AI Visibility Scorecard
carolina-frame-works
cfwofnc.com · Automotive
Borderline visible. AI bots can crawl carolina-frame-works, 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 7 times
ChatGPT · Claude · Apple Intelligence · ShapBot
#223,746 of 365,723 in Automotive for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 41% of Automotive companies
4
AEO Visibility
iNear-invisible · 3.6/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About carolina-frame-works
from our crawl and measurement
carolina-frame-works is a Cleveland, NC business whose own site puts it this way: "Carolina Frame Works restores wrecked HD motorcycle to original condition using the MotoJig frame machine with Scheibner mega-M.A.X. Frame and Chassis system." 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 (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 5 times in our tracking, including GPTBot (ChatGPT), ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Weak
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
Weak
No inbound links found yet.
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 3.6/10, carolina-frame-works is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for carolina-frame-works
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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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cfwofnc
Cite this score: Engagemii (2026). "AEO Score for carolina-frame-works." Retrieved from https://engagemii.com/aeo/brands/cfwofnc
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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