AI Visibility Scorecard
Ed Constable
lakefrontqueen.com · Real Estate
Borderline visible. AI bots can crawl Ed Constable, 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
#531,091 of 721,999 in Real Estate for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Real Estate average 4
Top 74% of Real Estate
See what's behind this score →4
-
Network Authority
iNot connected yet
Real Estate average 0.0
0 relationships · Real Estate average 1
See what's behind this score →20
Muse Index Score
iAI agent readiness
Basic · 20/100
Real Estate average 13
See what's behind this score →0
About Ed Constable
from our crawl and measurement
Waterfront Homes for Sale with Realtor EdConstable.com is a business whose own site puts it this way: "Waterfront homes for Sale in Genesee County, Oakland County, and Shiawassee County! See Ed Constable's excellent selection of waterfront homes, an expert in waterfront sales!." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
- Company ·
- Ed Constable
- Website ·
- lakefrontqueen.com
- Industry ·
- Real Estate
- Location ·
- Fenton, MI
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Oct 7, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 read your site and name it in answers. At 3.5/10, Ed Constable is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Ed Constable
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on October 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lakefrontqueen
Cite this score: Engagemii (2026). "AEO Score for Ed Constable." Retrieved from https://engagemii.com/aeo/brands/lakefrontqueen
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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