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AI Visibility Scorecard
Mechanical & Plumbing Industry Council
mapic.org · Home & Living
Somewhat visible. AI bots can read Mechanical & Plumbing Industry Council, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Meta AI
#195,934 of 1,209,480 in Home & Living for AI visibility
5.4
/10
AEO Score
About Mechanical & Plumbing Industry Council
from our crawl and measurement
"MAPIC, the Mechanical and Plumbing Industry Council, serves about 91 Mechanical/ Plumbing contractors in Northeast and North Central Ohio." That is how Mechanical & Plumbing Industry Council of Cleveland, OH introduces itself. Its AI visibility score is 5.4 out of 10: the engines can find it, but they do not have much to hold on to.
The site gets some of it right: it has structured data on the page (WebPage, ImageObject, BreadcrumbList), a sitemap, a readable heading structure. What holds it back is what is absent, including an llms.txt file.
Our monitoring has logged one AI crawler visit here: the engines come, the question is what they find.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Trust
1
Established authority for your domain.
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 5.4/10, Mechanical & Plumbing Industry Council has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Mechanical & Plumbing Industry Council
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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/mapic-org
Cite this score: Engagemii (2026). "AEO Score for Mechanical & Plumbing Industry Council." Retrieved from https://engagemii.com/aeo/brands/mapic-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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