AI Visibility Index · Cell report

Measured

AI Visibility Index: Machinery Repair & Rebuilding in Louisiana

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

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

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The headline numbers

Never named by AI

52 of 62

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
52 never named

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Cell average: 0.26of 15
Across all 62 tracked companies.
Top ten average: 4.8of 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 Louisiana

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

Top 10 most AI-visible Machinery Repair & Rebuilding companies in Louisiana, measured September 30, 2026
Rank	Company	Location	AI visibility
1	Partco Louisiana 2 name variants Partcomost common8 Partco, LLC3	Louisiana	11 of 15 answers
2	GRAVCO Louisiana	Louisiana	6 of 15 answers
3	Portable Machine Services Louisiana	Louisiana	6 of 15 answers
4	Arrow Equipment & Repair Louisiana	Louisiana	5 of 15 answers
5	Axiom Machine Fab and Repair Louisiana 2 name variants Axiom Machine Fab and Repairmost common3 Axiom Machine Fab and Repair LLC2	Louisiana	5 of 15 answers
6	C & C Machine Shop 7 employeesHarvey, Louisiana	Harvey, Louisiana	4 of 15 answers
7	CTME CNC Machine Repair Louisiana	Louisiana	3 of 15 answers
8	Pelican CNC Louisiana	Louisiana	3 of 15 answers
9	Pelstar Mechanical Services Louisiana	Louisiana	3 of 15 answers
10	AGI Industries 45 employeesLafayette, Louisiana 2 name variants AGI Industries – Service & Repairmost common1 AGI Industries1	Lafayette, Louisiana	2 of 15 answers

34 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 Louisiana. They belong to that state's ranking, not this one.

Company	State	Mentions
C&C Machine	Minnesota	4 of 15
Allied Sales & Service (OTC Industrial Technologies)	North Carolina	2 of 15
ABL Technology, LLC	Florida	1 of 15
Axis Machine Works	Alabama	1 of 15
Bearing Headquarters	Indiana	1 of 15

Named, but placed in another state

The AI answers themselves put these companies in a different state, so they were not counted for Louisiana. Whether MacRAE'S lists them elsewhere is not yet known.

Company	State	Mentions
South Texas Machinery Group (STMG)	Texas	3 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 Louisiana”
2“Who supplies emergency industrial gearbox repair services in Louisiana”
3“I need a Louisiana machinery repair and rebuilding partner for a critical production line outage, who should I talk to”
4“Top machinery repair and rebuilding suppliers in Louisiana for plant maintenance buyers”
5“Which Louisiana machinery repair and rebuilding providers can handle on-site CNC machine diagnostics and overhaul”
6“List 20 machinery repair and rebuilding companies in Louisiana 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.

ctmemachinerepair.com
3 companies
fraziermachinela.com
3 companies
ccmachineshop.com
2 companies
brmachineworks.com
2 companies
horsburgh-scott.com
2 companies
partcollc.com
2 companies
aasbrla.com
2 companies
agiindustries.com
2 companies
axiommfr.com
2 companies
thomasnet.comDirectory
2 companies
gravco.com
1 company
portablemachineservices.com
1 company

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

Louisiana in context

Louisiana ranks 6th 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%.

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

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