Spring Health vs Vantage Fit
One of fourteen models named Spring Health first on the direct prompt; one named Vantage Fit. Spring Health was named by twelve of the fourteen models and Vantage Fit by eleven and Spring Health carries 29 labels and Vantage Fit 20, so the shares are not directly comparable.
Named in one category this edition.
Named in two categories 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
Spring HealthFirst choices, of fourteen modelsVantage Fit
Across every category in the October 2026 Edition, Spring Health and Vantage Fit were named in the same answer eleven times, of the 52 answers naming Spring Health and the 55 naming Vantage Fit. In those answers Vantage Fit took the first choice two times and Spring Health zero.
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 | | |||||
| GPT-6 Luna | | | ||||
| Muse Glimmer 30B | | | |
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
Spring 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.Vantage Fit first, Spring Health an alternative
1 of 14 modelsSpring Health was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
8 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 11Spring Health0%#– of 11Spring Health13%#2 of 13Vantage Fit9%#5 of 13Spring Health8%#5 of 11Vantage Fit6%#8 of 11What 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.
“a Modern Health / Lyra / Spring Health style platform with EAP integration gives the best balance” Muse Glimmer 30B · paraphrase prompt · first choice
“For mid-market B2B companies, Spring Health stands out for clinical mental health support” Mistral Small · direct prompt · first choice
“such as those offered by providers like *Lyra*, *Modern Health*, 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.
“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
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.