AI Visibility Index · Cell report
MeasuredAI Visibility Index: Precision Grinding Services in Wisconsin
When a buyer asks an AI assistant for a precision grinding services supplier in Wisconsin, these are the companies that get named. This is what we found when the cell was last measured.
- 82 companies tracked
- Last measured September 30, 2026
- Next measurement October 30, 2026
The headline numbers
Never named by AI
60 of 82
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.
- 22 named at least once
- 60 never named
- Cell average
- 0.73of 15
Across all 82 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.
| Rank | Company | Location | AI visibility |
|---|---|---|---|
| 1 | Custom Production Grinding Inc 15 employeesMenomonee Falls, Wisconsin 2 name variants
| Menomonee Falls, Wisconsin | 8 of 15 answers |
| 2 | Midwest Grinding 12 employeesMilwaukee, Wisconsin 4 name variants
| Milwaukee, Wisconsin | 8 of 15 answers |
| 3 | Vargo Tool & Die Inc 14 employeesMarinette, Wisconsin | Marinette, Wisconsin | 7 of 15 answers |
| 4 | Columbia Grinding Inc 25 employeesOak Creek, Wisconsin 3 name variants
| Oak Creek, Wisconsin | 5 of 15 answers |
| 5 | Sullivan Precision Plate Wisconsin | Wisconsin | 5 of 15 answers |
| 6 | Wisconsin Metal Parts Inc. Wisconsin | Wisconsin | 5 of 15 answers |
| 7 | Valley Tool Inc 17 employeesAppleton, Wisconsin 2 name variants
| Appleton, Wisconsin | 4 of 15 answers |
| 8 | Mahuta Tool Corp. 19 employeesGermantown, Wisconsin | Germantown, Wisconsin | 3 of 15 answers |
| 9 | Titletown Manufacturing LLC 30 employeesGreen Bay, Wisconsin 2 name variants
| Green Bay, Wisconsin | 3 of 15 answers |
| 10 | Die-Tech Inc 10 employeesGermantown, Wisconsin | Germantown, Wisconsin | 2 of 15 answers |
27 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 |
|---|---|---|
| Chief Manufacturing | Texas | 4 of 15 |
| Blanchardmasters LLC | California | 2 of 15 |
| American Hydraulics, Inc. | Texas | 1 of 15 |
| Automation Engineering Company | South Carolina | 1 of 15 |
| Hydraulic Specialty Manufacturing (HSM) | North Carolina | 1 of 15 |
| Liebovich Steel & Aluminum – Wisconsin | Iowa | 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.
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 precision grinding services companies in Wisconsin”
- 2“Who supplies precision surface grinding for hardened tool steel plates in Wisconsin”
- 3“I need a Wisconsin precision grinding partner for a tight-tolerance hydraulic shaft production run, who should I talk to”
- 4“Top precision grinding services suppliers in Wisconsin for aerospace machining buyers”
- 5“Which Wisconsin precision grinders can hold flatness within 0.0002 inch on large plates”
- 6“List 20 precision grinding services 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.
- midwestgrindinginc.com4 companies
- columbiagrinding.com3 companies
- gentechwi.com3 companies
- globalspec.comDirectory3 companies
- superiorgrind.com2 companies
- titletownmfg.com2 companies
- cpg1.com2 companies
- michaelsmachine.com2 companies
- noble-x.com2 companies
- valleytool.net2 companies
- sullivanplate.com1 company
- owensind.com1 company
46 sources were cited across this cell's answers from 40 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 1st of 14 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 17%.
- Wisconsin27%
- Connecticut24%
- New York22%
- Missouri21%
- Texas20%
- California19%
- Massachusetts19%
- Indiana17%
- Pennsylvania16%
- New Jersey15%
- Minnesota14%
- Ohio14%
- Illinois14%
- Michigan13%
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More published reports in Wisconsin
- Metal Fabrication Services503 tracked
- Contract Machining & Machine Shops447 tracked
- Metal Cutting Tools366 tracked
- Injection Molded Plastics249 tracked
- Industrial & Process Controls195 tracked
- Conveyors & Material Handling Equipment188 tracked
- Welding Services186 tracked
- Jigs, Fixtures & Custom Tooling182 tracked
- Plastic Extrusion & Thermoforming178 tracked
- Metal Stampings177 tracked
- Industrial Machinery & Equipment Distributors169 tracked
- Metal Finishing Services169 tracked