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AI Visibility Scorecard
San Francisco Public Library
sfpl.org · libraries
Somewhat visible. AI bots can read San Francisco Public Library, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
ChatGPT · Claude
#14,644 of 1,839,699 in Media & Entertainment for AI visibility
6.9
/10
AEO Score
About San Francisco Public Library
from our crawl and measurement
"Discover The Continuing Story of Life on Earth: 25 Years of Hamburger Eyes Visit our exhibition featuring photos from the celebrated magazine." That is how San Francisco Public Library introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.9 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure and a clearly stated business identity. It is passable on basic crawler access and partial sitemap and link coverage. What holds it back is credibility markers like credentials or reviews and structured data describing the business.
Away from its own site, other sites link to it, the domain reads as established, AI engines recognise it as a distinct business and it comes up on Reddit. There is some, but not much, sign that press coverage is thin and there is little discussion of it.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT). It does link out to several social profiles, which helps engines tie the brand together. The business dates to 1878.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
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
10
Inbound links from other sites.
Domain Trust
6
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
1
Press and news coverage.
Community
2
Forum and community discussion.
7
Reddit mentions and discussion.
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 6.9/10, San Francisco Public Library has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for San Francisco Public Library
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
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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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/sfpl-org
Cite this score: Engagemii (2026). "AEO Score for San Francisco Public Library." Retrieved from https://engagemii.com/aeo/brands/sfpl-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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