# Vaultwarden: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 2 categories by 2 of 14 models. Page: https://www.gane.ai/index/it/vendors/vaultwarden

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Business password managers](https://www.gane.ai/index/it/identity/business-password-managers/index.md) | 0% | 21 | 50% | 2 |
| [IT documentation](https://www.gane.ai/index/it/operations/it-documentation/index.md) | 0% | 68 | 0% | 1 |

## And against it

- "recent Vaultwarden CVEs affected ~9% of exposed instances per Censys data" (Grok 4.20, Password managers)

## 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 | 2 | 0 | 2 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| 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 Vaultwarden, from 6 of the 8 answers that named it (only the models that return a source list).

### Domains cited

- reddit.com: 4
- bitwarden.com: 3
- cybernews.com: 2
- flamingo.run: 2
- forrester.com: 2
- isc2.org: 2
- itdock.io: 2
- arxiv.org: 1
- bleepingcomputer.com: 1
- capterra.com: 1

### Pages cited

- https://forrester.com/blogs/another-cautionary-tale-on-perils-of-using-password-managers: 2
- https://isc2.org/Insights/2023/02/the-lastlpass-breach-are-online-password-managers-still-safe: 2
- https://arxiv.org/html/2003.01985: 1
- https://bitwarden.com/help/password-manager-plans: 1
- https://bitwarden.com/pricing: 1
- https://bitwarden.com/pricing/business: 1
- https://bitwarden.com/products/business: 1
- https://bitwarden.com/resources/business-password-manager-comparison-report: 1

## Record

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