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AI Visibility Scorecard
Public Books
· Education
Borderline visible. AI bots can crawl Public Books, 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.
AI engines read this profile 2 times
ChatGPT
#496,470 of 841,879 in Education for AI visibility
4.4
/10
AEO Score
About Public Books
from our crawl and measurement
"168澳洲幸运5官网结果记录查询:奥州幸运5开奖 澳洲168幸运5体彩直播计划数据 2026最新澳洲幸运5预测结果记录官网提供最快现场直播结果 《168澳洲5官网开奖结果彩票》查询结果号码体彩 168体彩澳洲的幸运5彩票官网®查询 Think in public." That is how Public Books introduces itself. When AI engines look at it, they find little to work with. It scores 4.4 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including GPTBot (ChatGPT).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
7
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
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
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 Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
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 4.4/10, Public Books is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Public Books
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Public Books.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/1001notes
Cite this score: Engagemii (2026). "AEO Score for Public Books." Retrieved from https://engagemii.com/aeo/brands/1001notes
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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