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AI Visibility Scorecard
Works on Paper
cathyross.org · Media & Entertainment
Borderline visible. AI bots can crawl Works on Paper, 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
#1,580,654 of 1,930,317 in Media & Entertainment for AI visibility
3
AEO Visibility
iNear-invisible · 3.3/10
25
Muse Index Score
iAI agent readiness
Agent-ready · 25/100
0
AI Adoption
iNone detected · 0/100
About Works on Paper
from our crawl and measurement
"<p>Cathy Ross was born in Saint John, New Brunswick. She studied at Mount Alison University and then the Nova Scotia College of Art Design from where she graduated in 1981." That is how Cathy Ross introduces itself. When AI engines look at it, they find little to work with. It scores 3.3 out of 10.
Our crawl found structured data on the page (WebSite, Organization, LocalBusiness) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
Clear headings and answer-style content.
Entity Clarity
10
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
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
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 3.3/10, Works on Paper is crawlable but under-signaled - fixable, and the signals above are where to start.
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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 September 15, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cathyross-org
Cite this score: Engagemii (2026). "AEO Score for Works on Paper." Retrieved from https://engagemii.com/aeo/brands/cathyross-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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