AI Visibility Index: Machinery Repair & Rebuilding in Washington

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

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

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The headline numbers

Never named by AI

49 of 58

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
49 never named

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Cell average: 0.4of 15
Across all 58 tracked companies.
Top ten average: 4.7of 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 Washington

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

Top 10 most AI-visible Machinery Repair & Rebuilding companies in Washington, measured September 30, 2026
Rank	Company	Location	AI visibility
1	Western Machine Works 15 employeesTacoma, Washington 2 name variants Western Machine Worksmost common8 Western Machine Works LLC2	Tacoma, Washington	9 of 15 answers
2	L & L Machinery Co., Inc. Washington 2 name variants L & L Machinery Co., Inc.most common7 L and L Machinery Co.1	Washington	8 of 15 answers
3	Frog Hollow Corp Washington	Washington	6 of 15 answers
4	Granich Engineered Products / Beckwith & Kuffel Washington	Washington	5 of 15 answers
5	Ballard Industrial – Authorized Service Center Washington	Washington	4 of 15 answers
6	H & N Electric Motors, Power Systems by Timken 33 employeesPasco, Washington	Pasco, Washington	3 of 15 answers
7	N C Machinery 72 employeesChehalis, Washington	Chehalis, Washington	3 of 15 answers
8	Belzona Technology Northwest Washington	Washington	3 of 15 answers
9	Next Gen Machine Tool Washington	Washington	3 of 15 answers
10	Northwest Gear Repair, Inc. Washington 2 name variants Northwest Gear Repair, Inc.most common2 Northwest Gear Repair1	Washington	3 of 15 answers

33 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 Washington. They belong to that state's ranking, not this one.

Company	State	Mentions
Machinery Northwest	Mississippi	2 of 15
Premier Gear & Machine Works	Oregon	2 of 15
C & M Precision Spindle	New Hampshire	1 of 15
Fahey Machinery Co., Inc.	Oregon	1 of 15
FANUC America – Seattle Regional Office	New Jersey	1 of 15
FANUC America – Washington / Seattle Regional Office	North Carolina	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 Washington”
2“Who supplies emergency industrial gearbox repair services in Washington”
3“I need a Washington machinery repair and rebuilding partner for a critical production line outage, who should I talk to”
4“Top machinery repair and rebuilding suppliers in Washington for plant maintenance buyers”
5“Which Washington machinery repair and rebuilding providers can handle on-site CNC machine diagnostics and overhaul”
6“List 20 machinery repair and rebuilding companies in Washington 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.

theservicegroup.us
3 companies
fanucamerica.com
3 companies
nextgenmachinetool.com
3 companies
northwestgearrepair.com
2 companies
faheyinc.com
2 companies
granich.com
2 companies
krcmachinetoolsolutions.com
2 companies
landlmachinery.com
2 companies
machinery-northwest.com
2 companies
mrdinc.com
2 companies
thomasnet.comDirectory
2 companies
westernmachineworks.com
2 companies

49 sources were cited across this cell's answers from 46 domains. A directory page often stands behind several companies at once; a company's own site usually stands behind one.

Washington in context

Washington ranks 7th 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%.

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

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