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. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
22%
Contested · Modern Health 13%
22Wellable13Modern Health13Spring Health53others
22% of first choices, contested.
Since September 2026▼−9Since September 2026: 30% → 21%, −9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Wellable held the lead, −9 points on 30%, 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
Wellable28%Contested▲+1Since September 2026: 29% → 29%, +1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketWellable22%Contested▼−9Since September 2026: 30% → 21%, −9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.This pageEnterprise
Personify Health17%Contested↗new leaderNew leader since September 2026: Wellable (18%) replaces Personify Health (27% then, 15% now), 2 points clear, inside the 13-point floor.Standing →
Wellable28%Contested▲+1Since September 2026: 29% → 29%, +1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketWellable22%Contested▼−9Since September 2026: 30% → 21%, −9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.This pageEnterprisePersonify Health17%Contested↗new leaderNew leader since September 2026: Wellable (18%) replaces Personify Health (27% then, 15% now), 2 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 September 2026
01Wellable22%0%33accepted challenger▼−9Since September 2026: 30% → 21%, −9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.30% → 21%
Wellable22%0%33accepted challenger▼−9Since September 2026: 30% → 21%, −9 points. Inside the 13-point floor: within noise. Read over the models both editions asked.30% → 21%02
Spring Health13%0%29accepted challenger▼−4Since September 2026: 16% → 12%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.16% → 12%
Spring Health13%0%29accepted challenger▼−4Since September 2026: 16% → 12%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.16% → 12%03
Modern Health13%7%15accepted challenger▲+6Since September 2026: 6% → 12%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 12%
Modern Health13%7%15accepted challenger▲+6Since September 2026: 6% → 12%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 12%04
YuMuuv11%0%12accepted challenger▲+6Since September 2026: 2% → 8%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 8%
YuMuuv11%0%12accepted challenger▲+6Since September 2026: 2% → 8%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 8%05
Vantage Fit9%0%20accepted challenger▲+4Since September 2026: 6% → 10%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 10%
Vantage Fit9%0%20accepted challenger▲+4Since September 2026: 6% → 10%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 10%06
Lyra Health9%6%17accepted challenger▼−2Since September 2026: 10% → 8%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 8%
Lyra Health9%6%17accepted challenger▼−2Since September 2026: 10% → 8%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 8%07
Woliba4%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%
Woliba4%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
Headspace2%24%29accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%
Headspace2%24%29accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%09Personify Health2%13%15accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
Personify Health2%13%15accepted 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 four products at 0%, ordered by negative rate
12
Talkspace0%67%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Talkspace0%67%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%13
BetterHelp0%61%18criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
BetterHelp0%61%18criticized 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
Calm Health0%32%25criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Calm Health0%32%25criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%10
Wellhub0%0%16accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Wellhub0%0%16accepted 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
Wellable vs Vantage FitWellable vs Lyra HealthWellable vs WolibaWellable vs HeadspaceSpring Health vs Modern HealthSpring Health vs YuMuuvSpring Health vs Vantage FitSpring Health vs Lyra HealthSpring Health vs WolibaSpring Health vs HeadspaceModern Health vs YuMuuvModern Health vs Vantage FitModern Health vs Lyra HealthModern Health vs WolibaModern Health vs HeadspaceYuMuuv vs Vantage FitYuMuuv vs Lyra HealthYuMuuv vs WolibaYuMuuv vs HeadspaceVantage Fit vs Lyra HealthVantage Fit vs WolibaVantage Fit vs HeadspaceLyra Health vs WolibaLyra Health vs HeadspaceWoliba vs Headspace
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% negative40%
Key
01Wellable22%
Wellable22%02Spring Health13%
Spring Health13%03Modern Health13%
Modern Health13%04YuMuuv11%
YuMuuv11%05Vantage Fit9%
Vantage Fit9%06Lyra Health9%
Lyra Health9%07Woliba4%
Woliba4%08Headspace2%
Headspace2%09Personify Health2%
Personify Health2%10Wellhub0%
Wellhub0%11Calm Health0%
Calm Health0%12Talkspace0%
Talkspace0%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 4.1 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.
