# Bitwarden Secrets Manager: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 12 judge labels across 2 categories by 7 of 14 models. Page: https://www.gane.ai/index/it/vendors/bitwarden-secrets-manager

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Secrets management](https://www.gane.ai/index/it/identity/secrets-management/index.md) | 0% | 14 | 36% | 11 |
| [Non-human identity management](https://www.gane.ai/index/it/identity/non-human-identity-management/index.md) | 0% | 50 | 0% | 1 |

## What the models said for it

- "delivers solid value for budget-conscious teams that value open-source and self-hosting but don't need advanced features" (Claude Haiku 4.5, Secrets)
- "Dedicated developer-first secret engines like Infisical, Doppler, or Bitwarden Secrets Manager" (Gemini 3.5 Flash, Secrets)
- "Best Open-Source Enterprise Equivalent: Bitwarden Secrets Manager" (Gemini 3.5 Flash, Secrets)
- "Best Simple & Ultra-Low-Cost Solution: Bitwarden Secrets Manager" (Gemini 3.5 Flash, NHI management)

## And against it

- "Good for smaller dev teams, but may lack the granular RBAC, policy enforcement, and audit granularity you need at 500 employees." (Kimi K2, Secrets)
- "Password managers (Pass, Bitwarden, Passbolt) | Secrets are only as secure as the password protecting the vault" (GLM 4.7 FlashX, Secrets)
- "it's stronger for passwords than complex app secrets. Good open-source roots, but audit thoroughly." (Grok 4.20, Secrets)
- "Not specifically designed for secrets management in applications" (GLM 4.7 FlashX, Secrets)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 3 | 0 | 0 | 3 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 1 | 1 | 2 |
| 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 | 2 | 0 | 0 | 2 |
| Kimi K2 | 0 | 0 | 0 | 1 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 2 | 2 |
| 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 Bitwarden Secrets Manager, from 36 of the 47 answers that named it (only the models that return a source list).

### Domains cited

- infisical.com: 20
- startwithidentity.com: 17
- securityboulevard.com: 14
- akeyless.io: 12
- pulumi.com: 12
- g2.com: 11
- gane.ai/index: 9
- dupple.com: 8
- spotsaas.com: 8
- dev.to: 7

### Pages cited

- https://pulumi.com/blog/secrets-management-tools-guide: 12
- https://g2.com/categories/secrets-management-tools/small-business: 9
- https://dupple.com/learn/best-secrets-management-tools: 8
- https://startwithidentity.com/articles/top-8-secrets-management-tools.md: 8
- https://envmanager.com/blog/best-secrets-management-tools: 7
- https://www.gane.ai/index/it/identity/secrets-management/smb: 7
- https://securityboulevard.com/2026/05/top-16-secrets-management-tools-and-platforms-for-2026-compared: 7
- https://spotsaas.com/blog/best-secrets-management-tools: 7

## In its own words

What Bitwarden Secrets Manager's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: Secure your secrets. Manage AI agent access. (https://bitwarden.com/products/secrets-manager)
- For: developers and DevOps teams (https://bitwarden.com/products/secrets-manager)
- Price stated: Free, Teams, Enterprise (https://bitwarden.com/products/secrets-manager)
- Starting price: 6 (https://bitwarden.com/products/secrets-manager)
- Free plan or trial: Free; Start Free Trial (https://bitwarden.com/products/secrets-manager)
- Certifications: ISO 27001
- Customers named: Titanom Technologies, AccuRanker

## 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.