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. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
17%
Contested · Wellable 17%
17Personify Health17Wellable15Lyra Health52others
17% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Wellable (18%) replaces Personify Health (27% then, 15% now), 2 points clear, inside the 13-point floor.Wellable leads at 18%, replacing Personify Health, which led at 27% and stands at 15% now: 2 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
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.Standing →Enterprise
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.This page
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.Standing →EnterprisePersonify 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.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 September 2026
01Personify Health17%11%38accepted challenger▼−12Since September 2026: 27% → 15%, −12 points. Inside the 13-point floor: within noise. Read over the models both editions asked.27% → 15%
Personify Health17%11%38accepted challenger▼−12Since September 2026: 27% → 15%, −12 points. Inside the 13-point floor: within noise. Read over the models both editions asked.27% → 15%02Wellable17%4%28accepted challenger▲+8Since September 2026: 10% → 18%, +8 points. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 18%
Wellable17%4%28accepted challenger▲+8Since September 2026: 10% → 18%, +8 points. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 18%03
Lyra Health15%12%26accepted challenger=heldSince September 2026: 15% → 15%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.15% → 15%
Lyra Health15%12%26accepted challenger=heldSince September 2026: 15% → 15%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.15% → 15%04
Wellhub8%12%26accepted challenger▲+3Since September 2026: 7% → 10%, +3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 10%
Wellhub8%12%26accepted challenger▲+3Since September 2026: 7% → 10%, +3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.7% → 10%05
Spring Health8%11%18accepted challenger▼−7Since September 2026: 15% → 8%, −7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.15% → 8%
Spring Health8%11%18accepted challenger▼−7Since September 2026: 15% → 8%, −7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.15% → 8%06
Wellness3608%0%12accepted challenger▲+10Since September 2026: 0% → 10%, +10 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 10%
Wellness3608%0%12accepted challenger▲+10Since September 2026: 0% → 10%, +10 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 10%07
CoreHealth6%14%14accepted challenger▼−2Since September 2026: 10% → 8%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 8%
CoreHealth6%14%14accepted challenger▼−2Since September 2026: 10% → 8%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 8%08
Vantage Fit6%8%13accepted challenger▲+5Since September 2026: 2% → 8%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 8%
Vantage Fit6%8%13accepted challenger▲+5Since September 2026: 2% → 8%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 8%09
Modern Health4%6%17accepted challenger▼−2Since September 2026: 5% → 2%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 2%
Modern Health4%6%17accepted challenger▼−2Since September 2026: 5% → 2%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 2%Show the two products at 0%, ordered by negative rate
11
Headspace0%42%24criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%
Headspace0%42%24criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%10
Calm Health0%33%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%
Calm Health0%33%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%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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Personify Health17%
Personify Health17%02Wellable17%
Wellable17%03Lyra Health15%
Lyra Health15%04Wellhub8%
Wellhub8%05Spring Health8%
Spring Health8%06Wellness3608%
Wellness3608%07CoreHealth6%
CoreHealth6%08Vantage Fit6%
Vantage Fit6%09Modern Health4%
Modern Health4%10Calm Health0%
Calm Health0%11Headspace0%
Headspace0%What they warned about
One 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, 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.
Headspace42%
10 of 24 labels negative · 7 of 14 models · 3 hard negative
“Platforms to **Avoid or Approach with Extreme Caution**: 1. **Headspace Health / Ginger** ... Flagged with "High Caution"” Grok 4.1 Fast, negative prompt
Ginger67%
4 of 6 labels negative · 4 of 14 models · 1 hard negative
“Platforms to **Avoid or Approach with Extreme Caution**: 1. **Headspace Health / Ginger** ... Flagged with "High Caution"” Grok 4.1 Fast, negative prompt
BetterHelp75%
3 of 4 labels negative · 3 of 14 models · 2 hard negative
“**BetterHelp** settled with the FTC for $7.8 million in 2023 over similar unauthorized sharing of health data” Gemini 3.5 Flash, negative prompt
Personify Health11%
4 of 38 labels negative · 3 of 14 models · 2 hard negative
“**Virgin Pulse/Personify Health** — poor support, technical issues, bloated complexity” DeepSeek V4 Flash, 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
74 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. 1074 links across 303 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.
vendor site · Guideflow34 answers · 53 citations · 12 models
33 answers · 55 citations · 10 models
vendor site · Vantage Fit29 answers · 40 citations · 9 models
vendor site · Calmerry28 answers · 29 citations · 10 models
vendor site · Workhuman21 answers · 21 citations · 10 models
vendor site · Gartner20 answers · 22 citations · 10 models
18 answers · 23 citations · 8 models
vendor site · FirstHR18 answers · 18 citations · 10 models
vendor site · Zendikt15 answers · 22 citations · 8 models
15 answers · 15 citations · 8 models
vendor site · Wellable13 answers · 24 citations · 8 models
vendor site · Wellics13 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.
