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AI Visibility Scorecard
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
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.
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.
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.
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.
Is this your brand?
The exact fixes for Editions Ray Ogust
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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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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