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AI Visibility Scorecard
cdlib.org · Education
Somewhat visible. AI bots can read California Digital Library, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
ChatGPT · Meta AI · Apple Intelligence
#16,116 of 873,621 in Education for AI visibility
6.9
/10
AEO Score
from our crawl and measurement
"The California Digital Library exists to support the University of California community’s pursuit of scholarship and to extend the University’s public service mission." That is how California Digital Library introduces itself. Measured against the twelve signals AI engines rely on, it scores 7.0 out of 10, a strong showing.
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 5 times in our tracking, including GPTBot (ChatGPT) and Meta AI.
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
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
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Authority
5
Established authority for your domain.
Reference Presence
10
Recognized in AI knowledge graphs.
News & Press
1
Press and news coverage.
Community
5
Forum and community discussion.
Social Mentions
7
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 6.9/10, California Digital Library has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for California Digital Library
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Weekly ChatGPT & Claude citation tracking
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cdlib-org
Cite this score: Engagemii (2026). "AEO Score for California Digital Library." Retrieved from https://engagemii.com/aeo/brands/cdlib-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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