29 answers · 11 models
28 answers · 10 models
24 answers · 11 models
22 answers · 8 models
21 answers · 9 models
20 answers · 10 models
19 answers · 10 models
18 answers · 10 models
17 answers · 10 models
15 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best employee 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 |
|---|---|---|---|---|---|---|---|
| Personify Health personifyhealth.com | 17% | 59 | 49,500 | 472 | 66,193 | 14 | |
| Wellable wellable.co | 17% | 106 | 5,400 | 64 | 36,813 | 3 | |
| Lyra lyrahealth.com Lyra Health 15% | 15% | 44 | 27,100 | 387 | 119,492 | 78 | |
| Wellhub wellhub.com | 8% | 54 | 33,100 | 660 | 718,542 | 120 | |
| Spring Health springhealth.com | 8% | 47 | 60,500 | 1,464 | 141,543 | 48 | |
| Wellness360 wellness360.co | 8% | 21 | 2,900 | 2 | 13,898 | 2 | |
| CoreHealth corehealth.global | 6% | 24 | 3,600 | 9 | 5,419 | 0 | 4 |
| Vantage Fit vantagefit.io | 6% | 55 | 110 | 2 | 3,994 | 6 | 9 |
| Modern Health modernhealth.com | 4% | 38 | 8,100 | 281 | 12,363 | ||
| Woliba woliba.io | 2% | 36 | 590 | 11 | 7,077 |
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 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 4.5Wolibano first choiceChangedPersonify HealthWellness360no first choicenothing named
Four alternatives
Personify Health, Unmind, Wellable, Wellness360Four alternatives
CoreHealth, Unmind, Wellable, Wellness360Two alternatives
WellSteps, WellableGPT-5.4 miniWellable, Wellhubno first choiceChangedPersonify HealthWellableno first choicenothing named
Three alternatives
Personify Health, Reward Gateway, Wellness360Eight alternatives
GoPivot, Headspace, LifeWorks, Lyra Health, Modern Health, Reward Gateway, Spring Health, WellhubTwo alternatives
Headspace, Sworkit EnterpriseGemini 3.5 FlashLyra HealthLyra Health, Modern Health, Spring HealthChangedLyra Health, Spring HealthWellableno first choiceagainst: BetterHelp, GoodRx, Hims & Hers
Five alternatives
Modern Health, Personify Health, Spring Health, Wellhub, Wellness CoachFour alternatives
Microsoft Viva Insights, Personify Health, Thrive Global, WellhubTwo alternatives
Personify Health, WellRightPerplexity SonarPersonify HealthLyra HealthChangedPersonify HealthCoreHealthno first choiceagainst: ClassPass, Wellhub
Five alternatives
LifeWorks, Lyra Health, Modern Health, Wellable, WorkhumanOne alternative
Modern HealthEight alternatives
IncentFit, Lyra Health, Modern Health, Spring Health, Unmind, Vantage Fit, Wellable, YuLifeOne alternative
Personify HealthGrok 4.1 FastPersonify HealthLyra HealthChangedno first choiceagainst: WellRightWellness360against: Calm Health, CoreHealth, Headspace, Lyra Health, Spring Health, Vantage Fit, WellhubWellness360against: BetterHelp, Calm Health, Ginger, GoPivot, Headspace, Personify Health, Wellable, Welltok
Two alternatives
Modern Health, WellableFour alternatives
IncentFit, Personify Health, Wellable, WolibaSix alternatives
CoreHealth, Nectar, Personify Health, WellSteps, Wellable, WorkhumanMistral SmallWellable, Workhumanno first choiceChangedLyra Health, Personify HealthVantage Fit, Wellableagainst: CoreHealthno first choiceagainst: Calm Health, Headspace
Two alternatives
Peppy, Vantage FitThree alternatives
Vantage Circle, Wellable, WellicsDeepSeek V4 FlashPersonify Health, WellhubSpring HealthChangedagainst: Employee Assistance ProgramPersonify HealthVantage Fit, Wellableagainst: Limeade, Lyra Health, Modern Health, Personify Health, Spring Healthno first choiceagainst: Headspace, Lyra Health, Personify Health
Three alternatives
CoreHealth, Limeade, Vantage FitTwo alternatives
Lyra Health, Modern HealthEight alternatives
Avidon Health, CoreHealth, Limeade, Lyra Health, Spring Health, Vantage Fit, Wellable, WellhubOne alternative
WellStepsLlama 4 Maverickno first choiceno first choiceHeldWellness360CoreHealthWellness360against: Ginger, Headspace, Personify Health
One alternative
Vantage FitTwo alternatives
Thrive Global, WellhubQwen 3.7 FlashVantage Fit, WellhubLyra Health, Spring HealthChangedagainst: HeadspaceBestwellWellnessVibesagainst: Cigna, Global Helpno first choiceagainst: Calm Health, Daylio, Headspace, Lunchtime
Four alternatives
Headspace, Lyra Health, Nectar, YuMuuvOne alternative
Modern HealthFour alternatives
Modern Health, Personify Health, Spring Health, WellhubThree alternatives
Lyra Health, Modern Team, WellhubKimi K2Personify HealthLyra HealthChangedno first choiceagainst: LimeadePersonify Healthno first choiceagainst: Ginger, Headspace, Welltok
Five alternatives
Calm Health, Headspace, Lyra Health, Spring Health, WellhubOne alternative
Spring HealthTwo alternatives
LifeWorks, WellhubGLM 4.7 FlashXWellableno first choiceChangedWellableWellhubno first choiceagainst: Behavioral Health Resources, HealthEquity, Vastaamo, Wellhub
Four alternatives
CoreHealth, Personify Health, Wellhub, Wellness360Five alternatives
BetterUp, Calm Health, Headspace, Personify Health, WellRightTwo alternatives
Wellable, Wellness360MiniMax M2.5Personify Healthno first choiceChangedno first choiceCoreHealthno first choicenothing named
Three alternatives
Nectar, Vantage Fit, WellicsTwo alternatives
Calm Health, HeadspaceFour alternatives
Limeade, Personify Health, Wellable, WellhubGPT-6 LunaPersonify Healthno first choiceChangedno first choiceWellableno first choiceagainst: BetterHelp
Three alternatives
Lyra Health, Modern Health, WellhubNine alternatives
Calm Health, Headspace, Lyra Health, Modern Health, Personify Health, Spring Health, WebMD Health Services, Wellable, WellhubTwo alternatives
Headspace, WellhubMuse Glimmer 30BPersonify HealthGinger, Lyra Health, Modern Health, Spring HealthChangedPersonify Health formerly Virgin PulsePersonify Health formerly Virgin Pulseno first choiceagainst: Ginger, GoPivot, Headspace, Virgin Pulse, formerly Welltok Inc.
Three alternatives
CoreHealth, Limeade, Lyra HealthFive alternatives
CoreHealth, Headspace, Limeade, Lyra Health, WellableTwo alternatives
