Vantage Fit vs Modern Health
Zero of fourteen models named Vantage Fit first on the direct prompt; zero named Modern Health. Vantage Fit was named by thirteen of the fourteen models and Modern Health by seven and Vantage Fit carries 28 labels and Modern Health 12, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
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
Vantage FitFirst choices, of fourteen modelsModern Health
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | |||||
| GPT-5.4 mini | | |||||
| Gemini 3.5 Flash | | | | | ||
| Perplexity Sonar | | | ||||
| Grok 4.20 | | |||||
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | | | |||
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | | | | |||
| Kimi K2 | | | | |||
| GLM 4.7 FlashX | | | ||||
| MiniMax M2.5 | | | ||||
| GPT-6 Luna | | | ||||
| Muse Glimmer 30B | | | |
Vantage Fit Modern Health first choice named as an alternative argued againstblank: not namedEach cell is one answer, Vantage Fit on the left and Modern Health on the right.The direct prompt
Neither was the first choice, one was named
10 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.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
Vantage Fit8%#4 of 13Modern Health3%#7 of 13Vantage Fit13%#2 of 13Modern Health4%#7 of 13Modern Health5%#7 of 13Vantage Fit2%#– of 13What 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.
“For most small businesses under 50 employees, start with Wellable ($2-4/employee/month) or Vantage Fit ($1/employee/month).” Claude Haiku 4.5 · budget prompt · first choice
“Vantage Fit – lowest published rate for challenge & tracking ... If you want the cheapest engagement: Vantage Fit or YuMuuv” Muse Glimmer 30B · budget prompt · first choice
“Vantage Fit is likely the best starting point if your priority is affordable, engaging wellness challenges” Perplexity Sonar · budget prompt · first choice
What the models said about Modern Health
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“If you offer no mental health support, Spring or Modern Health are usually the best starting points” Qwen 3.7 Flash · comparative prompt · first choice
“Look for third-party platforms like Lyra, Modern Health, or Spring Health.” Qwen 3.7 Flash · paraphrase prompt · first choice
“such as *Spring Health*, *Modern Health*, or *Lyra*” Gemini 3.5 Flash · paraphrase prompt · first choice
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.