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AI Visibility Scorecard
Friends of Neill Public Library
friendsofnpl.com · motion pictures and film
Borderline visible. AI bots can crawl Friends of Neill Public 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#475,914 of 620,357 in Nonprofits for AI visibility
3.9
/10
AEO Score
About Friends of Neill Public Library
from our crawl and measurement
Friends of Neill Public Library works in Nonprofits. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.9 out of 10.
On the page it is passable on a workable page structure. What holds it back is a clearly stated business identity, the technical files AI engines look for, such as llms.txt or an open robots.txt, sitemaps and entity links AI can follow, structured data describing the business and credibility markers like credentials or reviews.
Away from its own site, other sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
The business dates to 1984.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
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
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
3
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
7
Inbound links from other sites.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 3.9/10, Friends of Neill Public Library is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Friends of Neill Public Library
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Your Most Motivated Donors Are Leaving Without Giving
Here's the moment that happens on nonprofit websites every single day.
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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/friendsofnpl
Cite this score: Engagemii (2026). "AEO Score for Friends of Neill Public Library." Retrieved from https://engagemii.com/aeo/brands/friendsofnpl
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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