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AI Visibility Scorecard
O'Reilly Media
buildpersonalaisystems.com · Other
At 2/10, O'Reilly Media is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
2
AEO Visibility
iNear-invisible · 2/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
0
AI Adoption
iNone detected · 0/100
About O'Reilly Media
from our crawl and measurement
"A hands-on O'Reilly guide to building personal AI systems that run on your own data and routines. Go from a single workflow to a stack that works while you sleep. No code required." That is how Learning n8n: Building Personal AI Systems by Sunny Israni introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.0 out of 10.
Our crawl found structured data on the page (WebSite, WebPage, Book). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
3
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
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 2/10, O'Reilly Media is crawlable but under-signaled - 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
Free AI bot monitoring: see every AI crawler that visits you
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on September 19, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/buildpersonalaisystems
Cite this score: Engagemii (2026). "AEO Score for O'Reilly Media." Retrieved from https://engagemii.com/aeo/brands/buildpersonalaisystems
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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