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AI Visibility Scorecard
O’Reilly Media
www.onjava.com · Technology
Somewhat visible. AI bots can read O’Reilly Media, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#870,801 of 2,817,736 in Technology for AI visibility
5.1
/10
AEO Score
About O’Reilly Media
from our crawl and measurement
"Explore the latest thought leadership, articles, and podcasts from O’Reilly Radar and Asimov’s Addendum on AI, programming, and emerging tech trends." That is how O’Reilly Media introduces itself. Its AI visibility score is 5.1 out of 10: the engines can find it, but they do not have much to hold on to.
The site gets some of it right: it has structured data on the page (BreadcrumbList, ItemList), 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
7
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
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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 Trust
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
4
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 5.1/10, O’Reilly Media has a working base to build on - fixable, and the signals above are where to start.
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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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/www-onjava
Cite this score: Engagemii (2026). "AEO Score for O’Reilly Media." Retrieved from https://engagemii.com/aeo/brands/www-onjava
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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