AI Visibility Scorecard
libguides.com.edu · Education
Borderline visible. AI bots can crawl LibGuides at COM Library, 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 10 times
Meta AI · Claude · Amazon Alexa · ShapBot
#23,980 of 937,618 in Education for AI visibility
8
5
AEO Visibility
iBorderline · 4.7/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
LibGuides at COM Library is a Texas City, TX business whose own site puts it this way: "Search for Articles, Books & More Use our great A-Z Databases to search for books, eBooks, articles, streaming media and primary sources." When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 10 times in our tracking, including ClaudeBot (Anthropic), Meta AI and AmazonBot (Alexa AI).
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Fair
Social discussion and mentions.
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 4.7/10, LibGuides at COM Library is crawlable but under-signaled - fixable, and the signals above are where to start.
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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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Scored by Engagemii on October 23, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/libguides-com-edu
Cite this score: Engagemii (2026). "AEO Score for LibGuides at COM Library." Retrieved from https://engagemii.com/aeo/brands/libguides-com-edu
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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