AI Visibility Index: Metal Finishing Services in Tennessee

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

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

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The headline numbers

Never named by AI

77 of 96

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.

19 named at least once
77 never named

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Cell average: 0.47of 15
Across all 96 tracked companies.
Top ten average: 5.1of 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 Metal Finishing Services companies in Tennessee, measured September 30, 2026
Rank	Company	Location	AI visibility
1	Norco Metal Finishing 25 employeesKnoxville, Tennessee 2 name variants Norco Metal Finishing, Inc.most common9 Norco Metal Finishing1	Knoxville, Tennessee	10 of 15 answers
2	Volunteer Metal Finishing 7 employeesVonore, Tennessee 2 name variants Volunteer Metal Finishingmost common9 Volunteer Metal Finishing (VOLFS)1	Vonore, Tennessee	10 of 15 answers
3	Thunderbird Metals Finishing Tennessee	Tennessee	9 of 15 answers
4	Mountain Empire Anodizing & Metal Finishing Tennessee	Tennessee	5 of 15 answers
5	De Waynes Quality Metal Coat 150 employeesLexington, Tennessee 2 name variants DeWayne’s Quality Metal Coatings (DQMC)most common3 DeWayne’s Quality Metal Coatings1	Lexington, Tennessee	4 of 15 answers
6	Precision Metalwork Inc 20 employeesGoodlettsville, Tennessee 2 name variants Precision Metalwork, Inc.most common3 Precision Metalwork, Inc. – Powder Coating1	Goodlettsville, Tennessee	4 of 15 answers
7	Aethon Metal Fabrication Tennessee	Tennessee	3 of 15 answers
8	Fab Metal LLC 40 employeesPowell, Tennessee	Powell, Tennessee	2 of 15 answers
9	Falcon Fabricators Nashville 35 employeesNashville, Tennessee	Nashville, Tennessee	2 of 15 answers
10	Althea Metal Fabrication Tennessee	Tennessee	2 of 15 answers

26 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
Eastern Plating, LLC	Maryland	4 of 15
AST – Murfreesboro Division (Paulo)	California	1 of 15
Component Supply Company	Indiana	1 of 15
Depor Industries – Portland Facility	Michigan	1 of 15
KEPCO, Inc.	Michigan	1 of 15
Kloeckner Metals / American Fabricators – Nashville	Oklahoma	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 metal finishing services companies in Tennessee”
2“Who supplies precision metal finishing for small stainless steel components in Tennessee”
3“I need a Tennessee metal finishing partner for a 10,000 piece medical device housing run, who should I talk to”
4“Top metal finishing services suppliers in Tennessee for industrial OEM buyers”
5“Which Tennessee metal finishing service providers can handle high-volume automated line finishing with tight cosmetic requirements”
6“List 20 metal finishing 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.

thomasnet.comDirectory
12 companies
thunderbird-manufacturing.com
3 companies
precisionmetalwork.com
2 companies
dqmc.net
2 companies
norcometalinc.com
2 companies
volfs.com
2 companies
difco.us.com
2 companies
msptn.com
2 companies
falconnashville.com
1 company
aethonfab.com
1 company
altheametal.com
1 company
americanarmorcoatings.com
1 company

40 sources were cited across this cell's answers from 31 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 3rd of 27 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 11%.

Tennessee (this report)Other measured statesCategory average (11%)

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