Employee wellbeing and mental health · October 2026 Edition
Modern Health vs Vantage Fit
One of fourteen models named Modern Health first on the direct prompt; one named Vantage Fit. Modern Health was named by nine of the fourteen models and Vantage Fit by eleven and Modern Health carries 15 labels and Vantage Fit 20, so the shares are not directly comparable.
Named in two categories this edition.
Named in two categories this edition.
First-choice share13%9%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate7%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#5A position in a field of 13; printed, not drawn.
Labels1520A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Modern Health reading right to left. Rank and label count are printed, not drawn.Wellable was named alongside these two in thirteen of the fourteen direct answers. Wellable vs Modern Health · Wellable vs Vantage Fit · Spring Health vs Modern Health
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; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the employee wellbeing and mental health page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Modern HealthFirst choices, of fourteen modelsVantage Fit
Direct11
Paraphrase60
Comparative10
Budget-constrained04
Scale-constrained00
Negative001 against Modern Health
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Modern Health and Vantage Fit stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| 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 | | |||||
| Muse Glimmer 30B | | | |
Modern Health Vantage Fit first choice named as an alternative argued againstblank: not namedEach cell is one answer, Modern Health on the left and Vantage Fit on the right.The direct prompt
The plain question, one answer per model, grouped by where Modern Health and Vantage Fit stood in it.
Modern Health first, Vantage Fit not the choice
1 of 14 modelsVantage Fit was named in the answer but not as the choice, or not at all.Qwen 3.7 FlashModern Health alternatives: Calm Health, Headspace, Spring Health, Wellhub
Vantage Fit first, Modern Health not the choice
1 of 14 modelsModern Health was named in the answer but not as the choice, or not at all.GLM 4.7 FlashXVantage Fit, Wellable alternatives: CoreHealth, Limeade, Spring Health, Wellness360
Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Perplexity SonarWellable alternatives: Limeade, Spring Health, Vantage Fit, WorkTango, Workhuman
Grok 4.1 FastWellable alternatives: Vantage Fit, WellRight, Woliba
DeepSeek V4 FlashWellable alternatives: Spring Health, Vantage Fit, WellRight, Wellness360, Woliba
Kimi K2Wellable alternatives: Modern Health, Spring Health
Muse Glimmer 30BWellable alternatives: Limeade, Spring Health, Vantage Fit, Wellness360
Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Wellable alternatives: Terryberry, Woliba
GPT-5.4 miniReward Gateway alternatives: GoVida, Wellable
Gemini 3.5 FlashYuLife alternatives: Awardco, Reward Gateway, Well-being, Wellable, Wellhub, Wellness Coach
Mistral SmallSpring Health alternatives: Limeade, Wellable
Llama 4 MaverickWellable alternatives: Corporate Wellness Software, Terryberry
MiniMax M2.5Limeade, Personify Health alternatives: Headspace, Spring Health, Wellable
GPT-6 LunaWellable alternatives: Spring Health, WellRight, Wellhub
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Vantage Fit leads by eight points.
Vantage Fit8%#4 of 11Modern Health0%#– of 11Mid-marketThe figures above
The order flips: Modern Health leads at mid-market.
Modern Health13%#3 of 13Vantage Fit9%#5 of 13Enterprise
The order flips: Vantage Fit leads at enterprise.
Vantage Fit6%#8 of 11Modern Health4%#9 of 11What the models said about Modern Health
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Mozilla: Privacy concerns identified - Data handling practices” GLM 4.7 FlashX · negative prompt · hard negative
“a Modern Health / Lyra / Spring Health style platform with EAP integration gives the best balance of cost, utilization and measurable clinical outcomes” Muse Glimmer 30B · paraphrase prompt · first choice
“Modern Health is a global mental health benefits platform that serves enterprises with integrated therapy, coaching, and digital wellness resources” Llama 4 Maverick · paraphrase prompt · first choice
“For most mid-market B2B companies in 2024, Modern Health is currently generating the highest satisfaction scores regarding actual utility.” Qwen 3.7 Flash · direct prompt · first choice
What the models said about Vantage Fit
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“1. Vantage Fit (Best for Engagement via Challenges) ... This allows you to start small and only pay when you run a specific program.” Qwen 3.7 Flash · budget prompt · first choice
“Wellable and Vantage Fit often provide the best balance of features, flexibility, and cost” GLM 4.7 FlashX · direct prompt · first choice
“The best employee wellbeing platform for a company with a limited budget is Vantage Fit” Llama 4 Maverick · budget prompt · first choice
Also compared
Wellable vs Modern HealthWellable vs Vantage FitSpring Health vs Modern HealthSpring Health vs Vantage FitModern Health vs YuMuuvModern Health vs Lyra HealthModern Health vs WolibaModern Health vs HeadspaceYuMuuv vs Vantage FitVantage Fit vs Lyra HealthVantage Fit vs WolibaVantage Fit vs HeadspaceAll twenty-eight head-to-head pages and the full employee wellbeing standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.