# Firefox: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 1 category by 3 of 14 models. Page: https://www.gane.ai/index/it/vendors/firefox

## 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% | 29 | 100% | 3 |

## And against it

- "Built-in browser password managers (Chrome, Edge, Safari, Firefox) — Avoid for business use" (DeepSeek V4 Flash, Password managers)
- "Never rely on browser-based password managers for business credentials" (MiniMax M2.5, Password managers)
- "Treat browser-integrated and device-maker first-party managers with caution for corporate secrets" (Muse Glimmer 30B, 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 | 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 | 1 | 1 |
| 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 | 1 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 1 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Firefox, from 6 of the 6 answers that named it (only the models that return a source list).

### Domains cited

- 1password.com: 4
- ico.org.uk: 4
- ncsc.gov.uk: 4
- bleepingcomputer.com: 3
- blog.lastpass.com: 3
- cisa.gov: 3
- en.wikipedia.org: 3
- forrester.com: 3
- keepersecurity.com: 3
- lastpass.com: 3

### Pages cited

- https://ico.org.uk/about-the-ico/media-centre/news-and-blogs/2025/12/password-manager-provider-fined: 4
- https://cisa.gov/audiences/small-and-medium-businesses/secure-your-business/require-strong-passwords: 3
- https://en.wikipedia.org/wiki/LastPass: 3
- https://forrester.com/blogs/another-cautionary-tale-on-perils-of-using-password-managers: 3
- https://lastpass.com/: 3
- https://ncsc.gov.uk/blog-post/trust-the-tech-using-password-managers-passkeys-to-help-you-stay-secure-online: 3
- https://1password.com/blog/business-password-management: 2
- https://1password.com/business-security: 2

## In its own words

What Firefox's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: The fast, private browser that keeps you safe (https://firefox.com/)
- For: people on the internet (https://www.firefox.com/en-CA/features/)
- Price stated: 0 USD (https://firefox.com/)
- Starting price: 0 (https://firefox.com/)

## What it publishes

Every page firefox.com exposes, read 2026-09-29: 4483 addresses. By kind, pages and the last 90 days:

- report or ebook: 4 pages, 0 in the last 90 days, latest undated
- comparison: 12 pages, 0 in the last 90 days, latest undated
- template or tool: 1 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 14 pages, 0 in the last 90 days, latest undated
- news or press: 44 pages, 0 in the last 90 days, latest undated

## 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.