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AI Visibility Scorecard
Project Linus Coll
plcollin.org · Nonprofits
Borderline visible. AI bots can crawl Project Linus Coll, 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
#680,862 of 764,257 in Nonprofits for AI visibility
3.1
/10
AEO Score
About Project Linus Coll
from our crawl and measurement
Project Linus Coll is a business whose own site puts it this way: "7,929 of those were donated in 2024.We are the Collin, Cooke, Grayson, & Rockwall Counties of Texas Project Linus Chapter dedicated to comforting kids with security blankets." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.8 out of 10.
Our crawl found structured data on the page (WebSite). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion 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 3.1/10, Project Linus Coll is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Project Linus Coll
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/plcollin-org
Cite this score: Engagemii (2026). "AEO Score for Project Linus Coll." Retrieved from https://engagemii.com/aeo/brands/plcollin-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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