AI Visibility Scorecard
Mad City Windows & Baths
mnwindow.com · Home & Living
Borderline visible. AI bots can crawl Mad City Windows & Baths, 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 7 times
Meta AI · Claude · Apple Intelligence
#220,356 of 1,376,760 in Home & Living for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
0
AI Adoption
iNone detected · 0/100
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. When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
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
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Strong
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 4/10, Mad City Windows & Baths is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Mad City Windows & Baths
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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/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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