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AI Visibility Scorecard
Roy and Sons Auto Bo
royandsons.net · Automotive
Borderline visible. AI bots can crawl Roy and Sons Auto Bo, 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
ChatGPT · Claude · Meta AI
#256,731 of 337,490 in Automotive for AI visibility
3.6
/10
AEO Score
About Roy and Sons Auto Bo
from our crawl and measurement
Roy and Sons Auto Bo is a business whose own site puts it this way: "Roy and Sons Auto Body has been serving the Groton area’s motor vehicle needs since our opening in 1966." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.
Our crawl found structured data on the page (WebSite), 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 3 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
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 Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 3.6/10, Roy and Sons Auto Bo is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Roy and Sons Auto Bo
Which AI engines already crawl you
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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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/royandsons-net
Cite this score: Engagemii (2026). "AEO Score for Roy and Sons Auto Bo." Retrieved from https://engagemii.com/aeo/brands/royandsons-net
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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