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AI Visibility Scorecard
Pat Mansour
5171durnhamdr.com · Real Estate
Borderline visible. AI bots can crawl Pat Mansour, 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 1 times
ChatGPT
#435,019 of 690,058 in Real Estate for AI visibility
4
AEO Visibility
iNear-invisible · 3.5/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
0
AI Adoption
iNone detected · 0/100
About Pat Mansour
from our crawl and measurement
"Welcome home to this perfectly positioned property with serene water views and access to both Elizabeth Lake and Cass Lake! This beautiful property offers the ultimate lake lifestyle." That is how 5171 Durnham Dr, Waterford Township, MI 48327 of Waterford Township, MI introduces itself. When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
Our crawl found structured data on the page (House, Place, RealEstateAgent) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
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
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
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 3.5/10, Pat Mansour is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Pat Mansour
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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 18, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/5171durnhamdr
Cite this score: Engagemii (2026). "AEO Score for Pat Mansour." Retrieved from https://engagemii.com/aeo/brands/5171durnhamdr
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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