AI Visibility Scorecard
Cape Fear Collision
capefearcollision.com · Automotive
Somewhat visible. AI bots can read Cape Fear Collision, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Meta AI · Apple Intelligence · Claude
#66,658 of 365,655 in Automotive for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Cape Fear Collision
from our crawl and measurement
Cape Fear Collision, based in Wilmington, NC, describes itself simply: "You can count on Cape Fear Collision in Wilmington, NC, as a top quality auto body shop for all makes and models that's both certified and convenient." Its AI visibility score is 5.3 out of 10: the engines can find it, but they do not have much to hold on to.
Under the hood there is structured data on the page (WebPage, ImageObject, BreadcrumbList) and a sitemap and a readable heading structure, but the score is capped by what is missing: an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Fair
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 5.3/10, Cape Fear Collision has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Cape Fear Collision
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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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/capefearcollision
Cite this score: Engagemii (2026). "AEO Score for Cape Fear Collision." Retrieved from https://engagemii.com/aeo/brands/capefearcollision
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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