AI Visibility Index: Machinery Repair & Rebuilding in Wisconsin

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

98 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 98

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.

9 named at least once
89 never named

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Cell average: 0.26of 15
Across all 98 tracked companies.
Top ten average: 4.3of 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 Wisconsin

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

Top 10 most AI-visible Machinery Repair & Rebuilding companies in Wisconsin, measured September 30, 2026
Rank	Company	Location	AI visibility
1	Manske Machinery MMI 10 employeesMilwaukee, Wisconsin 2 name variants Manske Machinery Service, Inc.most common6 Manske Machinery, Inc.1	Milwaukee, Wisconsin	7 of 15 answers
2	Complete Machine Service, LLC Wisconsin	Wisconsin	5 of 15 answers
3	Integral Machine Service Wisconsin	Wisconsin	5 of 15 answers
4	Midwest CNC Services Wisconsin	Wisconsin	5 of 15 answers
5	Busch Precision, Inc. 35 employeesHartford, Wisconsin	Hartford, Wisconsin	4 of 15 answers
6	EMS Industrial, Inc. (formerly Badger Electric Motor) 3 employeesAppleton, Wisconsin	Appleton, Wisconsin	4 of 15 answers
7	Effective Maintenance Solutions Wisconsin	Wisconsin	4 of 15 answers
8	Integral Machine Wisconsin 2 name variants Integral Machinemost common3 Integral Machine, Inc.1	Wisconsin	4 of 15 answers
9	Electro Tech, Inc. 24 employeesMadison, Wisconsin 3 name variants Electro Tech, Inc. (ETI Motors)most common1 Electro Tech, Inc. (ETI)1 Electro Tech, Inc.1	Madison, Wisconsin	3 of 15 answers
10	P.W. Walsh & Co 15 employeesJackson, Wisconsin 2 name variants P.W. Walsh & Co.most common1 PW Walsh & Co.1	Jackson, Wisconsin	2 of 15 answers

27 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 Wisconsin. They belong to that state's ranking, not this one.

Company	State	Mentions
Wisconsin Industrial Machine Service, Inc.	North Carolina	11 of 15
Production Equipment Services, LLC	Louisiana	6 of 15
Accurate Machine Tool Services	Georgia	3 of 15
Machine Tech	New Jersey	3 of 15
Midwest Power Products	Manitoba	2 of 15
Richfield Machine	Texas	2 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 Wisconsin”
2“Who supplies emergency industrial gearbox repair services in Wisconsin”
3“I need a Wisconsin machinery repair and rebuilding partner for a critical production line outage, who should I talk to”
4“Top machinery repair and rebuilding suppliers in Wisconsin for plant maintenance buyers”
5“Which Wisconsin machinery repair and rebuilding providers can handle on-site CNC machine diagnostics and overhaul”
6“List 20 machinery repair and rebuilding companies in Wisconsin 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.

eti-motors.com
4 companies
wims-inc.com
4 companies
integralmachine.net
3 companies
pwwalsh.com
3 companies
manskemachinery.com
2 companies
repair.industrialgearbox.net
2 companies
thomasnet.comDirectory
2 companies
accuratemts.com
1 company
buschprecision.com
1 company
cncservicenrepair.com
1 company
industrialmachineshop.com
1 company
715ems.com
1 company

47 sources were cited across this cell's answers from 40 domains. A directory page often stands behind several companies at once; a company's own site usually stands behind one.

Wisconsin in context

Wisconsin ranks 13th 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%.

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

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