AI Visibility Scorecard
Marcy Engineering – NYC MEP & HVAC Engineering Experts
marcyengineering.com · Home & Living
At 1.7/10, Marcy Engineering – NYC MEP & HVAC Engineering Experts is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 3 times
Claude · ShapBot
#1,146,843 of 1,375,629 in Home & Living for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 72% of Home & Living companies
2
AEO Visibility
iNear-invisible · 1.7/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Marcy Engineering – NYC MEP & HVAC Engineering Experts
from our crawl and measurement
Marcy Engineering NYC MEP & HVAC Engineering Experts, based in Harrison, NY, describes itself simply: "Efficient, reliable MEP and HVAC engineering solutions for residential and commercial projects across New York City. From design to permits, we make your build easier." As far as answer engines are concerned it may as well not exist yet: 1.7 out of 10.
On its own pages the site does well on a clearly stated business identity. It is passable on some structured data, a workable page structure, a few credibility markers, basic crawler access and partial sitemap and link coverage.
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).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Fair
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 1.7/10, Marcy Engineering – NYC MEP & HVAC Engineering Experts is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Marcy Engineering – NYC MEP & HVAC Engineering Experts
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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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/marcyengineering
Cite this score: Engagemii (2026). "AEO Score for Marcy Engineering – NYC MEP & HVAC Engineering Experts." Retrieved from https://engagemii.com/aeo/brands/marcyengineering
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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