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AI Visibility Scorecard
717 Mechanical LLC
717mech.com · Home & Living
Somewhat visible. AI bots can read 717 Mechanical LLC, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#240,518 of 1,259,319 in Home & Living for AI visibility
5.3
/10
AEO Score
About 717 Mechanical LLC
from our crawl and measurement
HVAC Contractor in Marietta, PA, based in Marietta, PA, describes itself simply: "Expert HVAC services in Pennsylvania. 717 Mechanical LLC provides heating, cooling, and water heater installation, repair, and maintenance for local homeowners." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.3 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (HVACBusiness, Service, Offer), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
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
9
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 5.3/10, 717 Mechanical LLC has a working base to build on - fixable, and the signals above are where to start.
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on September 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/717mech
Cite this score: Engagemii (2026). "AEO Score for 717 Mechanical LLC." Retrieved from https://engagemii.com/aeo/brands/717mech
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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