AI Visibility Scorecard
stateroadautorepair.com · Automotive
Borderline visible. AI bots can crawl Auto Repair & Tire Shop in Lakemoor, IL, 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 6 times
Meta AI · Claude · Perplexity
#66,035 of 365,618 in Automotive for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Automotive average 5
Top 43% of Automotive
See what's behind this score →4
-
25
Muse Index Score
iAI agent readiness
Basic · 25/100
Automotive average 16
See what's behind this score →0
0
from our crawl and measurement
Auto Repair & Tire Shop in Lakemoor, IL describes itself simply: "State Road Auto Repair is a family owned auto repair shop delivering honest and professional services to Lakemoor, IL, Mchenry, IL, Johnsburg, IL and the surrounding areas." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
On its own pages the site does well on a clear heading structure and a clearly stated business identity. It is passable on some structured data and partial sitemap and link coverage. What holds it back is credibility markers like credentials or reviews and the technical files AI engines look for, such as llms.txt or an open robots.txt.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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.
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Strong
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
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Good
Inbound links from other sites.
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 4/10, Auto Repair & Tire Shop in Lakemoor, IL 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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/stateroadautorepair
Cite this score: Engagemii (2026). "AEO Score for Auto Repair & Tire Shop in Lakemoor, IL." Retrieved from https://engagemii.com/aeo/brands/stateroadautorepair
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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