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AI Visibility Scorecard
Collision Craft Autobody
collisioncraft.ca · Automotive
Borderline visible. AI bots can crawl Collision Craft Autobody, 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
#170,518 of 321,138 in Automotive for AI visibility
4.3
/10
AEO Score
About Collision Craft Autobody
from our crawl and measurement
"ICBC accredited autobody shop in Osoyoos. We work with all insurance providers and are certified for aluminum and steel repair. Family owned since 2008." That is how Collision Craft Autobody of Osoyoos, BC introduces itself. 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 (AutoBodyShop, TowingService). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
8
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 4.3/10, Collision Craft Autobody is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Collision Craft Autobody
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Collision Craft Autobody.
Source & Attribution
Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/collisioncraft-ca
Cite this score: Engagemii (2026). "AEO Score for Collision Craft Autobody." Retrieved from https://engagemii.com/aeo/brands/collisioncraft-ca
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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