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AI Visibility Scorecard
icadsolutions.com · Food & Beverage
Borderline visible. AI bots can crawl iCAD Solutions, LLC - Working solutions to working problems, 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
#994,944 of 1,352,981 in Food & Beverage for AI visibility
3.4
/10
AEO Score
from our crawl and measurement
"WORKING SOLUTIONS TO WORKING PROBLEMS CHANGE THE WAY YOU THINK AND THINGS START TO CHANGE. DOWNLOADS https://icadsolutions.com/wp-content/uploads/2022/05/Proximity-Parameter-Mapper.mp4." That is how iCAD Solutions, LLC introduces itself. When AI engines look at it, they find little to work with. It scores 3.4 out of 10.
On the page it is passable on some structured data, a partly stated business identity and basic crawler access. What holds it back is a heading structure that lays out what it offers, sitemaps and entity links AI can follow and credibility markers like credentials or reviews.
Off the page there is only faint evidence that only a handful of sites link to it and the domain is only lightly established. Beyond that, 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.
There is not much on the page to read either, about 93 words. It does link out to several social profiles, which helps engines tie the brand together. The business dates to 2015.
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
6
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
4
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
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.
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 3.4/10, iCAD Solutions, LLC - Working solutions to working problems is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for iCAD Solutions, LLC - Working solutions to working problems
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/icadsolutions
Cite this score: Engagemii (2026). "AEO Score for iCAD Solutions, LLC - Working solutions to working problems." Retrieved from https://engagemii.com/aeo/brands/icadsolutions
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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