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AI Visibility Scorecard
sflib1.sfpl.org · Nonprofits
Somewhat visible. AI bots can read San Francisco Public Library Catalog, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · Amazon Alexa
#5,453 of 624,304 in Nonprofits for AI visibility
6.7
/10
AEO Score
from our crawl and measurement
"Skip to main content San Francisco Public Library Catalog Page layout table Primary navigation and language options Language options: Español | 中文 Try Our New Catalog!." That is how San Francisco Public Library Catalog introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.7 out of 10, readable in places and missing in others.
The page falls short on a heading structure that lays out what it offers, sitemaps and entity links AI can follow, structured data describing the business, a clearly stated business identity, credibility markers like credentials or reviews and the technical files AI engines look for, such as llms.txt or an open robots.txt.
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 2 times in our tracking, including ClaudeBot (Anthropic) and AmazonBot (Alexa AI). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
2
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
1
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
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.
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 6.7/10, San Francisco Public Library Catalog has a working base to build on - fixable, and the signals above are where to start.
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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/sflib1-sfpl-org
Cite this score: Engagemii (2026). "AEO Score for San Francisco Public Library Catalog." Retrieved from https://engagemii.com/aeo/brands/sflib1-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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