AI Visibility Index · Cell report

Measured

AI Visibility Index: Contract Manufacturing & Assembly in Minnesota

When a buyer asks an AI assistant for a contract manufacturing & assembly supplier in Minnesota, these are the companies that get named. This is what we found when the cell was last measured.

  • 85 companies tracked
  • Last measured September 30, 2026
  • Next measurement October 30, 2026

The headline numbers

Never named by AI

54 of 85

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.

  • 31 named at least once
  • 54 never named
Not sure whether you are one of them?Check your domain
Cell average
1.14of 15

Across all 85 tracked companies.

Top ten average
7of 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 Minnesota

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

Top 10 most AI-visible Contract Manufacturing & Assembly companies in Minnesota, measured September 30, 2026
RankCompanyAI visibility
1
Auscon Incorporated
12 employeesAustin, Minnesota

14 of 15 answers

2
Versa Electronics, Inc.
42 employeesNew Hope, Minnesota

12 of 15 answers

3
MME Group, Inc.
56 employeesVadnais Heights, Minnesota
2 name variants
  • MME Group Inc.most common4
  • MME Group4

8 of 15 answers

4
Mar Tek Electronics, Inc.
30 employeesOnamia, Minnesota
2 name variants
  • Mar Tek Electronicsmost common4
  • Mar Tek Electronics, Inc.3

7 of 15 answers

5
Lakewood Products Inc
8 employeesMedina, Minnesota
2 name variants
  • Lakewood Productsmost common5
  • Lakewood Products (MDL Solutions)1

6 of 15 answers

6
MDI
100 employeesGrand Rapids, Minnesota
2 name variants
  • MDImost common4
  • MDI (Minnesota Diversified Industries)2

6 of 15 answers

7
RiverSide Integrated Solutions, Inc.
47 employeesWinona, Minnesota
2 name variants
  • RiverSide Integrated Solutions (RIS)most common5
  • RiverSide Integrated Solutions1

6 of 15 answers

8
VeraTech Corporation
18 employeesCoon Rapids, Minnesota

5 of 15 answers

9
Contract Production Services
30 employeesSt Paul, Minnesota

3 of 15 answers

10
Hub Manufacturing
35 employeesMinneapolis, Minnesota
2 name variants
  • Hub Manufacturingmost common2
  • Hub Manufacturing & Metal Fabrication1

3 of 15 answers

38 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 Minnesota. They belong to that state's ranking, not this one.

CompanyStateMentions
Marshall ManufacturingVirginia3 of 15
B&B Manufacturing and AssemblyMaryland2 of 15
AMS – Advanced Manufacturing ServiceOklahoma1 of 15
Celestica – Maple GrovePennsylvania1 of 15
MautronicsWashington1 of 15
MPL IncorporatedNew York1 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. 1“Best contract manufacturing and assembly companies in Minnesota”
  2. 2“Who supplies turnkey contract manufacturing and assembly for boxed consumer electronics in Minnesota”
  3. 3“I need a Minnesota contract manufacturing and assembly partner for a 25,000 unit electromechanical product launch, who should I talk to”
  4. 4“Top contract manufacturing and assembly suppliers in Minnesota for OEM operations buyers”
  5. 5“Which Minnesota contract manufacturers and assemblers can handle mixed-model production with final packaging and labeling”
  6. 6“List 20 contract manufacturing and assembly companies in Minnesota 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
    4 companies
  • mdi.org
    2 companies
  • mmegroupinc.com
    2 companies
  • en.wikipedia.orgDirectory
    2 companies
  • smartfabsolutions.com
    2 companies
  • actionplastics.com
    2 companies
  • celestica.com
    2 companies
  • hubmfg.com
    2 companies
  • iqsdirectory.comDirectory
    2 companies
  • lakewoodproductsinc.com
    2 companies
  • marshallmfg.com
    2 companies
  • martekmn.com
    2 companies

60 sources were cited across this cell's answers from 52 domains. A directory page often stands behind several companies at once; a company's own site usually stands behind one.

Minnesota in context

Minnesota ranks 1st of 15 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 19%.

Minnesota (this report)Other measured statesCategory average (19%)

Look up a company

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  • Every question it was not
  • What moved

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More published reports in Minnesota