AI Visibility Scorecard
Cooney Engineered Solutions
cooneyengineeredsolutions.com · Home & Living
Somewhat visible. AI bots can read Cooney Engineered Solutions, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 12 times
Meta AI · Apple Intelligence · ChatGPT · Claude
#17,650 of 1,374,180 in Home & Living for AI visibility
7
AEO Visibility
iVisible · 6.5/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Cooney Engineered Solutions
from our crawl and measurement
"Engineered Solutions is a HVAC coil manufacturer that brings innovative heat transfer solutions like our Freeze Block steam and fluid coils to the industry." That is how Cooney Engineered Solutions of King of Prussia, PA introduces itself. Its AI visibility score is 6.5 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (Place, HVACBusiness, Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.
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
Strong
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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, Cooney Engineered Solutions has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Why Count on Cooney for Your Custom HVAC Coil Needs?
As a leading manufacturer in the country, we are proud to provide solutions to your most complex HVAC problems. If a solution does not already exist, our master innovators will create one. Our extensive industry knowledge affords us the ability to push industry boundaries and create new ways to make your system perform its best.
Is this your brand?
The exact fixes for Cooney Engineered Solutions
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Cooney Engineered Solutions.
Source & Attribution
Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cooneyengineeredsolutions
Cite this score: Engagemii (2026). "AEO Score for Cooney Engineered Solutions." Retrieved from https://engagemii.com/aeo/brands/cooneyengineeredsolutions
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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