#109,712 OF 364,020 IN AUTOMOTIVE
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AI Visibility Scorecard
CFK Collision Ltd
cfkcollision.ca · Automotive
Borderline visible. AI bots can crawl CFK Collision Ltd, 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
#109,712 of 364,020 in Automotive for AI visibility
5
AEO Visibility
iBorderline · 4.9/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
0
AI Adoption
iNone detected · 0/100
About CFK Collision Ltd
from our crawl and measurement
CFK Collision Ltd is a Innisfail, AB business whose own site puts it this way: "Are you looking for a trusted auto body repair in Innisfail? Choose CFK Collision Ltd. Our experienced mechanics can meet your needs. Make an appointment." When AI engines look at it, they find little to work with. It scores 4.9 out of 10.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
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
Strong
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
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
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 4.9/10, CFK Collision Ltd is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for CFK Collision Ltd
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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 September 17, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cfkcollision-ca
Cite this score: Engagemii (2026). "AEO Score for CFK Collision Ltd." Retrieved from https://engagemii.com/aeo/brands/cfkcollision-ca
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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