# Mozilla Firefox: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 1 category by 4 of 14 models. Page: https://www.gane.ai/index/it/vendors/mozilla-firefox

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Enterprise browsers](https://www.gane.ai/index/it/security/enterprise-browsers/index.md) | 0% | 18 | 20% | 5 |

## What the models said for it

- "Safe Standard Choices: Microsoft Edge, Google Chrome, Mozilla Firefox (Enterprise ESR)." (Qwen 3.7 Flash, Enterprise browsers)
- "Firefox ESR remains a legitimate choice where long-support cadence and deliberate governance outweigh mainstream enterprise standardization." (Muse Glimmer 30B, Enterprise browsers)
- "The Best for Customization & Non-Profit Reliability: Mozilla Firefox (ESR)" (Qwen 3.7 Flash, Enterprise browsers)

## And against it

- "Higher threat index – A 2025 study comparing browser security metrics found Firefox consistently scored higher for risk exposure" (GLM 4.7 FlashX, Enterprise browsers)

## 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 | 1 | 0 | 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 | 1 | 1 | 0 | 0 | 2 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 1 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Mozilla Firefox, from 8 of the 14 answers that named it (only the models that return a source list).

### Domains cited

- akamai.com: 5
- geekflare.com: 5
- selecthub.com: 5
- chromeenterprise.google: 4
- firefox.com: 4 (its own site)
- g2.com: 4
- paloaltonetworks.com: 4
- csoonline.com: 3
- pushsecurity.com: 3
- securityboulevard.com: 3

### Pages cited

- https://geekflare.com/guides/best-enterprise-browsers: 5
- https://selecthub.com/c/enterprise-browsers: 5
- https://akamai.com/blog/security/2024/sep/enterprise-browser: 4
- https://akamai.com/blog/security/2023/mar/the-dark-side-of-enterprise-browsers: 3
- https://csoonline.com/article/573875/secure-web-browsers-for-the-enterprise-compared-how-to-pick-the-right-one.html: 3
- https://paloaltonetworks.com/cyberpedia/how-to-choose-an-enterprise-browser: 3
- https://pushsecurity.com/blog/ranking-the-best-enterprise-browsers: 3
- https://securityboulevard.com/2025/10/enterprise-browsers-when-your-regular-browsers-security-just-isnt-good-enough: 3

## 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.