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AI Visibility Scorecard

F3S

F3S

Unclaimed

federation3s.com · Food & Beverage

Somewhat visible. AI bots can read F3S, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 3 times

Claude · Meta AI · Apple Intelligence

#82,106 of 1,354,826 in Food & Beverage for AI visibility

5.8

/10

AEO Score

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About F3S

from our crawl and measurement

"La Fédération Sciences Sociales Suds (F3S) a été constituée en 2012, à l’initiative de laboratoires de sciences humaines et sociales qui se consacrent à l’étude des sociétés des « Suds » -." That is how federation3s.com introduces itself. Its AI visibility score is 5.8 out of 10: the engines can find it, but they do not have much to hold on to.

On its own pages the site does well on a clear heading structure and crawler access and the files AI engines look for. It is passable on some structured data, a partly stated business identity and partial sitemap and link coverage. What holds it back is credibility markers like credentials or reviews.

Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry · Food & Beverage
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

5

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

7

Clear headings and answer-style content.

Entity Clarity

6

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

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

AI Discoverability

6

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

9

Inbound links from other sites.

Domain Authority

3

Established authority for your domain.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

No social discussion 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 5.8/10, F3S has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for F3S

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for F3S: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.

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Source & Attribution

Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/federation3s

Cite this score: Engagemii (2026). "AEO Score for F3S." Retrieved from https://engagemii.com/aeo/brands/federation3s

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

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