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AI Visibility Scorecard

Editions Ray Ogust

Editions Ray Ogust

Unclaimed

rayogust.com · Other

Borderline visible. AI bots can crawl Editions Ray Ogust, 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.

Monitoring for AI engine activity

In the Engagemii AEO index

4

/10

AEO Score

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About Editions Ray Ogust

from our crawl and measurement

"Romans et essais contemporains pour comprendre le monde actuel. Une maison d’édition québécoise indépendante engagée dans la pensée et l’imaginaire." That is how Littérature engagée québécoise introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.

Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.

Industry · Other
Last scored · Aug 18, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

5

Clear headings and answer-style content.

Entity Clarity

10

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

5

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

0

No inbound links found yet.

Domain Authority

0

Little domain authority yet.

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 4/10, Editions Ray Ogust is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Editions Ray Ogust

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Picked for Editions Ray Ogust: 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 18, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Editions Ray Ogust." Retrieved from https://engagemii.com/aeo/brands/rayogust

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

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