⚡ This is your brand? Claim your page FREE and bring it to life on AI search.
AI Visibility Scorecard
cooksauto.com · Automotive
Somewhat visible. AI bots can read Cook's Auto Rebuild, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#27,779 of 328,693 in Automotive for AI visibility
5.7
/10
AEO Score
from our crawl and measurement
Cook's Auto Rebuild is a Seattle, WA business whose own site puts it this way: "Our family has been repairing late model cars and trucks for over 73 years in the Seattle and Maple Leaf area. We specialize in Auto Body Repair and Auto Paint Repair." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.7 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList), a sitemap and a readable heading structure. It is missing an llms.txt file.
Higher is better · 0-10
Structured Data
6
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
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
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.
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 5.7/10, Cook's Auto Rebuild has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Cook's Auto Rebuild
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 Cook's Auto Rebuild.
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cooksauto
Cite this score: Engagemii (2026). "AEO Score for Cook's Auto Rebuild." Retrieved from https://engagemii.com/aeo/brands/cooksauto
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