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AI Visibility Scorecard
Roofing Contractor | McLaughlin Roofing Poconos (570) 251
rjmclaughlinroofing.com · Home & Living
Borderline visible. AI bots can crawl Roofing Contractor | McLaughlin Roofing Poconos (570) 251, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 3 times
Meta AI · Claude
#534,098 of 1,272,496 in Home & Living for AI visibility
5
AEO Visibility
iBorderline · 4.7/10
20
Muse Index Score
iAI agent readiness
Basic · 20/100
0
AI Adoption
iNone detected · 0/100
About Roofing Contractor | McLaughlin Roofing Poconos (570) 251
from our crawl and measurement
"McLaughlin Roofing LLC serves homeowners in Philadelphia and the surrounding region with roof installation, repair, replacement, and storm damage services. You're looking for a...." That is how Roofing Contractor of Tafton, Pennsylvania introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.
The site gets some of it right: it has structured data on the page (WebSite, RoofingContractor), an llms.txt file for AI models, a sitemap. What holds it back is what is absent, including a heading structure that lays out what it offers.
AI crawlers have visited the site once in our tracking, so the engines are already looking.
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
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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 4.7/10, Roofing Contractor | McLaughlin Roofing Poconos (570) 251 is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Roofing Contractor | McLaughlin Roofing Poconos (570) 251
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/rjmclaughlinroofing
Cite this score: Engagemii (2026). "AEO Score for Roofing Contractor | McLaughlin Roofing Poconos (570) 251." Retrieved from https://engagemii.com/aeo/brands/rjmclaughlinroofing
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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