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AI Visibility Scorecard
Thompson Fabricating, LLC
tfco.com · Manufacturing & Industrial
Somewhat visible. AI bots can read Thompson Fabricating, LLC, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Apple Intelligence · Claude
#51,029 of 241,831 in Manufacturing & Industrial for AI visibility
5.4
/10
AEO Score
About Thompson Fabricating, LLC
from our crawl and measurement
"Thompson Fabricating is a manufacturer of engineered aluminum, stainless, and steel fabricated products used in water and wastewater treatment plants." That is how Thompson Fabricating, LLC of Wheatland, PA introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Place, Organization, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited 3 times in our tracking, including Applebot (Siri) and ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
7
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 5.4/10, Thompson Fabricating, LLC has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Thompson Fabricating, LLC
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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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/tfco
Cite this score: Engagemii (2026). "AEO Score for Thompson Fabricating, LLC." Retrieved from https://engagemii.com/aeo/brands/tfco
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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