AdvantageClub.ai, Headspace for Employers, Perkbox, Personify Health, Vantage Fit, WellableThree alternatives
Juno, MoveZenGo, OptimityGemini 3.5 FlashWellableLyra Health, Modern Health, Spring HealthChangedno first choiceVantage Fit, Wellableno first choiceagainst: BetterHelp, Cerebral, Done Global, Koko, NEDA's "Tessa"
Six alternatives
Lyra Health, Modern Health, Spring Health, Wellhub, Woliba, YuLifeSix alternatives
Calm Health, Compt, CuraLinc, Fringe, Headspace for Employers, Mind Share PartnersSeven alternatives
BetterUp, Calm Health, Headspace for Employers, Lyra Health, Modern Health, Personify Health, WellhubFour alternatives
Calm Health, Headspace for Employers, Spill, WellhubPerplexity SonarWellableno first choiceChangedChampion Health, Personify HealthVantage Fitagainst: Wolibano first choiceagainst: BetterHelp, Calm Health, Happify, Headspace for Employers, Moodfit, Talkspace, Woebot, Wysa, Youper
Four alternatives
Personify Health, Unmind, Wellness360, WolibaTwelve alternatives
Calm Health, Headspace for Employers, Lyra Health, MoveSpring, Spill, Spring Health, Unmind, Vantage Fit, Wellable, Wellhub, Wellness360, YuMuuvThree alternatives
Wellable, Wellbeats, YuMuuvGrok 4.20Wellableno first choiceChangedSpill, UnmindWolibano first choiceagainst: BetterHelp, Calm Health, Circles Up, Clue, Flo, Happify, Headspace for Employers, Health and Her, Moodfit, Moodkit, Sanvello, Talkspace
Three alternatives
CoreHealth, Terryberry, WolibaTwo alternatives
ComPsych, Lyra HealthSix alternatives
Calm Health, Champion Health, Headspace for Employers, Personify Health, Pleaz, WellhubFour alternatives
Headspace or Calm for Business, Vantage Fit, Wellable, Wellness CoachMistral SmallWellness Coach, Wolibano first choiceChangedno first choiceVantage Fitno first choiceagainst: BetterHelp, Lifestance Health, Mindful Care, PESI, Spring Health, Talkspace, Thriveworks, UHS
Two alternatives
Vantage Fit, WellableTwo alternatives
BetterHelp, TalkspaceThree alternatives
Wellable, Woliba, YuMuuvDeepSeek V4 FlashWellableSpring HealthChangedagainst: Lyra Health, Traditional EAPLyra Health, Spring HealthYuMuuvno first choiceagainst: BetterHelp, Replika: My AI Friend
Three alternatives
Vantage Fit, Wellness Coach, WolibaTwo alternatives
Calm or Headspace Business, Modern HealthSix alternatives
Calm Health, Champion Health, Headspace for Employers, Personify Health, Wellable, WellhubThree alternatives
Vantage Fit, Wellable, WolibaLlama 4 MaverickWellableno first choiceChangedno first choiceTalkspaceno first choiceagainst: BetterHelp, Lifestance Health, Mindful Care, Optum, PESI, Spring Health, Talkspace, Thriveworks, UHS
Three alternatives
Terryberry, Vantage Fit, WolibaFour alternatives
CoreHealth, Vantage Fit, Wellable, WolibaQwen 3.7 FlashViva BenefitsLyra Health, Modern Health, Spring HealthChangedModern Health, Spring HealthWellableno first choiceagainst: Bumble, Hinge
Four alternatives
Headspace for Employers, Lyra Health, Modern Health, WellableFive alternatives
BetterUp, Calm Health, Headspace for Employers, Vitality, WellableFive alternatives
Calm Health, Headspace for Employers, Personify Health, Wellbeats, WolibaKimi K2Wellable, WolibaLyra Health, Spring HealthChangedChampion Health, CoreHealthYuMuuvno first choiceagainst: BetterHelp, Calm Health, Cerebral, Headspace for Employers, Herbalife, Talkspace, Youper
One alternative
Vantage FitThree alternatives
Calm Health, Headspace for Employers, TalkspaceTen alternatives
BetterHelp, Calm Health, Headspace for Employers, Lyra Health, Modern Health, Spring Health, Talkspace, Vantage Fit, Wellhub, YuLifeFive alternatives
Calm Health, Headspace for Employers, Vantage Fit, Wellbeats, WellhubGLM 4.7 FlashXWellness Coach, Wolibano first choiceChangedno first choiceSpillagainst: Champion Health, CoreHealth, Personify Health, YuLifeno first choiceagainst: Flo Health
Two alternatives
Vantage Fit, WellableTwo alternatives
Calm Health, Headspace for EmployersThree alternatives
Vantage Fit, Wellable, Wellness CoachMiniMax M2.5Wellable, Wolibano first choiceChangedno first choiceWellhub, YuMuuvno first choicenothing named
Two alternatives
Nectar, Vantage FitTwo alternatives
Calm Health, Headspace for EmployersTwo alternatives
Vantage Fit, WellStepsGPT-6 LunaWellhubno first choiceChangedWellableVantage Fitno first choiceagainst: BetterHelp, Cerebral
Two alternatives
Modern Health, Spring HealthFive alternatives
Headspace for Employers, Lyra Health, Personify Health, Spring Health, WellhubOne alternative
WellableMuse Glimmer 30BWellableagainst: WellhubHeadspace EAPChangedWellableVantage Fit, YuMuuvagainst: Talkspaceno first choiceagainst: BetterHelp, Cerebral, Flo Health, Monument, Replika AI
Four alternatives
Navigate Wellbeing, Vantage Fit, Wellness Coach, WolibaThree alternatives
Lyra Health, Modern Health, Spring HealthFive alternatives
Champion Health, CoreHealth, Personify Health, Unmind, WellhubThree alternatives
360 Wellbeing, Wellable, WellbeatsBold 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 08:45 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:15 | yes | 2 | 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 11:39 | yes | 11 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:00 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:23 | yes | 9 | 32 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:04 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:27 | yes | 20 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:53 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:17 | no | 0 | 34 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:07 | yes | 11 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:58 | yes | 9 | 18 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:58 | yes | 5 | 30 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:56 | yes | 2 | 39 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:59 | yes | 12 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:28 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:14 | no | 0 | 2 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 12:26 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:34 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 5 | 29 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:58 | no | 0 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:21 | yes | 23 | 34 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:11 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:11 | no | 0 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:00 | yes | 10 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:39 | yes | 14 | 44 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:12 | no | 0 | 10 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:01 | yes | 1 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:53 | yes | 14 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:31 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:22 | yes | 4 | 7 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 11:08 | yes | 10 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:22 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:04 | yes | 5 | 43 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:18 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:49 | yes | 20 | 27 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:17 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:07 | no | 0 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:35 | yes | 14 | 71 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:05 | yes | 20 | 57 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:39 | yes | 10 | 19 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:16 | yes | 8 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:42 | yes | 13 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:27 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:46 | yes | 2 | 4 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 10:27 | yes | 10 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 08:41 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:05 | yes | 12 | 43 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:40 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:14 | yes | 23 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:25 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:27 | yes | 5 | 19 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:01 | yes | 10 | 63 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:20 | yes | 24 | 25 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:04 | yes | 5 | 21 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:53 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:44 | yes | 14 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:03 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:40 | 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 10:45 | no | 0 | 13 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:31 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 5 | 27 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:17 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:05 | yes | 25 | 33 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:34 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:01 | no | 0 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:39 | yes | 19 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:21 | yes | 13 | 207 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:06 | no | 0 | 22 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:20 | yes | 3 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:22 | no | 0 | 5 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:08 | yes | 19 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:22 | yes | 5 | 5 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 12:03 | yes | 11 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:41 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:15 | yes | 5 | 23 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:50 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:42 | yes | 24 | 53 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:08 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:44 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:10 | yes | 20 | 56 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:01 | yes | 24 | 62 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:32 | yes | 10 | 24 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:38 | yes | 4 | 9 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:47 | yes | 25 | 26 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
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 Business read as Headspace for Employers
Headspace for Organizations read as Headspace for Employers
Headspace for Work read as Headspace for Employers
Lyra read as Lyra Health
Replika read as Replika: My AI Friend
Replika (AI Chatbot) read as Replika: My AI Friend
Unresolved, counted raw
360 Wellbeing
AbleTo
Aetna Healthyways
Bearable
Caju
Calm or Headspace Business
Clue
CuraLinc
Daylio
Doctor on Demand
Done Global (Done First)
Fitbit Premium for Work
Flo
Google Workspace’s "Help Me Sleep"
Google or Microsoft Wellness tools
Grokker
Groov Anywhere
Headspace EAP
Headspace or Calm for Business
Health and Her
Herbalife
Hinge
JAAQ at Work
Koko
Livongo (by Teladoc)
MediKeeper
Merative
Mind Share Partners
Monument
MoveZenGo
MyFitnessPal
NEDA's "Tessa"
Omada Health
One Medical
Optimity
Replika AI
Spok
Strove
Teladoc
Traditional EAP
UnitedHealthcare ActiveCare
Viva Benefits
Walker Tracker
YouTube fitness channels
ifeel
psychology.gov
Discontinued, still offered
No shut-down product was recommended here.