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AI Visibility Scorecard
The Comprehensive Gu
eastextbook.com · Education
Borderline visible. AI bots can crawl The Comprehensive Gu, 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 3 times
Apple Intelligence · Claude
#626,137 of 888,837 in Education for AI visibility
4
AEO Visibility
iBorderline · 4/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About The Comprehensive Gu
from our crawl and measurement
The Comprehensive Gu is a business whose own site puts it this way: "It is a must-have reference and textbook for educators, students, administrators, and professionals involved in the EAS field." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found structured data on the page (WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
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
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
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 4/10, The Comprehensive Gu is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for The Comprehensive Gu
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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.
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/eastextbook
Cite this score: Engagemii (2026). "AEO Score for The Comprehensive Gu." Retrieved from https://engagemii.com/aeo/brands/eastextbook
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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