AI Visibility Scorecard
HVAC, Plumbing & Electrical Experts in York, Lancaster & Harrisburg
miselberger.com · Home & Living
Somewhat visible. AI bots can read HVAC, Plumbing & Electrical Experts in York, Lancaster & Harrisburg, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
Meta AI · Claude · Apple Intelligence
#92,233 of 1,375,078 in Home & Living for AI visibility
6
AEO Visibility
iBorderline · 5.9/10
15
Muse Index Score
iAI agent readiness
Basic · 15/100
0
AI Adoption
iNone detected · 0/100
About HVAC, Plumbing & Electrical Experts in York, Lancaster & Harrisburg
from our crawl and measurement
"Trusted HVAC, plumbing, and electrical services in York, Lancaster, and Harrisburg. MiselBerger’s certified technicians provide installations, repairs, and 24 hour emergency support to keep." That is how HVAC, Plumbing & Electrical Experts in York, Lancaster & Harrisburg of Columbia, PA introduces itself. Its AI visibility score is 5.9 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 (HVACBusiness), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including Meta AI.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
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
Good
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
Good
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 5.9/10, HVAC, Plumbing & Electrical Experts in York, Lancaster & Harrisburg has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for HVAC, Plumbing & Electrical Experts in York, Lancaster & Harrisburg
Which AI engines already crawl you
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/miselberger
Cite this score: Engagemii (2026). "AEO Score for HVAC, Plumbing & Electrical Experts in York, Lancaster & Harrisburg." Retrieved from https://engagemii.com/aeo/brands/miselberger
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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