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AI Visibility Scorecard
MSD Heating & Cooling
msdheatingcooling.com · Home & Living
Somewhat visible. AI bots can read MSD Heating & Cooling, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · Apple Intelligence
#166,655 of 1,218,591 in Home & Living for AI visibility
5.5
/10
AEO Score
About MSD Heating & Cooling
from our crawl and measurement
"631-813-6909 - Free estimates. Senior and military discounts of 10%. Licensed and insured company. HVAC services. Water heater services." That is how MSD Heating & Cooling introduces itself. Its AI visibility score is 5.5 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found an llms.txt file for AI models and a sitemap. It is missing structured data describing the business and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
9
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
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
7
Inbound links from other sites.
Domain Trust
3
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 5.5/10, MSD Heating & Cooling has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MSD Heating & Cooling
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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/msdheatingcooling
Cite this score: Engagemii (2026). "AEO Score for MSD Heating & Cooling." Retrieved from https://engagemii.com/aeo/brands/msdheatingcooling
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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