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AI Visibility Scorecard
Roach International LLC
roach-int.com · Technology
Borderline visible. AI bots can crawl Roach International LLC, 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
#2,285,825 of 2,828,978 in Technology for AI visibility
3.5
/10
AEO Score
About Roach International LLC
from our crawl and measurement
"Seventeen of these years working in Bell Laboratories, concentrating on Manufacturing Research and Development." That is how Roach International LLC introduces itself. When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
8
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
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 3.5/10, Roach International LLC is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Roach International LLC
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/roach-int
Cite this score: Engagemii (2026). "AEO Score for Roach International LLC." Retrieved from https://engagemii.com/aeo/brands/roach-int
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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