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AI Visibility Scorecard
McGrath Collision
mcgrathcollision.com · Automotive
Borderline visible. AI bots can crawl McGrath Collision, 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
#88,800 of 320,644 in Automotive for AI visibility
5
/10
AEO Score
About McGrath Collision
from our crawl and measurement
McGrath Collision is a Dubuque, IA business whose own site puts it this way: "FREE ESTIMATES - Auto body shop and repair center serving Dubuque with unsurpassed quality, backed by the name Iowa has trusted since 1952." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.0 out of 10, readable in places, missing in others.
Our crawl found a sitemap. It also found the gaps that keep answer engines guessing: structured data describing the business, an llms.txt file, a heading structure that lays out what it offers.
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
6
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
7
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
5
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 5/10, McGrath Collision is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for McGrath Collision
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 McGrath Collision.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mcgrathcollision
Cite this score: Engagemii (2026). "AEO Score for McGrath Collision." Retrieved from https://engagemii.com/aeo/brands/mcgrathcollision
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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