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AI Visibility Scorecard
Frederick TrimLight
fredericktrimlight.com · Home & Living
Somewhat visible. AI bots can read Frederick TrimLight, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Meta AI · Claude
#120,483 of 1,264,379 in Home & Living for AI visibility
5.7
/10
AEO Score
About Frederick TrimLight
from our crawl and measurement
Frederick TrimLight is a Fulton, MD business whose own site puts it this way: "Enhance your home with permanent outdoor LED lighting from Frederick Trimlight. Custom colors, smart controls, and year-round curb appeal solutions." Its AI visibility score is 5.6 out of 10: the engines can find it, but they do not have much to hold on to.
The site does the on-page work well, with structured data on the page (WebPage, ImageObject, BreadcrumbList), an llms.txt file for AI models, a sitemap.
Our monitoring has logged one AI crawler visit here: the engines come, the question is what they find.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
7
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.
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 5.7/10, Frederick TrimLight has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Frederick TrimLight
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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.
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fredericktrimlight
Cite this score: Engagemii (2026). "AEO Score for Frederick TrimLight." Retrieved from https://engagemii.com/aeo/brands/fredericktrimlight
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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