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AI Visibility Scorecard
Firefly Outdoor Lighting
fireflylightingllc.com · Home & Living
Somewhat visible. AI bots can read Firefly Outdoor Lighting, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#183,328 of 807,072 in Home & Living for AI visibility
5.2
/10
AEO Score
About Firefly Outdoor Lighting
from our crawl and measurement
"Atlanta’s Firefly Lighting provides landscape & exterior lighting design, installation, system replacements, & maintenance for residential & commercial projects." That is how Firefly Outdoor Lighting of Roswell, GA introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.2 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList) 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
9
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
10
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
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 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 5.2/10, Firefly Outdoor Lighting has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Firefly Outdoor Lighting
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Weekly ChatGPT & Claude citation tracking
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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/fireflylightingllc
Cite this score: Engagemii (2026). "AEO Score for Firefly Outdoor Lighting." Retrieved from https://engagemii.com/aeo/brands/fireflylightingllc
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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