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AI Visibility Scorecard
cunninghamcollision.com · Automotive
Borderline visible. AI bots can crawl Cunningham Collision Center, 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 5 times
Apple Intelligence · Meta AI · Claude
#146,994 of 338,167 in Automotive for AI visibility
4.6
/10
AEO Score
from our crawl and measurement
"Cunningham Collision Center was voted the ‘Best Body Shop,’ in Hillsborough, NC - a title we work hard to live up to with every repair and service!." That is how Cunningham Collision Center of Hillsborough, NC introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.6 out of 10.
The site gets some of it right: it has structured data on the page (WebPage, BreadcrumbList, WebSite), a sitemap. What holds it back is what is absent, including an llms.txt file, a heading structure that lays out what it offers.
AI crawlers have visited the site 3 times in our tracking, so the engines are already looking.
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
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
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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 4.6/10, Cunningham Collision Center is crawlable but under-signaled - fixable, and the signals above are where to start.
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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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cunninghamcollision
Cite this score: Engagemii (2026). "AEO Score for Cunningham Collision Center." Retrieved from https://engagemii.com/aeo/brands/cunninghamcollision
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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