AI Visibility Scorecard
Catalytic Registry
cat-reg.com · Technology
Borderline visible. AI bots can crawl Catalytic Registry, 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.
AI engines read this profile 5 times
Claude · Meta AI · ShapBot
#1,299,334 of 2,705,592 in Technology for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Catalytic Registry
from our crawl and measurement
Catalytic Registry describes itself simply: "Transport Canada and NHTSA both agree that vehicle component ID marks help prevent theft." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Good
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 4/10, Catalytic Registry is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How does it work?
PIN2VIN uses high-quality, heat-resistant labels to provide your vehicle with theft-prevention identification marks. These labels are directly linked to your vehicle’s Vehicle Identification Number (VIN) and provide both a public search as well as a full detailed search for law enforcement investigations. Our labels, linked to your vehicle’s VIN are also uploaded daily to Nlets, the law enforcement exclusive data hub.
Is this your brand?
The exact fixes for Catalytic Registry
Which AI engines already crawl you
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Catalytic Registry.
Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cat-reg
Cite this score: Engagemii (2026). "AEO Score for Catalytic Registry." Retrieved from https://engagemii.com/aeo/brands/cat-reg
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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