# Vivian Health: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 2 categories by 2 of 14 models. Page: https://www.gane.ai/index/hr/vendors/vivian-health

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Internal talent marketplace](https://www.gane.ai/index/hr/performance/internal-talent-marketplace/index.md) | 0% | 103 | 0% | 1 |
| [Staffing agency platforms](https://www.gane.ai/index/hr/talent/staffing-agency-platforms/index.md) | 0% | 105 | 0% | 1 |

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Vivian Health, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- capterra.co.uk: 1
- capterra.com: 1
- firsthr.app: 1
- github.com: 1
- guideflow.com: 1
- hiringmanager.net: 1
- hrlineup.com: 1
- leadchangegroup.com: 1
- peoplemanagingpeople.com: 1
- softr.io: 1

### Pages cited

- https://capterra.co.uk/directory/31575/staffing-agency/software: 1
- https://capterra.com/staffing-agency-software: 1
- https://firsthr.app/compare/hiring/staffing-agency-software: 1
- https://github.com/ishandutta2007/Awesome-Talent-Marketplace: 1
- https://guideflow.com/blog/talent-marketplace-platforms: 1
- https://hiringmanager.net/best-talent-marketplace-platforms: 1
- https://hrlineup.com/best-talent-marketplace-platforms-reviewed: 1
- https://leadchangegroup.com/staffing-software: 1

## Record

- Method: https://www.gane.ai/index/hr/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/hr.