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AI Visibility Scorecard
O'Reilly Media
macruby.labs.oreilly.com · Technology
Somewhat visible. AI bots can read O'Reilly Media, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
ChatGPT
#28,135 of 2,808,083 in Technology for AI visibility
7
/10
AEO Score
About O'Reilly Media
from our crawl and measurement
"The O'Reilly learning platform is a skill-building platform that equips individuals and teams with the resources that drive business outcomes. We help tech teams stay ahead....." That is how O'Reilly Media of Sebastopol, CA introduces itself. Measured against the twelve signals AI engines rely on, it scores 7.0 out of 10, a strong showing.
The site gets some of it right: it has structured data on the page (Corporation, WebPage, WebSite), a readable heading structure, substantial page content. What holds it back is what is absent, including an llms.txt file, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
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 Trust
7
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
6
Press and news coverage.
Community
9
Forum and community discussion.
0
No Reddit mentions 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 7/10, O'Reilly Media has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for O'Reilly Media
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/macruby-labs-oreilly
Cite this score: Engagemii (2026). "AEO Score for O'Reilly Media." Retrieved from https://engagemii.com/aeo/brands/macruby-labs-oreilly
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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