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AI Visibility Scorecard
Lundgren Collision Center
lbodyshop.com · Automotive
Borderline visible. AI bots can crawl Lundgren Collision Center, 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 4 times
ChatGPT · Claude · Meta AI
#118,645 of 340,378 in Automotive for AI visibility
5
AEO Visibility
iBorderline · 4.8/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About Lundgren Collision Center
from our crawl and measurement
Lundgren Collision Center, based in MA, describes itself simply: "Visit Lundgren Collision Center for all of your collision repair needs. We offer car paint repair, bumper scratch repair, and other body shop services." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.8 out of 10.
Our crawl found structured data on the page (WebSite, Organization, AggregateRating) and an llms.txt file for AI models. It is missing a sitemap and a heading structure that lays out what it offers.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
9
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 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 4.8/10, Lundgren Collision Center is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Lundgren Collision Center
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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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lbodyshop
Cite this score: Engagemii (2026). "AEO Score for Lundgren Collision Center." Retrieved from https://engagemii.com/aeo/brands/lbodyshop
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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