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AI Visibility Scorecard
M&B Mobile Ceramic Coatings & Restoration
comodetailing.com · Automotive
At 2.9/10, M&B Mobile Ceramic Coatings & Restoration is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#296,164 of 328,520 in Automotive for AI visibility
2.9
/10
AEO Score
About M&B Mobile Ceramic Coatings & Restoration
from our crawl and measurement
"We understand that life is busy, so we offer on-site service including paint correction and ceramic coating, as well as valet(in the Columbia, MO area)." That is how M&B Mobile Ceramic Coatings & Restoration introduces itself. As far as answer engines are concerned it may as well not exist yet: 2.9 out of 10.
Our crawl found structured data on the page (WebSite, LocalBusiness), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
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
3
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 2.9/10, M&B Mobile Ceramic Coatings & Restoration is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for M&B Mobile Ceramic Coatings & Restoration
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/comodetailing
Cite this score: Engagemii (2026). "AEO Score for M&B Mobile Ceramic Coatings & Restoration." Retrieved from https://engagemii.com/aeo/brands/comodetailing
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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