⚡ This is your brand? Claim your page FREE and bring it to life on AI search.

AI Visibility Scorecard

MOS PUB

MOS PUB

Unclaimed

mos-pub.com · Food & Beverage

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

AI engines read this profile 1 times

Claude

#78,501 of 1,351,800 in Food & Beverage for AI visibility

5.8

/10

AEO Score

Share

About MOS PUB

from our crawl and measurement

MOS PUB, based in Lyon, ARA, describes itself simply: "Que ce soit au Mos Pub Bellecour ou au Mos Pub Mercière, découvrez notre généreuse sélection de bières pression ou de cocktails et régalez-vous avec notre offre de burgers ou de viandes." 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 clearly stated business identity and crawler access and the files AI engines look for. It is passable on some structured data and partial sitemap and link coverage. What holds it back is a heading structure that lays out what it offers and 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). It does link out to several social profiles, which helps engines tie the brand together.

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

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

4

Clear headings and answer-style content.

Entity Clarity

9

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

10

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

8

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, MOS PUB has a working base to build on - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for MOS PUB

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

Already have an account? Sign in

Picked for MOS PUB: 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.

Continue reading in your free Engagemii portal

Free signup unlocks the full article plus your personalized AEO fix list for MOS PUB.

Source & Attribution

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

Source URL: https://engagemii.com/aeo/brands/mos-pub

Cite this score: Engagemii (2026). "AEO Score for MOS PUB." Retrieved from https://engagemii.com/aeo/brands/mos-pub

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

Powered by Engagemii - The Answer Engine Optimization (AEO) Platform