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AI Visibility Scorecard
Firefox
spark.mozilla.org · Media & Entertainment
Well-positioned for AI search. The breakdown below shows where Firefox is still leaving points on the table.
AI engines read this profile 2 times
ChatGPT
#3,817 of 1,864,791 in Media & Entertainment for AI visibility
7.3
/10
AEO Score
About Firefox
from our crawl and measurement
Firefox describes itself simply: "Mozilla is a global community working to make the internet open, accessible, and safe for everyone." Measured against the twelve signals AI engines rely on, it scores 7.3 out of 10, a strong showing.
Under the hood there is structured data on the page (Organization, Brand, WebSite) and a readable heading structure and substantial page content, but the score is capped by what is missing: an llms.txt file, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
10
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
8
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
8
Press and news coverage.
Community
9
Forum and community discussion.
0
No Reddit mentions found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 7.3/10, Firefox has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Firefox
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Firefox.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/spark-mozilla-org
Cite this score: Engagemii (2026). "AEO Score for Firefox." Retrieved from https://engagemii.com/aeo/brands/spark-mozilla-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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