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AI Visibility Scorecard
Catalyst Marine Home
catalystmarine.com · E-commerce
Borderline visible. AI bots can crawl Catalyst Marine Home, 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
#439,885 of 639,108 in E-commerce for AI visibility
3.8
/10
AEO Score
About Catalyst Marine Home
from our crawl and measurement
"Catalyst Marine Engineering - Downtime for any vessel is costly CME can make your next project a success in a timely and efficient manner." That is how Catalyst Marine Home of Seward, AK introduces itself. When AI engines look at it, they find little to work with. It scores 3.8 out of 10.
On its own pages the site does well on a clearly stated business identity. It is passable on basic crawler access and partial sitemap and link coverage. What holds it back is structured data describing the business, a heading structure that lays out what it offers and credibility markers like credentials or reviews.
Off the page, 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. None of that can be fixed on the page: it has to be earned.
It does link out to several social profiles, which helps engines tie the brand together.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
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
1
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
5
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 3.8/10, Catalyst Marine Home is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Catalyst Marine Home
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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/catalystmarine
Cite this score: Engagemii (2026). "AEO Score for Catalyst Marine Home." Retrieved from https://engagemii.com/aeo/brands/catalystmarine
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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