AI Visibility Index: Machinery Repair & Rebuilding in Kentucky

When a buyer asks an AI assistant for a machinery repair & rebuilding supplier in Kentucky, these are the companies that get named. This is what we found when the cell was last measured.

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

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The headline numbers

Never named by AI

49 of 65

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.

16 named at least once
49 never named

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Cell average: 0.68of 15
Across all 65 tracked companies.
Top ten average: 5.3of 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 Kentucky

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

Top 10 most AI-visible Machinery Repair & Rebuilding companies in Kentucky, measured September 30, 2026
Rank	Company	Location	AI visibility
1	Atlas Machine & Supply, Inc. 165 employeesLouisville, Kentucky 2 name variants Atlas Machine & Supply, Inc.most common6 Atlas Machine & Supply6	Louisville, Kentucky	12 of 15 answers
2	Paducah Gear & Machine Kentucky 2 name variants Paducah Gear & Machinemost common5 Paducah Gear & Machine Co.4	Kentucky	9 of 15 answers
3	Apache Machine Repair Kentucky	Kentucky	7 of 15 answers
4	KRC Machine Tool Solutions 35 employeesIndependence, Kentucky	Independence, Kentucky	5 of 15 answers
5	Kentucky Machine & Engineering 61 employeesCadiz, Kentucky	Cadiz, Kentucky	4 of 15 answers
6	Kentucky Machine Repair Kentucky	Kentucky	4 of 15 answers
7	AAA Mine Service Inc 7 employeesHazard, Kentucky	Hazard, Kentucky	3 of 15 answers
8	Peden Metal Works Inc 9 employeesGlasgow, Kentucky 2 name variants Peden Metal Works, Inc.most common2 Peden Metal Works1	Glasgow, Kentucky	3 of 15 answers
9	PMI 8 employeesJeffersontown, Kentucky 2 name variants Process Machinery Inc. (PMI)most common2 Process Machinery Inc.1	Jeffersontown, Kentucky	3 of 15 answers
10	Agile Industrial Solutions Kentucky	Kentucky	3 of 15 answers

34 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 Kentucky. They belong to that state's ranking, not this one.

Company	State	Mentions
Industrial Tech Services, Inc.	Ontario	4 of 15
Enprotech Industrial Technologies	Indiana	3 of 15
Ideal Machine & Tool	Missouri	3 of 15
Xtek, Inc.	Ohio	3 of 15
AC Tool and Machine	Wisconsin	1 of 15
Atlas Machine – Lexington, KY	Maryland	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 machinery repair and rebuilding companies in Kentucky”
2“Who supplies emergency industrial gearbox repair services in Kentucky”
3“I need a Kentucky machinery repair and rebuilding partner for a critical production line outage, who should I talk to”
4“Top machinery repair and rebuilding suppliers in Kentucky for plant maintenance buyers”
5“Which Kentucky machinery repair and rebuilding providers can handle on-site CNC machine diagnostics and overhaul”
6“List 20 machinery repair and rebuilding companies in Kentucky 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
10 companies
atlasmachine.com
4 companies
paducahgear.com
3 companies
en.wikipedia.orgDirectory
3 companies
boydcat.com
2 companies
processmachinery.com
2 companies
brandeismachinery.com
2 companies
itslex.com
2 companies
pedenmetalworks.com
2 companies
idealmachineky.com
1 company
aaamineservice.com
1 company
actool.com
1 company

53 sources were cited across this cell's answers from 47 domains. A directory page often stands behind several companies at once; a company's own site usually stands behind one.

Kentucky in context

Kentucky ranks 1st of 20 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%.

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

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