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AI Visibility Scorecard

Firefox Public Data Report

Firefox Public Data Report

Unclaimed

data.firefox.com · Food & Beverage

At 2/10, Firefox Public Data Report is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.

AI engines read this profile 3 times

Meta AI · Claude · Amazon Alexa

#1,680,154 of 1,737,012 in Food & Beverage for AI visibility

2

/10

AEO Score

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About Firefox Public Data Report

from our crawl and measurement

Firefox Public Data Report works in Food & Beverage. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.0 out of 10.

Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.

AI crawlers have visited the site 3 times in our tracking, so the engines are already looking.

Industry · Food & Beverage
Last scored · May 22, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

2

Clear headings and answer-style content.

Entity Clarity

4

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

5

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

2

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

6

Established authority for your domain.

Entity Presence

10

Recognized in AI knowledge graphs.

News Mentions

7

Press and news coverage.

Community

9

Forum and community discussion.

Reddit

8

Reddit mentions and discussion.

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 2/10, Firefox Public Data Report is crawlable but under-signaled - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for Firefox Public Data Report

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Firefox Public Data Report: Food & Beverage

Your Ingredient Label Has a Story. Is Anyone Telling It?

Food is the most intimate purchase a person makes. You're deciding what goes into your body, what you feed your family, what aligns with your values. That decision deserves more than a label and a hope.

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Source & Attribution

Scored by Engagemii on May 22, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/data-firefox

Cite this score: Engagemii (2026). "AEO Score for Firefox Public Data Report." Retrieved from https://engagemii.com/aeo/brands/data-firefox

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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