AI Visibility Index: Custom & Special Machinery in Wisconsin

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

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

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The headline numbers

Never named by AI

75 of 90

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.

15 named at least once
75 never named

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Cell average: 0.41of 15
Across all 90 tracked companies.
Top ten average: 5of 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 Wisconsin

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

Top 10 most AI-visible Custom & Special Machinery companies in Wisconsin, measured September 30, 2026
Rank	Company	Location	AI visibility
1	Isthmus Engineering & Manufacturing Co-op 48 employeesMadison, Wisconsin 2 name variants Isthmus Engineering & Manufacturingmost common8 Isthmus Engineering1	Madison, Wisconsin	9 of 15 answers
2	C & D Automated Systems 14 employeesAllenton, Wisconsin	Allenton, Wisconsin	6 of 15 answers
3	JTM Engineering & Development Wisconsin	Wisconsin	6 of 15 answers
4	Aladdin Engineering & Manufacturing Wisconsin	Wisconsin	5 of 15 answers
5	Midwest Engineered Systems Wisconsin 2 name variants Midwest Engineered Systems (MWES)most common4 Midwest Engineered Systems1	Wisconsin	5 of 15 answers
6	Wisconsin Custom Machinery Wisconsin 2 name variants Wisconsin Custom Machinerymost common3 Wisconsin Custom Machinery, Inc.2	Wisconsin	5 of 15 answers
7	Jac Manufacturing Inc 7 employeesPalmyra, Wisconsin	Palmyra, Wisconsin	4 of 15 answers
8	DBM Innovation Inc. Wisconsin	Wisconsin	4 of 15 answers
9	Engineering Specialists Inc 12 employeesBrookfield, Wisconsin	Brookfield, Wisconsin	3 of 15 answers
10	Lindquist Machine Corporation 85 employeesGreen Bay, Wisconsin 2 name variants Lindquist Machine Corporationmost common2 Lindquist Machine Corp.1	Green Bay, Wisconsin	3 of 15 answers

37 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 Wisconsin. They belong to that state's ranking, not this one.

Company	State	Mentions
DEVELOP LLC	California	9 of 15
Automation Plus (CSF Inc.)	Kansas	3 of 15
Aagard	Minnesota	1 of 15
Marino’s & Co.	New York	1 of 15
Smart Automation Solutions	Maryland	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 custom and special machinery companies in Wisconsin”
2“Who supplies custom automated assembly machinery in Wisconsin”
3“I need a Wisconsin custom machinery partner for a new high-speed packaging line, who should I talk to”
4“Top custom and special machinery suppliers in Wisconsin for manufacturing engineering buyers”
5“Which Wisconsin custom machinery builders can handle turnkey design, fabrication, and integration of robotic systems”
6“List 20 custom and special machinery companies in Wisconsin 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.

thomasnet.comDirectory
13 companies
csfincorporated.com
3 companies
herdemanmachine.com
3 companies
mwes.com
2 companies
huscoamg.com
2 companies
isthmuseng.com
2 companies
uiawi.com
2 companies
wcmusa.com
2 companies
westsalemtool.com
2 companies
develop-llc.com
1 company
engspec.com
1 company
jacmfg.com
1 company

53 sources were cited across this cell's answers from 42 domains. A directory page often stands behind several companies at once; a company's own site usually stands behind one.

Wisconsin in context

Wisconsin ranks 9th of 10 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 20%.

Wisconsin (this report)Other measured statesCategory average (20%)

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