BetterHelp61%
11 of 18 labels negative · 11 of 14 models · 10 hard negative
“The US Federal Trade Commission fined BetterHelp $7.8m after determining the company misled consumers and shared private information with third parties for advertising” Muse Glimmer 30B, negative prompt
Cerebral100%
8 of 8 labels negative · 8 of 14 models · 7 hard negative
“Cerebral was banned by the FTC from sharing user data, including sensitive personal health information, with third parties without informing users.” Muse Glimmer 30B, negative prompt
Talkspace67%
8 of 12 labels negative · 8 of 14 models · 7 hard negative
“**BetterHelp and Talkspace** – These popular therapy platforms have faced significant criticism for their data privacy practices.” Mistral Small, negative prompt
Calm Health32%
8 of 25 labels negative · 7 of 14 models · 5 hard negative
“Mozilla *Privacy Not Included* warnings for data sharing and weak security... disclaimers admitting no clinical value—use at your own risk.” Grok 4.1 Fast, 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
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. 979 links across 317 sites, every framing counted. Ranked by the number of answers carrying the site or page. 26 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.
32 answers · 41 citations · 11 models
vendor site · Vantage Fit30 answers · 42 citations · 12 models
vendor site · Calmerry24 answers · 25 citations · 9 models
vendor site · Guideflow23 answers · 27 citations · 10 models
vendor site · FirstHR18 answers · 25 citations · 9 models
vendor site · Workhuman18 answers · 22 citations · 8 models
vendor site · Wellable17 answers · 22 citations · 11 models
vendor site · LinkedIn16 answers · 21 citations · 7 models
vendor site · Avidon Health14 answers · 19 citations · 10 models
vendor site · Gartner13 answers · 15 citations · 7 models
13 answers · 14 citations · 9 models
vendor site · Keka13 answers · 13 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
27 answers · 10 models
23 answers · 9 models
20 answers · 10 models
17 answers · 10 models
17 answers · 7 models
13 answers · 10 models
13 answers · 8 models
13 answers · 7 models
12 answers · 7 models
11 answers · 9 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 | 22% | 106 | 5,400 | 64 | 36,813 | 3 | |
| Spring Health springhealth.com | 13% | 47 | 60,500 | 1,464 | 141,543 | 48 | |
| Modern Health modernhealth.com | 13% | 38 | 8,100 | 281 | 12,363 | ||
| YuMuuv yumuuv.com | 11% | 38 | 480 | 3 | 2,051 | 16 | |
| Vantage Fit vantagefit.io | 9% | 55 | 110 | 2 | 3,994 | 6 | 9 |
| Lyra lyrahealth.com Lyra Health 9% | 9% | 44 | 27,100 | 387 | 119,492 | 78 | |
| Ginger headspace.com Ginger 4%, Headspace 2% | 5% | 77 | 201,000 | 197,415 | 699,364 | 73 | |
| Woliba woliba.io | 4% | 36 | 590 | 11 | 7,077 | ||
| Personify Health personifyhealth.com | 2% | 59 | 49,500 | 472 | 66,193 | 14 | |
| Limeade | 2% | 14,800 | 3,440 |
Google's top ten for the three searches hold 23 sites; 3 of them are among the sites the models cited here (gartner.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 4.5Wellableno first choiceChangedWolibaVantage Fit, Wellableno first choiceagainst: Tumblr
Two alternatives
Terryberry, WolibaFive alternatives
Lyra Health, Personify Health, Sonic Boom, Wellable, WellhubTwo alternatives
Sprout at Work, WellbeatsGPT-5.4 miniReward Gatewayno first choiceChangedno first choiceWellableagainst: Sworkit Enterprise, WellStepsno first choiceagainst: BetterHelp, Cerebral, Flo, Hims & Hers, Monument
Two alternatives
GoVida, WellableTwo alternatives
Holisticly, StroveGemini 3.5 FlashYuLifeModern Health, Spring HealthChangedno first choiceYuMuuvno first choiceagainst: BetterHelp, Cerebral, Koko, Replika: My AI Friend, Talkspace
Six alternatives
Awardco, Reward Gateway, Well-being, Wellable, Wellhub, Wellness CoachTwo alternatives
Ginger, KoothTen alternatives
GoJoe, Lyra Health, Modern Health, Personify Health, Spring Health, Thrive Global, Vitality, Well-being, Wellable, WellhubThree alternatives
Count.It, Vantage Fit, WolibaPerplexity SonarWellableno first choiceChangedPersonify HealthYuMuuvno first choiceagainst: Instagram
Five alternatives
Limeade, Spring Health, Vantage Fit, WorkTango, WorkhumanNine alternatives
BetterHelp, BetterUp, Calm Health, Grow Therapy, Headspace, Lyra Health, Talkspace, Vantage Fit, WellableTwo alternatives
Vantage Fit, WellableGrok 4.1 FastWellableno first choiceChangedno first choiceYuMuuvWellableagainst: BetterHelp, Calm Health, Cerebral, Happify, Headspace, Hims & Hers, Moodfit, Moodkit, Replika: My AI Friend, Sanvello, Talkspace
Three alternatives
Vantage Fit, WellRight, WolibaOne alternative
HeadspaceThree alternatives
WellSteps, Wellable, Wellness360One alternative
