AI Visibility Scorecard
4droofing.com · Home & Living
At 2.60/10, 4D Roofing & Restoration is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Backlinks, Domain Authority and Reference Presence. That is fixable, and the signals below show where to start.
AI engines read this profile 1 times
Claude
19
AI Naming Predictability
iRarely named · 19/100
Home & Living average 5
Top 7% of Home & Living
See what's behind this score →2.60
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Home & Living average 2. Claim your page and Engagemii is your first.
See what's behind this score →40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
Home & Living average 21
See what's behind this score →0
from our crawl and measurement
4D Roofing & Restoration is a Longwood, FL business whose own site puts it this way: "4D Roofing & Restoration is a licensed Florida roofing contractor serving the Orlando area. Residential and commercial roof replacement, repair, inspection, and insurance claim assistance." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.60 out of 10.
Our crawl found structured data on the page (WebSite, RoofingContractor, HomeAndConstructionBusiness), an llms.txt file for AI models and a sitemap.
AI crawlers have read this profile once in our tracking, including ClaudeBot (Anthropic). By its own structured data it is a roofing business.
Strong · Good · Fair · Weak
Structured Data
Fair
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 2.60/10, 4D Roofing & Restoration is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Why choose 4d roofing For Your Inspection?
We’re building a better roofing company, one project at a time. More complete inspection services, Better training for our employees, the highest quality materials, detailed options for replacement, repair and maintenance, faster turnaround times and more ways to pay. Better inspections. Better materials. Better trained crews. Faster service. Flexible options.
Is this your brand?
The exact fixes for 4D Roofing & Restoration
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ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on November 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/4droofing
Cite this score: Engagemii (2026). "AEO Score for 4D Roofing & Restoration." Retrieved from https://engagemii.com/aeo/brands/4droofing
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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