AI Visibility Index: Machinery Repair & Rebuilding in Ohio

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

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

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The headline numbers

Never named by AI

183 of 210

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.

27 named at least once
183 never named

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Cell average: 0.27of 15
Across all 210 tracked companies.
Top ten average: 4of 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 Ohio

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

Top 10 most AI-visible Machinery Repair & Rebuilding companies in Ohio, measured September 30, 2026
Rank	Company	Location	AI visibility
1	Master Machine Rebuilders Inc 8 employeesNew Bremen, Ohio 2 name variants Master Machine Rebuilders, Inc.most common5 Master Machine Rebuilders4	New Bremen, Ohio	9 of 15 answers
2	Advance CNC Machining 44 employeesGrove City, Ohio	Grove City, Ohio	5 of 15 answers
3	Pyramid Rebuild & Machine LLC 10 employeesTallmadge, Ohio	Tallmadge, Ohio	5 of 15 answers
4	HORSBURGH & SCOTT 325 employeesCleveland, Ohio	Cleveland, Ohio	4 of 15 answers
5	Atlas Machine & Supply Inc 25 employeesCincinnati, Ohio	Cincinnati, Ohio	3 of 15 answers
6	City Machine Technologies Inc 40 employeesYoungstown, Ohio	Youngstown, Ohio	3 of 15 answers
7	Cleveland Gear Co Inc Cleveland, Ohio	Cleveland, Ohio	3 of 15 answers
8	Brainard Steel Machinery Ohio	Ohio	3 of 15 answers
9	Weezer’s Rotary Repair LLC Ohio 2 name variants Weezer’s Rotary Repair LLCmost common2 Weezer’s Rotary Repair1	Ohio	3 of 15 answers
10	Columbus Equipment Company 90 employeesColumbus, Ohio	Columbus, Ohio	2 of 15 answers

55 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 Ohio. They belong to that state's ranking, not this one.

Company	State	Mentions
Locher, Inc.	Utah	4 of 15
ACT Industrial Repair	Virginia	2 of 15
Ohio Industrial Maintenance Solutions (OIMS)	Tennessee	2 of 15
BAMCOR	New Jersey	1 of 15
Diamond Machinery	Tennessee	1 of 15
Machine Tool Rebuilders, Inc.	Florida	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 Ohio”
2“Who supplies emergency industrial gearbox repair services in Ohio”
3“I need a Ohio machinery repair and rebuilding partner for a critical production line outage, who should I talk to”
4“Top machinery repair and rebuilding suppliers in Ohio for plant maintenance buyers”
5“Which Ohio machinery repair and rebuilding providers can handle on-site CNC machine diagnostics and overhaul”
6“List 20 machinery repair and rebuilding companies in Ohio 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.

ohiocat.com
4 companies
thomasnet.comDirectory
4 companies
dulingmachine.com
3 companies
iqsdirectory.comDirectory
3 companies
geartec.com
2 companies
rotaryrepair.com
2 companies
act-repair.com
2 companies
daytongear.com
2 companies
jefcomsi.com
2 companies
mastermachinerebuilders.com
2 companies
ohioims.com
2 companies
horsburgh-scott.com
1 company

69 sources were cited across this cell's answers from 64 domains. A directory page often stands behind several companies at once; a company's own site usually stands behind one.

Ohio in context

Ohio ranks 9th 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%.

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

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