AI Visibility Scorecard
Roofing, Roof Construction, New Roofs
mclaughlinroofing.com · Home & Living
Borderline visible. AI bots can crawl Roofing, Roof Construction, New Roofs, 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 4 times
Claude · Apple Intelligence · Meta AI
#862,921 of 1,375,399 in Home & Living for AI visibility
4
AEO Visibility
iBorderline · 4.3/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Roofing, Roof Construction, New Roofs
from our crawl and measurement
Roofing, Roof Construction, New Roofs describes itself simply: "McLaughlin Roofing provides roofing, new roofs and roof construction to Lawrence, Topeka, Kansas City, Baldwin City, Emporia, Junction City and Overland Park, KS as well as the surrounding." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Fair
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 4.3/10, Roofing, Roof Construction, New Roofs is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Roofing, Roof Construction, New Roofs
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
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 August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mclaughlinroofing
Cite this score: Engagemii (2026). "AEO Score for Roofing, Roof Construction, New Roofs." Retrieved from https://engagemii.com/aeo/brands/mclaughlinroofing
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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