AI Visibility Scorecard
Stuart McHenry — Local SEO Expert & AEO Services
stuartcmchenry.com · Home & Living
Somewhat visible. AI bots can read Stuart McHenry — Local SEO Expert & AEO Services, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 10 times
Meta AI · Claude · ChatGPT
#17,653 of 1,375,046 in Home & Living for AI visibility
84
AI Naming Predictability
iLikely to be named · 84/100
7
AEO Visibility
iVisible · 6.5/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
12
AI Adoption
iBasic · 12/100
About Stuart McHenry — Local SEO Expert & AEO Services
from our crawl and measurement
"SEO and AEO services for home service contractors. 20+ years helping plumbers, roofers, HVAC, electricians, and pest control companies rank in Google and AI search." That is how Stuart McHenry Local SEO Expert & AEO Services introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.5 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure, 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 partly stated business identity. What holds it back is credibility markers like credentials or reviews.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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. Those are earned elsewhere on the web, not fixed on the site itself.
The site links to no social profiles, so there is nothing tying the brand to a wider presence. The business dates to 2006.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 6.5/10, Stuart McHenry — Local SEO Expert & AEO Services has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What is Local SEO, really?
Here's the thing. When a homeowner in your town types "plumber near me" or "AC repair" into Google, you've got about 3 seconds to show up. Local SEO is the work that gets you in front of those people, right when they need you, in the towns you actually service.It's not generic SEO. It's a totally different game built around maps, reviews, service areas, and the way real homeowners search.
Is this your brand?
The exact fixes for Stuart McHenry — Local SEO Expert & AEO Services
Which AI engines already crawl you
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/stuartcmchenry
Cite this score: Engagemii (2026). "AEO Score for Stuart McHenry — Local SEO Expert & AEO Services." Retrieved from https://engagemii.com/aeo/brands/stuartcmchenry
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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