AI Visibility Index · Cell report
MeasuredAI Visibility Index: Contract Machining & Machine Shops in Wisconsin
When a buyer asks an AI assistant for a contract machining & machine shops supplier in Wisconsin, these are the companies that get named. This is what we found when the cell was last measured.
- 447 companies tracked
- Last measured September 30, 2026
- Next measurement October 30, 2026
The headline numbers
Never named by AI
422 of 447
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.
- 25 named at least once
- 422 never named
- Cell average
- 0.18of 15
Across all 447 tracked companies.
- Top ten average
- 6.9of 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 | CDM Tool & Manufacturing Co Hartford, Wisconsin | Hartford, Wisconsin | 10 of 15 answers |
| 2 | Pro Products, Inc. 8 employeesSturgeon Bay, Wisconsin | Sturgeon Bay, Wisconsin | 10 of 15 answers |
| 3 | Pindel Global Precision Wisconsin | Wisconsin | 9 of 15 answers |
| 4 | Schumacher Machine LLC Wisconsin 2 name variants
| Wisconsin | 7 of 15 answers |
| 5 | Swift Manufacturing & Engineering, Inc. Wisconsin 2 name variants
| Wisconsin | 7 of 15 answers |
| 6 | Kirsan Engineering Inc 50 employeesPleasant Prairie, Wisconsin 2 name variants
| Pleasant Prairie, Wisconsin | 6 of 15 answers |
| 7 | Mitotec Precision Wisconsin | Wisconsin | 6 of 15 answers |
| 8 | Manitowoc Tool & Machining LLC 11 employeesManitowoc, Wisconsin 2 name variants
| Manitowoc, Wisconsin | 5 of 15 answers |
| 9 | Owens Industries, Inc. 50 employeesOak Creek, Wisconsin 2 name variants
| Oak Creek, Wisconsin | 5 of 15 answers |
| 10 | Mahuta Tool Corp. 19 employeesGermantown, Wisconsin 2 name variants
| Germantown, Wisconsin | 4 of 15 answers |
39 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 |
|---|---|---|
| Trinity Precision Solutions | New Mexico | 4 of 15 |
| Diversified Tooling Innovations (DTI) | Michigan | 2 of 15 |
| Schafer Manufacturing Co. | North Carolina | 2 of 15 |
| Blackhawk Engineering | Iowa | 1 of 15 |
| Chief Manufacturing | Texas | 1 of 15 |
| Takco Manufacturing | Indiana | 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 contract machining and machine shop companies in Wisconsin”
- 2“Who supplies precision CNC milled and turned components on contract in Wisconsin”
- 3“I need a Wisconsin contract machining partner for a 2,000-unit stainless steel medical device run, who should I talk to”
- 4“Top contract machining and machine shop suppliers in Wisconsin for industrial OEM buyers”
- 5“Which Wisconsin contract machining and machine shop providers can handle 5-axis CNC work with tight tolerance requirements”
- 6“List 20 contract machining and machine shop 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.
- regentdieandtool.com4 companies
- sullivancorp.com3 companies
- actoolco.com3 companies
- hypro.com3 companies
- owensind.com2 companies
- mahutatool.com2 companies
- mantool.com2 companies
- swiftmanufacturing.com2 companies
- trinityprecisionsolutions.com2 companies
- kirsan.com2 companies
- schumachermachine.com2 companies
- static1.squarespace.com2 companies
65 sources were cited across this cell's answers from 53 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 28th of 35 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 7%.
- Louisiana20%
- Kentucky18%
- Utah16%
- Kansas16%
- Oklahoma16%
- West Virginia16%
- Arkansas16%
- New Hampshire14%
- Arizona14%
- South Carolina13%
- Virginia13%
- Alabama12%
- Oregon12%
- Iowa12%
- Maryland11%
- Tennessee10%
- Minnesota10%
- Washington9%
- Georgia9%
- Connecticut9%
- Missouri8%
- Massachusetts7%
- New Jersey7%
- North Carolina7%
- Florida7%
- Colorado7%
- Indiana6%
- Wisconsin6%
- New York5%
- Texas5%
- Illinois5%
- Michigan4%
- Ohio4%
- Pennsylvania3%
- California3%
Look up a company
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More published reports in Wisconsin
- Metal Fabrication Services503 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
- Injection Molds & Mold Making139 tracked