AI Visibility Scorecard
lmiqc.com · Technology
Borderline visible. AI bots can crawl Lighting Maintenance, Inc, 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.
AI engines read this profile 4 times
Claude · ShapBot
#1,927,413 of 2,704,683 in Technology for AI visibility
19
AI Naming Predictability
iRarely named · 19/100
Technology average 28
Top 49% of Technology
See what's behind this score →4
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5
0
0
from our crawl and measurement
"351 North 6th Avenue Eldridge, IA 52748-1761 Phone: (563) 322-2023 Fax: (563) 285-6413 Serving IA & IL with 24 hr." That is how Lighting Maintenance, Inc of Eldridge, IA introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic) and ShapBot (Parallel).
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 3.6/10, Lighting Maintenance, Inc is crawlable but under-signaled - fixable, and the signals above are where to start.
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on October 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lmiqc
Cite this score: Engagemii (2026). "AEO Score for Lighting Maintenance, Inc." Retrieved from https://engagemii.com/aeo/brands/lmiqc
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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