AI Visibility Index: Machinery Repair & Rebuilding in Michigan

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

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

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The headline numbers

Never named by AI

175 of 185

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
175 never named

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Cell average: 0.12of 15
Across all 185 tracked companies.
Top ten average: 4.6of 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 Michigan

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

Top 10 most AI-visible Machinery Repair & Rebuilding companies in Michigan, measured September 30, 2026
Rank	Company	Location	AI visibility
1	F P Miller Co 20 employeesJackson, Michigan 3 name variants F.P. Miller Co.most common6 F.P. Miller Company1 FP Miller Company1	Jackson, Michigan	8 of 15 answers
2	Precision Machine Rebuilding & Scraping Michigan	Michigan	8 of 15 answers
3	D&S Machine Repair, Inc. Michigan 2 name variants D&S Machine Repair, Inc.most common4 D&S Machine Repair1	Michigan	5 of 15 answers
4	Merrifield Machinery Solutions Michigan	Michigan	5 of 15 answers
5	Galco Industrial Electronics Michigan	Michigan	4 of 15 answers
6	IronMann Industries Michigan	Michigan	4 of 15 answers
7	VMC Technologies, Inc 19 employeesSterling Heights, Michigan	Sterling Heights, Michigan	3 of 15 answers
8	DDP Manufacturing Services Michigan	Michigan	3 of 15 answers
9	Industrial Gearbox Rebuilders – Detroit, MI Michigan 2 name variants Industrial Gearbox Rebuilders – Detroit, MImost common2 Industrial Gearbox Rebuilders – Detroit1	Michigan	3 of 15 answers
10	MEGATEL CNC USA Michigan	Michigan	3 of 15 answers

43 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 Michigan. They belong to that state's ranking, not this one.

Company	State	Mentions
International Machine Tool & Service Co.	Ontario	5 of 15
J&M Group Industrial Services	Texas	3 of 15
A&C Electric Company	Texas	1 of 15
A&C Electric Motor Service	Iowa	1 of 15
JTEKT Machinery North America – Rebuild Center	Illinois	1 of 15
Mi Gearbox Build & Repair (Motion Industries program)	Illinois	1 of 15

One of these yours?

A complete Blue Book listing is one of the sources assistants read in this category. Confirming your details is free.

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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 Michigan”
2“Who supplies emergency industrial gearbox repair services in Michigan”
3“I need a Michigan machinery repair and rebuilding partner for a critical production line outage, who should I talk to”
4“Top machinery repair and rebuilding suppliers in Michigan for plant maintenance buyers”
5“Which Michigan machinery repair and rebuilding providers can handle on-site CNC machine diagnostics and overhaul”
6“List 20 machinery repair and rebuilding companies in Michigan 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.

fpmiller.com
3 companies
schienkeproductsinc.com
3 companies
carletonequipment.com
2 companies
acelectricmotorservice.com
2 companies
detroit.industrialgearboxrebuilders.com
2 companies
dsmachinerepair.com
2 companies
galco.com
2 companies
imtsind.com
2 companies
industrialgearboxsolutions.com
2 companies
jostmachinery.com
2 companies
jtektmachinery.com
2 companies
thomasnet.comDirectory
2 companies

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

Michigan in context

Michigan ranks 18th 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%.

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

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