AI Visibility Index: Machinery Repair & Rebuilding in New Jersey

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

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

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The headline numbers

Never named by AI

73 of 81

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.

8 named at least once
73 never named

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Cell average: 0.23of 15
Across all 81 tracked companies.
Top ten average: 3.8of 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 New Jersey

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

Top 10 most AI-visible Machinery Repair & Rebuilding companies in New Jersey, measured September 30, 2026
Rank	Company	Location	AI visibility
1	Reuther Engineering & Machine 18 employeesNewark, New Jersey 3 name variants Reuther Engineering & Machine Companymost common3 Reuther Engineering & Machine Co.2 Reuther Engineering2	Newark, New Jersey	7 of 15 answers
2	Eternal Gear Rebuilders New Jersey	New Jersey	7 of 15 answers
3	American Machine Tool Repair 9 employeesRandolph, New Jersey	Randolph, New Jersey	5 of 15 answers
4	Longo New Jersey	New Jersey	4 of 15 answers
5	Electromechanex New Jersey	New Jersey	3 of 15 answers
6	Excel Hydraulics New Jersey	New Jersey	3 of 15 answers
7	Skylar Manufacturing New Jersey	New Jersey	3 of 15 answers
8	Micheller and Son Hydraulics 10 employeesRoselle, New Jersey 2 name variants Micheller & Son Hydraulics, Inc.most common1 Micheller & Son Hydraulics1	Roselle, New Jersey	2 of 15 answers
9	Pro Fox Equipment Rebuilders New Jersey	New Jersey	2 of 15 answers
10	Pro Fox Equipment Rebuilders / Northeast Hydraulic New Jersey	New Jersey	2 of 15 answers

32 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 New Jersey. They belong to that state's ranking, not this one.

Company	State	Mentions
Marshall Industrial Technologies	Pennsylvania	4 of 15
Machinery & Equipment Rebuilder’s, Inc.	New York	3 of 15
Machinery Equipment Rebuilder’s, Inc.	New York	3 of 15
Eastern Equipment Services	North Carolina	2 of 15
Eastern Machinery Co.	Pennsylvania	2 of 15
Machinery & Equipment Rebuilders, Inc.	New York	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 New Jersey”
2“Who supplies emergency industrial gearbox repair services in New Jersey”
3“I need a New Jersey machinery repair and rebuilding partner for a critical production line outage, who should I talk to”
4“Top machinery repair and rebuilding suppliers in New Jersey for plant maintenance buyers”
5“Which New Jersey machinery repair and rebuilding providers can handle on-site CNC machine diagnostics and overhaul”
6“List 20 machinery repair and rebuilding companies in New Jersey 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.

mernj.com
6 companies
thomasnet.comDirectory
4 companies
reutherengineering.com
3 companies
eternalgearrebuilders.com
2 companies
elongo.com
2 companies
michellerandsonhydraulics.com
2 companies
phasexlaser.com
2 companies
profoxmachine.com
2 companies
smithservices.com
2 companies
excelhydraulics.com
1 company
marshallindtech.com
1 company
allendalemachinery.com
1 company

55 sources were cited across this cell's answers from 50 domains. A directory page often stands behind several companies at once; a company's own site usually stands behind one.

New Jersey in context

New Jersey ranks 12th 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%.

New Jersey (this report)Other measured statesCategory average (11%)

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