⚡ This is your brand? Claim your page FREE and bring it to life on AI search.
AI Visibility Scorecard
Auto Body Shop | Quality Collision Black phone handset icon on a white backgroundBlack location pin icon with a central circle on a white backgroundBlack analog clock icon showing around 4:25 with a white background.Black phone handset icon with ringing signal linesBlack front
qcollision.com · Finance & Insurance
Somewhat visible. AI bots can read Auto Body Shop | Quality Collision Black phone handset icon on a white backgroundBlack location pin icon with a central circle on a white backgroundBlack analog clock icon showing around 4:25 with a white background.Black phone handset icon with ringing signal linesBlack front, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#63,047 of 874,753 in Finance & Insurance for AI visibility
6
/10
AEO Score
About Auto Body Shop | Quality Collision Black phone handset icon on a white backgroundBlack location pin icon with a central circle on a white backgroundBlack analog clock icon showing around 4:25 with a white background.Black phone handset icon with ringing signal linesBlack front
from our crawl and measurement
Auto Body Shop, based in Duluth, Minnesota, describes itself simply: "Quality Collision, INC has been serving the Twin Ports area since 2004, offering auto body repair, collision repair, and insurance claim support." Its AI visibility score is 6.0 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (WebSite, AutoBodyShop), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Trust
1
Established authority for your domain.
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 6/10, Auto Body Shop | Quality Collision Black phone handset icon on a white backgroundBlack location pin icon with a central circle on a white backgroundBlack analog clock icon showing around 4:25 with a white background.Black phone handset icon with ringing signal linesBlack front has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Auto Body Shop | Quality Collision Black phone handset icon on a white backgroundBlack location pin icon with a central circle on a white backgroundBlack analog clock icon showing around 4:25 with a white background.Black phone handset icon with ringing signal linesBlack front
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 Auto Body Shop | Quality Collision Black phone handset icon on a white backgroundBlack location pin icon with a central circle on a white backgroundBlack analog clock icon showing around 4:25 with a white background.Black phone handset icon with ringing signal linesBlack front.
Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/qcollision
Cite this score: Engagemii (2026). "AEO Score for Auto Body Shop | Quality Collision Black phone handset icon on a white backgroundBlack location pin icon with a central circle on a white backgroundBlack analog clock icon showing around 4:25 with a white background.Black phone handset icon with ringing signal linesBlack front." Retrieved from https://engagemii.com/aeo/brands/qcollision
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform