AI Visibility Scorecard
TF Built | Commercial Construction & Welding
tfbuilt.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl TF Built | Commercial Construction & Welding, 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 2 times
Claude
#241,181 of 270,237 in Manufacturing & Industrial for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Manufacturing & Industrial average 14
Top 66% of Manufacturing & Industrial
See what's behind this score →4
AEO Visibility
iNear-invisible · 3.5/10
Manufacturing & Industrial average 4.0
See what's behind this score →-
Network Authority
iNot connected yet
Manufacturing & Industrial average 0.0
0 relationships · Manufacturing & Industrial average 2
See what's behind this score →25
Muse Index Score
iAI agent readiness
Basic · 25/100
Manufacturing & Industrial average 18
See what's behind this score →0
About TF Built | Commercial Construction & Welding
from our crawl and measurement
"TF Built LLC is a Metal Fabrication and Commercial Construction Service located in Central Florida. We are an experienced and efficient team servicing new industrial facilities." That is how TF Built introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found structured data on the page (WebSite, LocalBusiness) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- TF Built | Commercial Construction & Welding
- Website ·
- tfbuilt.com
- Industry ·
- Manufacturing & Industrial
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Aug 9, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
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
Weak
No inbound links found yet.
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 read your site and name it in answers. At 3.5/10, TF Built | Commercial Construction & Welding is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for TF Built | Commercial Construction & Welding
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Already have an account? Sign in
How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for TF Built | Commercial Construction & Welding.
Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/tfbuilt
Cite this score: Engagemii (2026). "AEO Score for TF Built | Commercial Construction & Welding." Retrieved from https://engagemii.com/aeo/brands/tfbuilt
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform