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AI Visibility Scorecard
421edge.com
421edge.com · Real Estate
Borderline visible. AI bots can crawl 421edge.com, 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
#445,591 of 682,497 in Real Estate for AI visibility
3
AEO Visibility
iNear-invisible · 3.4/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
0
AI Adoption
iNone detected · 0/100
About 421edge.com
from our crawl and measurement
"Built in 2019, the approximately 7,635-square-foot residence offers 5 bedrooms, 8 full baths and 1 half bath across three finished levels, complemented by two separate pool houses and an." That is how 421 Edge Of Woods Rd, Water Mill, NY 11976 Exclusively Listed with BERKSHIRE HATHAWAY LAFFEY INTERNATIONAL of Water Mill, NY introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.4 out of 10.
Our crawl found structured data on the page (WebSite, WebPage) 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
6
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
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
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 3.4/10, 421edge.com is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for 421edge.com
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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/421edge
Cite this score: Engagemii (2026). "AEO Score for 421edge.com." Retrieved from https://engagemii.com/aeo/brands/421edge
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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