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AI Visibility Scorecard
johnfcox.com · Home & Living
Somewhat visible. AI bots can read Cox Construction, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · Meta AI
#239,920 of 1,236,156 in Home & Living for AI visibility
5.3
/10
AEO Score
from our crawl and measurement
Cox Construction is a business whose own site puts it this way: "The Cox Construction Company has been proudly serving West Sayville, Sayville and Bayport since 1973 and is a LEED AP and a member of the Green Building Council." Its AI visibility score is 5.3 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a workable page structure, a partly stated business identity and a few credibility markers. What holds it back is structured data describing the business.
Off the page, other sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
5
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
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
7
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.
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 5.3/10, Cox Construction has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Cox Construction
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johnfcox
Cite this score: Engagemii (2026). "AEO Score for Cox Construction." Retrieved from https://engagemii.com/aeo/brands/johnfcox
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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