AI Visibility Scorecard
CFS Roofing Services LLC -
cfsroofing.com · Home & Living
At 3.33/10, CFS Roofing Services LLC - is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Domain Trust, News Mentions and Community. That is fixable, and the signals below show where to start.
AI engines read this profile 14 times
Meta AI · Claude · ChatGPT · Apple Intelligence
Top 1% in Home & Living for AI visibility
62
AI Naming Predictability
iRarely named · 62/100
Home & Living average 5
Top 1% of Home & Living
See what's behind this score →3.33
-
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
About CFS Roofing Services LLC -
from our crawl and measurement
CFS Roofing Services LLC -, based in Naples, FL, describes itself simply: "Committed We are committed to integrity and ethics. Fair We offer a fair price and superb value. VIEW PORTFOLIO Service Our work is responsive, reliable, and guaranteed." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.4 out of 10, readable in places, missing in others.
On the page, the fundamentals are in place: structured data on the page (BreadcrumbList, Organization, WebPage), an llms.txt file for AI models, a sitemap.
AI crawlers have read this profile 14 times in our tracking, including Meta AI, ClaudeBot (Anthropic) and GPTBot (ChatGPT).
- Company ·
- CFS Roofing Services LLC -
- Website ·
- cfsroofing.com
- Industry ·
- Home & Living
- Location ·
- Naples, FL
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
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
Strong
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.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 3.33/10, CFS Roofing Services LLC - is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
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.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for CFS Roofing Services LLC -.
Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cfsroofing
Cite this score: Engagemii (2026). "AEO Score for CFS Roofing Services LLC -." Retrieved from https://engagemii.com/aeo/brands/cfsroofing
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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