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AI Visibility Scorecard
Grand Light | Lighting Restoration, Custom & Fine Lighting
grandlight.com · Education
Somewhat visible. AI bots can read Grand Light | Lighting Restoration, Custom & Fine Lighting, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Claude · ChatGPT · Apple Intelligence
#44,830 of 888,104 in Education for AI visibility
6.5
/10
AEO Score
About Grand Light | Lighting Restoration, Custom & Fine Lighting
from our crawl and measurement
Grand Light works in Education, based in Seymour, CT. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.5 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (BreadcrumbList, Organization, WebPage), an llms.txt file for AI models and a readable heading structure. It is missing a sitemap.
AI crawlers have visited 4 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
7
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
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
4
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 6.5/10, Grand Light | Lighting Restoration, Custom & Fine Lighting has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Grand Light | Lighting Restoration, Custom & Fine Lighting
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/grandlight
Cite this score: Engagemii (2026). "AEO Score for Grand Light | Lighting Restoration, Custom & Fine Lighting." Retrieved from https://engagemii.com/aeo/brands/grandlight
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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