AI Visibility Index: Welding Services in Tennessee

When a buyer asks an AI assistant for a welding services supplier in Tennessee, these are the companies that get named. This is what we found when the cell was last measured.

99 companies tracked
Last measured September 30, 2026
Next measurement October 30, 2026

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The headline numbers

Never named by AI

89 of 99

companies never appeared in a single buying question

They were asked the same 5 buying questions as everyone else in this cell and were not named once.

10 named at least once
89 never named

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Cell average: 0.25of 15
Across all 99 tracked companies.
Top ten average: 4.7of 15
The ten most visible companies in the cell.

A company's score is how many of the 15 measured answers named it.

The top ten in Tennessee

These are the companies AI assistants named most often when Tennessee buyers went looking for a supplier in this category.

Top 10 most AI-visible Welding Services companies in Tennessee, measured September 30, 2026
Rank	Company	Location	AI visibility
1	Tennessee Welding Company Tennessee	Tennessee	8 of 15 answers
2	Frank’s Weld Works LLC Tennessee 2 name variants Frank’s Weld Works LLCmost common4 Frank’s Weld Works2	Tennessee	6 of 15 answers
3	B&B Custom Welding 26 employeesNashville, Tennessee	Nashville, Tennessee	5 of 15 answers
4	Nashville Mobile Welding Co. Tennessee	Tennessee	5 of 15 answers
5	Cherokee Millwright and Mechanical 13 employeesMaryville, Tennessee	Maryville, Tennessee	4 of 15 answers
6	Cumberland Welding & Fabrication Springfield, Tennessee 2 name variants Cumberland Welding & Fabrication (CWF)most common3 Cumberland Welding & Fabrication1	Springfield, Tennessee	4 of 15 answers
7	Chambers Welding & Fabrication Corp. Tennessee 2 name variants Chambers Welding & Fabrication Corp.most common3 Chambers Welding & Fabrication1	Tennessee	4 of 15 answers
8	Fast Johnny’s Welding & Fabrication Tennessee	Tennessee	4 of 15 answers
9	MD Welding & Fabrication Tennessee	Tennessee	4 of 15 answers
10	Industrial Maintenance Company 45 employeesGallatin, Tennessee	Gallatin, Tennessee	3 of 15 answers

41 more companies were named at least once. Companies outside the top ten are counted in the averages but not named here.

Also named, based in another state

AI assistants named these companies too, but MacRAE'S lists them in a different state, not Tennessee. They belong to that state's ranking, not this one.

Company	State	Mentions
Industrial Fabricators, Inc.	Ohio	2 of 15
J&G Steel LLC	New Jersey	2 of 15
Lucas Industrial	Texas	2 of 15
Miller Welding & Fabrication, Inc.	Ohio	2 of 15
Valley Machine	Washington	2 of 15
East Tech Company	Arkansas	1 of 15

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The five questions we asked

Every company in this cell is measured on the same questions, written the way a buyer would type them. That is what makes the ranking a comparison rather than a collection of anecdotes.

1“Best welding service companies in Tennessee”
2“Who supplies structural steel welding services in Tennessee”
3“I need a Tennessee welding services partner for a short-run custom machinery frame build, who should I talk to”
4“Top welding services suppliers in Tennessee for industrial maintenance buyers”
5“Which Tennessee welding service providers can handle certified AWS D1.1 structural welds”
6“List 20 welding services companies in Tennessee with their specialties.”the roster question

Each question is asked more than once, which is why a company's score is out of 15 answers rather than out of the number of questions.

Where AI drew its answers from

These are the sources the answers in this cell leaned on most, ranked by how many of the named companies each one stands behind.

fastjohnnywelds.com
2 companies
franksweldworks.com
2 companies
tnndt.com
2 companies
trevathanbros.com
2 companies
chambersweldingfabrication.com
2 companies
cumberlandweldingfabrication.com
2 companies
jakemarshall.com
2 companies
kloecknermetals.com
2 companies
stonesteel.net
2 companies
travelingtorchwelding.com
2 companies
tennesseeweldingcompany.com
1 company
cherokeemillwright.com
1 company

68 sources were cited across this cell's answers from 56 domains. A directory page often stands behind several companies at once; a company's own site usually stands behind one.

Tennessee in context

Tennessee ranks 13th of 26 measured states in this category. Each bar is the share of that state's tracked companies that AI assistants named at least once; across every measured state in this category the share is 8%.

Tennessee (this report)Other measured statesCategory average (8%)

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