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AI Visibility Scorecard
LEDRadiant
ledfromfactory.com · E-commerce
Borderline visible. AI bots can crawl LEDRadiant, 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
#223,355 of 549,925 in E-commerce for AI visibility
4.8
/10
AEO Score
About LEDRadiant
from our crawl and measurement
"At Ledradiant we are focused on providing excellent quality LED lighting products at competitive prices for commercial and industrial applications." That is how Commercial and Industrial LED Lighting Fixtures of Hollywood, FL introduces itself. When AI engines look at it, they find little to work with. It scores 4.8 out of 10.
Our crawl found structured data on the page (WebSite, LocalBusiness) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
7
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
10
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 4.8/10, LEDRadiant is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for LEDRadiant
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The $4.6 Trillion Problem Every E-Commerce Brand Ignores
Here's a number that should keep every e-commerce founder up at night: $4.6 trillion.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for LEDRadiant.
Source & Attribution
Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ledfromfactory
Cite this score: Engagemii (2026). "AEO Score for LEDRadiant." Retrieved from https://engagemii.com/aeo/brands/ledfromfactory
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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