AI Visibility Index: Machinery Repair & Rebuilding in Texas

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

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

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The headline numbers

Never named by AI

173 of 182

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
173 never named

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Cell average: 0.09of 15
Across all 182 tracked companies.
Top ten average: 4.4of 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 Texas

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

Top 10 most AI-visible Machinery Repair & Rebuilding companies in Texas, measured September 30, 2026
Rank	Company	Location	AI visibility
1	Gear Force Machine Texas	Texas	8 of 15 answers
2	Dan Parks Machine Services Inc. Texas 2 name variants Dan Parks Machine Services Inc.most common3 Dan Parks Machine Services2	Texas	5 of 15 answers
3	Gates Machine Tool Repair, Inc. Texas 2 name variants Gates Machine Tool Repair, Inc.most common4 Gates Machine Tool Repair1	Texas	5 of 15 answers
4	Anthony Machine 40 employeesSan Antonio, Texas	San Antonio, Texas	4 of 15 answers
5	F & R Machine & Repair Inc 12 employeesDallas, Texas	Dallas, Texas	4 of 15 answers
6	Hillary Machinery Texas	Texas	4 of 15 answers
7	MS² Machinery Texas 2 name variants MS² Machinery, LLCmost common2 MS² Machinery2	Texas	4 of 15 answers
8	Texas Express CNC Texas	Texas	4 of 15 answers
9	Pelican CNC Texas	Texas	3 of 15 answers
10	Precision Machine & Maintenance LLC Texas	Texas	3 of 15 answers

49 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 Texas. They belong to that state's ranking, not this one.

Company	State	Mentions
Kelsey Machine Services	Alabama	3 of 15
Sulzer – Houston Service Center	California	3 of 15
Capital Machine Technologies – Texas Service	Florida	2 of 15
DISCO, Inc.	Georgia	2 of 15
R&H Machine LLC	Idaho	2 of 15
A&E Machine Shop, Inc.	Kentucky	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 Texas”
2“Who supplies emergency industrial gearbox repair services in Texas”
3“I need a Texas machinery repair and rebuilding partner for a critical production line outage, who should I talk to”
4“Top machinery repair and rebuilding suppliers in Texas for plant maintenance buyers”
5“Which Texas machinery repair and rebuilding providers can handle on-site CNC machine diagnostics and overhaul”
6“List 20 machinery repair and rebuilding companies in Texas 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.

fort-worth.gearboxrepair.net
3 companies
gearworld.com
3 companies
danparksmachineservices.com
2 companies
en.wikipedia.orgDirectory
2 companies
hillarymachinery.com
2 companies
ms2machinery.com
2 companies
controlconceptstexas.com
2 companies
gatesmachine.com
2 companies
kmstx.com
2 companies
lemwsa.com
2 companies
mmrservice.com
2 companies
precisiongearrepair.com
2 companies

76 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.

Texas in context

Texas ranks 19th 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%.

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

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