Limeade, 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 10:12 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:05 | yes | 5 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:54 | yes | 18 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:47 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:16 | yes | 25 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:29 | yes | 12 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:41 | yes | 25 | 39 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:37 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:13 | yes | 5 | 19 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:24 | yes | 14 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:41 | yes | 21 | 55 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:59 | yes | 5 | 15 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:28 | yes | 4 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:25 | yes | 18 | 35 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:40 | no | 0 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:33 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:15 | yes | 10 | 48 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:39 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:16 | yes | 14 | 5 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:39 | no | 0 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:58 | yes | 23 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:47 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:10 | no | 0 | 23 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:59 | yes | 8 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:14 | yes | 14 | 20 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:14 | yes | 10 | 33 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:40 | yes | 1 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:09 | yes | 14 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:56 | yes | 17 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:51 | yes | 7 | 12 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:49 | yes | 22 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 07:57 | yes | 20 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:16 | yes | 19 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:56 | yes | 22 | 13 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:45 | yes | 24 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:21 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:55 | yes | 14 | 39 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:23 | yes | 17 | 24 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:09 | yes | 21 | 95 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:29 | yes | 12 | 28 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:33 | yes | 9 | 30 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:25 | yes | 22 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:45 | yes | 15 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:06 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:36 | yes | 21 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 10:04 | yes | 20 | 5 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:53 | yes | 20 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:00 | yes | 8 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:33 | yes | 20 | 36 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:07 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:05 | no | 0 | 41 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:21 | yes | 25 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:01 | yes | 20 | 186 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:18 | yes | 17 | 86 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:40 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:35 | yes | 20 | 61 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:02 | yes | 18 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:55 | yes | 3 | 13 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:53 | yes | 13 | 29 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 12:09 | yes | 18 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:29 | yes | 20 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:01 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:41 | yes | 18 | 48 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:40 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:23 | no | 0 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:13 | yes | 23 | 29 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:26 | no | 0 | 24 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:43 | no | 0 | 10 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:47 | yes | 4 | 41 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:28 | yes | 15 | 38 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:42 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:35 | yes | 3 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:45 | yes | 19 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:00 | yes | 21 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:51 | yes | 22 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:41 | yes | 13 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:51 | yes | 24 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:44 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:36 | no | 0 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:41 | yes | 25 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:37 | yes | 25 | 59 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:19 | yes | 5 | 17 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:02 | yes | 2 | 33 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:31 | yes | 22 | 34 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
Lyra read as Lyra Health
Sprout read as Sprout at Work
TELUS Health read as LifeWorks
Unresolved, counted raw
Behavioral Health Resources
Bestwell
Cigna
Daylio
Global Help
GoodRx
Lunchtime (formerly Lunchbox)
Magellan Health
Modern Team
Peppy
Teladoc
Virgin Pulse, formerly Welltok Inc.
Wellhub formerly Gympass
WellnessVibes
Discontinued, still offered
No shut-down product was recommended here.