AI Visibility Scorecard
freeventilation.com · Manufacturing & Industrial
At 2.63/10, Moffitt 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 News & Press. That is fixable, and the signals below show where to start.
AI engines read this profile 4 times
Parallel · Claude · Apple Intelligence
Top 25% in Manufacturing & Industrial for AI visibility
19
AI Naming Predictability
iRarely named · 19/100
Manufacturing & Industrial average 14
Top 31% of Manufacturing & Industrial
See what's behind this score →2.63
AEO Visibility
iNear-invisible · 2.63/10
Manufacturing & Industrial average 2.4
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Manufacturing & Industrial average 2. Claim your page and Engagemii is your first.
See what's behind this score →30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
Manufacturing & Industrial average 18
See what's behind this score →0
from our crawl and measurement
"Contact us today for more information on how Moffitt can assist you with your ventilation solutions. You can also pay an invoice." That is how Moffitt of Jacksonville Beach, FL introduces itself. When AI engines look at it, they find little to work with. It scores 2.63 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have read this profile 4 times in our tracking, including ShapBot (Parallel), ClaudeBot (Anthropic) and Applebot (Siri).
Strong · Good · Fair · Weak
Structured Data
Good
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
Good
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 2.63/10, Moffitt is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
What is CFD Modeling?
CFD, or Computational Fluid Dynamics uses numerical analysis to study fluid flows. It is often used for aerodynamic and aerospace analysis, but it can also be used to determine how air moves throughout your building. A CFD model can show where air enters and leaves your facility. Furthermore, it can show where the warm air collects, and the cool air comes in.
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 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/freeventilation
Cite this score: Engagemii (2026). "AEO Score for Moffitt." Retrieved from https://engagemii.com/aeo/brands/freeventilation
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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