AI Visibility Index: Machinery Repair & Rebuilding in New York

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

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

Look up your company Get your monthly report

The headline numbers

Never named by AI

123 of 133

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
123 never named

Not sure whether you are one of them?Check your domain

Cell average: 0.14of 15
Across all 133 tracked companies.
Top ten average: 3.9of 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 York

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

Top 10 most AI-visible Machinery Repair & Rebuilding companies in New York, measured September 30, 2026
Rank	Company	Location	AI visibility
1	ALNA Industrial New York	New York	7 of 15 answers
2	RLA Machine & Tool Sales, Inc. New York 2 name variants RLA Machine & Tool Sales, Inc.most common4 RLA Machine & Tool Sales2	New York	6 of 15 answers
3	Baschmann Services Inc 17 employeesElma, New York	Elma, New York	4 of 15 answers
4	O’Connell Machinery Co., Inc. New York	New York	4 of 15 answers
5	Triangle Machine Repair New York	New York	4 of 15 answers
6	Power-Flo Technologies 78 employeesNew Hyde Park, New York 3 name variants Power-Flo Technologies – Motor & Apparatus Repairmost common1 Power-Flo Technologies – Motor & Pump Repair1 Power-Flo Technologies1	New Hyde Park, New York	3 of 15 answers
7	Ball-Tech CNC Sales & Service New York	New York	3 of 15 answers
8	Melvina Can Machinery New York	New York	3 of 15 answers
9	York Controls (York Scientific) New York	New York	3 of 15 answers
10	Beck Equipment Inc 22 employeesPreble, New York 2 name variants Beck Equipment, Inc.most common1 Beck Equipment1	Preble, New York	2 of 15 answers

35 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 York. They belong to that state's ranking, not this one.

Company	State	Mentions
H&W Machinery Corp.	Pennsylvania	3 of 15
Optimum Service Corp.	Florida	3 of 15
Ball‑Tech CNC	Arizona	2 of 15
Machine Tool Research, Inc.	Texas	2 of 15
Bearing Headquarters – Emergency 24/7	Indiana	1 of 15
Bill’s Machine Service	Missouri	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.

Get your monthly report

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 York”
2“Who supplies emergency industrial gearbox repair services in New York”
3“I need a New York 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 York for plant maintenance buyers”
5“Which New York machinery repair and rebuilding providers can handle on-site CNC machine diagnostics and overhaul”
6“List 20 machinery repair and rebuilding companies in New York 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.

powerflotechnologies.com
3 companies
rlamachine.net
3 companies
ball-tech-cnc.com
2 companies
beckequipment.com
2 companies
mernj.com
2 companies
mtrnet.com
2 companies
optimumservice.com
2 companies
melvinacan.com
1 company
strongholdtruckandequipment.com
1 company
abcomaintenance.com
1 company
acfuria.com
1 company
ajmachinerebuilders.com
1 company

56 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.

New York in context

New York ranks 16th 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 York (this report)Other measured statesCategory average (11%)

Look up a company

Enter a domain or a company name to see whether it is tracked in this cell, and whether the answers named it. This is a lookup against a measurement already taken, so it is instant.

Try baschmann.com or any other domain

The public Index publishes one measurement per cell. A monthly report covers your own company:

Every question it was named on
Every question it was not
What moved

Your own position is only ever shown to you.