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AI Visibility Scorecard
MH ARCHITECT, LLC
mharchitect.com · Home & Living
Somewhat visible. AI bots can read MH ARCHITECT, LLC, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Apple Intelligence · Claude · Meta AI
#276,831 of 1,264,848 in Home & Living for AI visibility
5.2
/10
AEO Score
About MH ARCHITECT, LLC
from our crawl and measurement
MH ARCHITECT, LLC describes itself simply: "<p>Enhancing Life Through Purposeful Design<br />Melissa Hutchinson, AIA of MH Architect specializes in coastal New England Architectural Design, both residential and light commercial." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.2 out of 10, readable in places, missing in others.
Under the hood there is structured data on the page (WebSite, Organization, LocalBusiness) and a sitemap and a readable heading structure, but the score is capped by what is missing: an llms.txt file.
AI crawlers have visited the site 2 times in our tracking, so the engines are already looking.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
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
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
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
6
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 5.2/10, MH ARCHITECT, LLC has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MH ARCHITECT, LLC
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mharchitect
Cite this score: Engagemii (2026). "AEO Score for MH ARCHITECT, LLC." Retrieved from https://engagemii.com/aeo/brands/mharchitect
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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