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AI Visibility Scorecard
Ingram Electrical, LLC
ingramelectricalllc.com · Home & Living
Borderline visible. AI bots can crawl Ingram Electrical, LLC, 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
#311,263 of 792,078 in Home & Living for AI visibility
4.8
/10
AEO Score
About Ingram Electrical, LLC
from our crawl and measurement
Ingram Electrical, LLC, based in Utica, MI, describes itself simply: "Call a dependable and trusted electrical contractor in Utica, MI. Talk with Ingram Electrical, LLC at (586) 907-5105 for free estimates today." When AI engines look at it, they find little to work with. It scores 4.8 out of 10.
On its own pages the site does well on a clear heading structure, a clearly stated business identity, visible credibility markers, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data.
Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
The business dates to 2023.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
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
9
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
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
1
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 4.8/10, Ingram Electrical, LLC is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Ingram Electrical, LLC
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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/ingramelectricalllc
Cite this score: Engagemii (2026). "AEO Score for Ingram Electrical, LLC." Retrieved from https://engagemii.com/aeo/brands/ingramelectricalllc
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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