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AI Visibility Scorecard

CENTRE DE COLLISION EXCELLENCE

CENTRE DE COLLISION EXCELLENCE

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collisionexcellence.com · Education

Borderline visible. AI bots can crawl CENTRE DE COLLISION EXCELLENCE, 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

#642,168 of 860,635 in Education for AI visibility

3.8

/10

AEO Score

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About CENTRE DE COLLISION EXCELLENCE

from our crawl and measurement

"Situé à Sherbrooke, le CENTRE DE COLLISION EXCELLENCE est un atelier de réparation de tous types de carrosseries et toutes marques de voiture." That is how Carrosserie, Sherbrooke, Fleurimont, Lennoxville introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.

Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.

Industry · Education
Last scored · Aug 10, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

Clear headings and answer-style content.

Entity Clarity

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

7

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.

Reddit

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 3.8/10, CENTRE DE COLLISION EXCELLENCE is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for CENTRE DE COLLISION EXCELLENCE

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for CENTRE DE COLLISION EXCELLENCE: How-To

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 10, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/collisionexcellence

Cite this score: Engagemii (2026). "AEO Score for CENTRE DE COLLISION EXCELLENCE." Retrieved from https://engagemii.com/aeo/brands/collisionexcellence

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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