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AI Visibility Scorecard
Lyons Auto Body Repair and Collision shop
lyonsautobody.com · consumer services
Somewhat visible. AI bots can read Lyons Auto Body Repair and Collision shop, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#269,320 of 724,796 in Healthcare for AI visibility
5.1
/10
AEO Score
About Lyons Auto Body Repair and Collision shop
from our crawl and measurement
"Lyons Auto Body Limited has grown into one of the most successful body shops in North America." That is how Lyons Auto Body Repair and Collision shop introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.
On the page it is passable on a workable page structure, a partly stated business identity, basic crawler access and partial sitemap and link coverage. What holds it back is credibility markers like credentials or reviews and structured data describing the business.
Away from its own site, 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. Those are earned elsewhere on the web, not fixed on the site itself.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Trust
2
Established authority for your domain.
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 5.1/10, Lyons Auto Body Repair and Collision shop has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Lyons Auto Body Repair and Collision shop
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lyonsautobody
Cite this score: Engagemii (2026). "AEO Score for Lyons Auto Body Repair and Collision shop." Retrieved from https://engagemii.com/aeo/brands/lyonsautobody
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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