WellhubMistral SmallSpring HealthBetterUp, Ginger, Lyra HealthChangedno first choiceagainst: Personify HealthWolibano first choiceagainst: BetterHelp, Calm Health, Glorify, Happify, Headspace, Moodfit, Moodkit, Sanvello, Talkspace
Two alternatives
Limeade, WellableTwo alternatives
Sprout at Work, YuMuuvDeepSeek V4 FlashWellableSpring HealthChangedno first choiceWolibano first choiceagainst: BetterHelp, Calm Health, Cerebral, Circles Up, Happify, Headspace, Moodfit, Moodkit, Sanvello, Talkspace
Five alternatives
Spring Health, Vantage Fit, WellRight, Wellness360, WolibaOne alternative
Lyra HealthFive alternatives
Lyra Health, Modern Health, Spring Health, Vantage Fit, WellableThree alternatives
Nectar, Vantage Fit, WellableLlama 4 MaverickWellableModern HealthChangedno first choiceVantage Fitno first choiceagainst: BetterHelp, Calm Health, Circles Up, FaceApp, FaceTune, Happify, Headspace, Moodfit, Moodkit, Sanvello, Talkspace
Two alternatives
Corporate Wellness Software, TerryberryOne alternative
Foundation planQwen 3.7 FlashModern HealthLyra Health, Modern Health, Spring HealthChangedLyra Health, Modern HealthVantage Fitno first choiceagainst: Lyra Healthagainst: BetterHelp, Cerebral, Replika: My AI Friend, Talkspace, Youper
Four alternatives
Calm Health, Headspace, Spring Health, WellhubThree alternatives
BetterHelp, Headspace, Spring HealthTwo alternatives
Keka, WellableKimi K2Wellableagainst: Limeade, Personify HealthLyra Health, Modern Health, Spring HealthChangedagainst: Calm Health, Headspaceno first choiceYuMuuvagainst: Culture Amp, Latticeno first choiceagainst: BetterHelp, Cerebral, ChatGPT, Replika: My AI Friend, Talkspace, Virtuosis AI
Two alternatives
Modern Health, Spring HealthTen alternatives
Calm Health, Champion Health, Headspace, LifeSpeak, SilverCloud, Spill, Unmind, WellRight, Wellable, YuLifeThree alternatives
Avidon Health, SpaceForms, WellStepsGLM 4.7 FlashXVantage Fit, WellableGinger, Lyra Health, Spring HealthChangedLyra Health, Spring HealthVantage Fitno first choiceagainst: BetterHelp, Calm Health, Character.AI, ChatGPT, Modern Health, Pride Counseling, Replika: My AI Friend
Four alternatives
CoreHealth, Limeade, Spring Health, Wellness360Four alternatives
BetterHelp, Calm Health, Headspace, Modern HealthTwo alternatives
Wellable, WolibaMiniMax M2.5Limeade, Personify HealthHeadspace, Meditopa, Modern HealthChangedno first choiceAvidon Health, Employee Assistance Programsno first choicenothing named
Three alternatives
Headspace, Spring Health, WellableOne alternative
CalmerryGPT-6 LunaWellableno first choiceChangedno first choiceYuMuuvno first choiceagainst: BetterHelp, Cerebral
Three alternatives
Spring Health, WellRight, WellhubSeven alternatives
Calm Health, Headspace, Lyra Health, Modern Health, Personify Health, Spring Health, WellhubOne alternative
WellStepsMuse Glimmer 30BWellableLyra Health, Modern Health, Spring HealthChangedagainst: Calm Health, HeadspaceNavigate Wellbeing, WellableYuMuuvno first choiceagainst: BetterHelp, Calm Health, Cerebral, Circles Up, Happify, Headspace, Moodfit, Moodkit, Sanvello, Talkspace, Vastaamo, Wysa, Youper
Four alternatives
Limeade, Spring Health, Vantage Fit, Wellness360Five alternatives
Calm Health, Headspace, Limeade, Personify Health, WellhubTwo alternatives
Vantage Fit, 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. 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 12:06 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:41 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:35 | yes | 23 | 30 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 07:51 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:12 | yes | 23 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:32 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:46 | yes | 21 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:53 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:55 | no | 0 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:20 | yes | 18 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:06 | yes | 15 | 26 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:41 | yes | 9 | 16 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:55 | yes | 4 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:08 | yes | 22 | 27 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:51 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:38 | no | 0 | 2 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:01 | yes | 10 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:10 | yes | 20 | 5 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:32 | yes | 14 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:37 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:39 | yes | 19 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:42 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:39 | no | 0 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:00 | yes | 13 