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AI Visibility Scorecard
Mad City Windows & Baths
mnwindow.com · Home & Living
Somewhat visible. AI bots can read Mad City Windows & Baths, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#36,305 of 803,134 in Home & Living for AI visibility
6
/10
AEO Score
About Mad City Windows & Baths
from our crawl and measurement
"Trusted home remodeling experts for professional window replacement, bathroom remodeling, & cabinet refacing using American-made products." That is how Mad City Windows & Baths introduces itself. 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.
The site gets some of it right: it has structured data on the page (WebPage, BreadcrumbList, WebSite), substantial page content. What holds it back is what is absent, including an llms.txt file, a sitemap, a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
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
9
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
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 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 6/10, Mad City Windows & Baths has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Mad City Windows & Baths
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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/mnwindow
Cite this score: Engagemii (2026). "AEO Score for Mad City Windows & Baths." Retrieved from https://engagemii.com/aeo/brands/mnwindow
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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