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AI Visibility Scorecard
Catch the Ref
catchtheref.com · Other
At 1.6/10, Catch the Ref is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
2
AEO Visibility
iNear-invisible · 1.6/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Catch the Ref
from our crawl and measurement
"Props & Collectibles VHS pin’s collection Where the Objects Found a Home Stay informed About Catch the Ref is an independent project focused on film references, movie-inspired objects, and." That is how Catch the Ref Props & Collectibles introduces itself. As far as answer engines are concerned it may as well not exist yet: 1.6 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
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
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
0
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
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 1.6/10, Catch the Ref is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Catch the Ref
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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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/catchtheref
Cite this score: Engagemii (2026). "AEO Score for Catch the Ref." Retrieved from https://engagemii.com/aeo/brands/catchtheref
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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