AI Visibility Scorecard
Roy's Auto Repair and Tires
roysauto.com · Automotive
Somewhat visible. AI bots can read Roy's Auto Repair and Tires, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Apple Intelligence · Claude · Meta AI · Perplexity
#33,225 of 365,485 in Automotive for AI visibility
6
AEO Visibility
iBorderline · 5.7/10
20
Muse Index Score
iAI agent readiness
Basic · 20/100
0
AI Adoption
iNone detected · 0/100
About Roy's Auto Repair and Tires
from our crawl and measurement
"Roy's Auto Repair is servicing the West County area in Manchester, MO. They are a full service automobile repair shop who's services include tire changes, brakes, timing belts, oil changes." That is how Roy's Auto Repair and Tires of Manchester, MO introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.7 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebSite, AutoRepair), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
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.
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 5.7/10, Roy's Auto Repair and Tires has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Roy's Auto Repair and Tires
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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/roysauto
Cite this score: Engagemii (2026). "AEO Score for Roy's Auto Repair and Tires." Retrieved from https://engagemii.com/aeo/brands/roysauto
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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