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:42 | yes | 15 | 83 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:17 | yes | 5 | 42 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:41 | yes | 2 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:07 | yes | 12 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:02 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:00 | yes | 4 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:14 | yes | 25 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:17 | yes | 22 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:12 | yes | 22 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:33 | yes | 8 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:50 | yes | 23 | 50 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:58 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:43 | no | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:26 | yes | 17 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:50 | yes | 23 | 29 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:56 | yes | 12 | 30 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:02 | yes | 7 | 35 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:53 | yes | 23 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:39 | yes | 14 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:49 | yes | 5 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:07 | yes | 23 | 30 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 11:00 | yes | 20 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:45 | yes | 22 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:05 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:43 | yes | 24 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:18 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:25 | yes | 5 | 17 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:51 | yes | 9 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:14 | yes | 8 | 41 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:46 | yes | 5 | 13 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:00 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:57 | yes | 12 | 13 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:18 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:35 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:06 | yes | 5 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:29 | yes | 18 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:26 | yes | 16 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:47 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:58 | yes | 22 | 31 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:52 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:29 | no | 0 | 17 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:47 | yes | 19 | 29 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:46 | yes | 13 | 69 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:31 | no | 0 | 9 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:53 | yes | 4 | 24 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:02 | yes | 15 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:02 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:54 | yes | 2 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:40 | yes | 22 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:36 | yes | 23 | 6 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:04 | yes | 22 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:55 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:06 | yes | 24 | 27 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:58 | yes | 9 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:29 | yes | 10 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:33 | yes | 25 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:30 | yes | 20 | 93 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:47 | yes | 7 | 18 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:37 | yes | 4 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:42 | yes | 20 | 24 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 (Calm Business) read as Calm Health
Calm Business read as Calm Health
Headspace Care read as Ginger
Lyra read as Lyra Health
Replika read as Replika: My AI Friend
Replika (AI companion app) read as Replika: My AI Friend
Sprout read as Sprout at Work
Unresolved, counted raw
Apple Screen Time
Character.AI
Corporate Wellness Software
Employee Assistance Programs (EAPs)
FaceApp
FaceTune
Flo
Foundation plan
Freedom/Opal
Glorify
Google Digital Wellbeing
Grow Therapy
Koko
Kooth
LifeSpeak
Meditopa
Mind's app library
MindFi
Monument
Nike Run Club
Oura
Pride Counseling
Rejoyn
Samsung Digital Wellbeing
Strove
TheraNest
TherapyNotes
Tumblr
Urban Upbring
Virtuosis AI
Viva Insights
Vivid Health
Wellness.ai
Discontinued, still offered
No shut-down product was recommended here.