AI Visibility Scorecard
Stuart McHenry — Local SEO Expert & AEO Services
stuartcmchenry.com · Home & Living
At 3/10, Stuart McHenry — Local SEO Expert & AEO Services is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Domain Trust, Entity Presence and News Mentions. That is fixable, and the signals below show where to start.
AI engines read this profile 13 times
Meta AI · Claude · ChatGPT · Parallel
27
AI Naming Predictability
iRarely named · 27/100
Home & Living average 5
Top 4% of Home & Living
See what's behind this score →3
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Home & Living average 2. Claim your page and Engagemii is your first.
See what's behind this score →30
Muse Index Score
iAI agent readiness
Basic · 30/100
Home & Living average 21
See what's behind this score →12
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, though, it is barely visible: it scores 3.0 out of 10.
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.
- Company ·
- Stuart McHenry — Local SEO Expert & AEO Services
- Website ·
- stuartcmchenry.com
- Industry ·
- Home & Living
- Location ·
- Irvine, CA
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 7, 2026
The 6 on-page 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.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 3/10, Stuart McHenry — Local SEO Expert & AEO Services is near-invisible to AI engines today. That is 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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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 November 7, 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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