#95,437 OF 356,898 IN AUTOMOTIVE
SCORE HISTORY BEGINS 2026-08-02
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AI Visibility Scorecard
CEG - The Collision Equipment Group
cegroup.com · Automotive
Borderline visible. AI bots can crawl CEG - The Collision Equipment Group, 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
Meta AI · ChatGPT · Claude
#95,437 of 356,898 in Automotive for AI visibility
5
AEO Visibility
iBorderline · 5/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About CEG - The Collision Equipment Group
from our crawl and measurement
CEG is a business whose own site puts it this way: "One Stop Shopping for the Body Shop Industry. The Collision Equipment Group provides a great selection from the top brands for paint and automotive collision repair." When AI engines look at it, they find little to work with. It scores 4.9 out of 10.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
AI crawlers have visited 5 times in our tracking, including GPTBot (ChatGPT), ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
7
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.
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 5/10, CEG - The Collision Equipment Group is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for CEG - The Collision Equipment Group
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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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cegroup
Cite this score: Engagemii (2026). "AEO Score for CEG - The Collision Equipment Group." Retrieved from https://engagemii.com/aeo/brands/cegroup
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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