#404,047 OF 1,355,691 IN HOME & LIVING
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AI Visibility Scorecard
431 Roofing
431roofing.com · Home & Living
Borderline visible. AI bots can crawl 431 Roofing, 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
#404,047 of 1,355,691 in Home & Living for AI visibility
5
AEO Visibility
iBorderline · 5/10
45
Muse Index Score
iAI agent readiness
Agent-ready · 45/100
0
AI Adoption
iNone detected · 0/100
About 431 Roofing
from our crawl and measurement
431 Roofing Winnipeg, based in Winnipeg, Manitoba, describes itself simply: "Winnipeg's residential & commercial roofing contractor. Flat roofs, metal roofing, roof replacements & repairs. Fully insured - Request a free quote." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.0 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebSite, Organization, RoofingContractor), an llms.txt file for AI models and a sitemap.
By its own structured data it is a roofing business.
The 6 signals AI reads
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
8
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
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
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 5/10, 431 Roofing is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for 431 Roofing
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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 September 17, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/431roofing
Cite this score: Engagemii (2026). "AEO Score for 431 Roofing." Retrieved from https://engagemii.com/aeo/brands/431roofing
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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