Spring Health vs Vantage Fit
Zero of twelve models named Spring Health first on the direct prompt; zero named Vantage Fit. Spring Health was named by eight of the twelve models and Vantage Fit by nine and Spring Health carries 14 labels and Vantage Fit 16, so the shares are not directly comparable.
Named in one category 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 twelve 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
Spring HealthFirst choices, of twelve modelsVantage Fit
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 4.1 Fast | | | ||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | | | | |||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | | |||||
| Kimi K2 | | | | | ||
| GLM 4.7 FlashX | | | ||||
| MiniMax M2.5 | |
Spring Health Vantage Fit first choice named as an alternative argued againstblank: not namedEach cell is one answer, Spring Health on the left and Vantage Fit on the right.The direct prompt
Neither was the first choice, one was named
4 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
8 of 12 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 Fit3%#– of 7Spring Health0%#– of 7Spring Health16%#2 of 8Vantage Fit6%#4 of 8Spring Health15%#3 of 12Vantage Fit2%#– of 12What the models said about Spring 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.
“Start with a modern digital EAP platform (examples: Spring Health, Lyra, Headspace for Business, Unmind)” MiniMax M2.5 · paraphrase prompt · first choice
“combined with a dedicated therapy platform (like Lyra Health or Spring Health) for a mid-sized B2B company” Grok 4.1 Fast · paraphrase prompt · first choice
“Examples include providers like Modern Health, Lyra Health, Ginger, or Spring Health.” Qwen 3.7 Flash · paraphrase 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.
“Best For: Overall value and robust features at the lowest flat rate. * Estimated Price: $1 per user, per month.” Gemini 3.5 Flash · budget prompt · first choice
“Wellbeats or Vantage Fit at roughly $1/employee/month offer the best cost-to-feature ratio” DeepSeek V4 Flash · budget prompt · first choice
“Vantage Fit or Avidon Health offer the best balance of features and affordability” Kimi K2 · budget 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.