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AI Visibility Scorecard
Kerry Pennington, P.
penningtonengineering.com · Home & Living
Somewhat visible. AI bots can read Kerry Pennington, P., but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#208,237 of 791,161 in Home & Living for AI visibility
5.1
/10
AEO Score
About Kerry Pennington, P.
from our crawl and measurement
"Structural Engineering services by registered professional engineer with over 20 years of consuming experience in residential and commercial structures." That is how Kerry Pennington, P. introduces itself. Its AI visibility score is 5.1 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 a clear heading structure, a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data and a few credibility markers.
Off the page there is only faint evidence that only a handful of 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.
It does link out to several social profiles, which helps engines tie the brand together.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
10
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
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
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 Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 5.1/10, Kerry Pennington, P. has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Kerry Pennington, P.
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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/penningtonengineering
Cite this score: Engagemii (2026). "AEO Score for Kerry Pennington, P.." Retrieved from https://engagemii.com/aeo/brands/penningtonengineering
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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