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AI Visibility Scorecard
Nathan Williams
nathanwilliamsgroup.com · Real Estate
At 2.9/10, Nathan Williams is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 4 times
Meta AI · Claude · ChatGPT
#485,314 of 642,472 in Real Estate for AI visibility
2.9
/10
AEO Score
About Nathan Williams
from our crawl and measurement
Nathan Williams, based in Cincinnati, OH, describes itself simply: "Coldwell Banker and the Coldwell Banker logo are trademarks of Coldwell Banker Real Estate LLC." As far as answer engines are concerned it may as well not exist yet: 2.9 out of 10.
Under the hood there is structured data on the page (WebSite, Person, RealEstateAgent) and a sitemap, but the score is capped by what is missing: an llms.txt file, a heading structure that lays out what it offers.
Our monitoring has logged one AI crawler visit here: the engines come, the question is what they find.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
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 2.9/10, Nathan Williams is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Nathan Williams
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/nathanwilliamsgroup
Cite this score: Engagemii (2026). "AEO Score for Nathan Williams." Retrieved from https://engagemii.com/aeo/brands/nathanwilliamsgroup
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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