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AI Visibility Scorecard
patrickgmcbuick.com · Automotive
Borderline visible. AI bots can crawl Bob Johnson Buick GMC South, 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
#173,319 of 327,901 in Automotive for AI visibility
4.3
/10
AEO Score
from our crawl and measurement
Buick, GMC Dealership in Henrietta NY is a Henrietta, NY business whose own site puts it this way: "Bob Johnson Buick GMC South is a Buick dealer in Henrietta, NY. We specialize in new Buick, used cars, service, and financing." When AI engines look at it, they find little to work with. It scores 4.3 out of 10.
Our crawl found structured data on the page (AutoDealer, WebSite), a readable heading structure. It also found the gaps that keep answer engines guessing: an llms.txt file, a sitemap.
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
9
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
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
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.
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 4.3/10, Bob Johnson Buick GMC South is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Bob Johnson Buick GMC South
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 17, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/patrickgmcbuick
Cite this score: Engagemii (2026). "AEO Score for Bob Johnson Buick GMC South." Retrieved from https://engagemii.com/aeo/brands/patrickgmcbuick
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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