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AI Visibility Scorecard

St Léopardin d'Augy

St Léopardin d'Augy

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mfrstleopardin.com · Food & Beverage

Borderline visible. AI bots can crawl St Léopardin d'Augy, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.

AI engines read this profile 2 times

Claude

#382,781 of 1,354,826 in Food & Beverage for AI visibility

5

/10

AEO Score

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About St Léopardin d'Augy

from our crawl and measurement

St Léopardin d'Augy is a business whose own site puts it this way: "X La MFR peut vous recevoir chaque mercredi après-midi pour un entretien et la visite des locaux, mais aussi pour convenir d'un mini stage pour votre enfant." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.8 out of 10.

On the page it is passable on a workable page structure and basic crawler access. What holds it back is a clearly stated business identity, sitemaps and entity links AI can follow, structured data describing the business and credibility markers like credentials or reviews.

Away from its own site, 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. Those are earned elsewhere on the web, not fixed on the site itself.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).

Industry · Food & Beverage
Last scored · Aug 2, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

6

Clear headings and answer-style content.

Entity Clarity

3

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

5

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

AI Discoverability

4

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

7

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 5/10, St Léopardin d'Augy is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for St Léopardin d'Augy

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Weekly ChatGPT & Claude citation tracking

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Picked for St Léopardin d'Augy: 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 2, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for St Léopardin d'Augy." Retrieved from https://engagemii.com/aeo/brands/mfrstleopardin

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

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