AI Visibility Index · Cell report

Measured

AI Visibility Index: Metal Fabrication Services in Minnesota

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

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

The headline numbers

Never named by AI

327 of 354

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.

  • 27 named at least once
  • 327 never named
Not sure whether you are one of them?Check your domain
Cell average
0.18of 15

Across all 354 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 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 Metal Fabrication Services companies in Minnesota, measured September 30, 2026
RankCompanyAI visibility
1
Dalsin Industries
Minnesota

7 of 15 answers

2
ELO Engineering
Minnesota

7 of 15 answers

3
AWI Manufacturing Inc
30 employeesWinsted, Minnesota

6 of 15 answers

4
ICA Corporation
65 employeesMaple Grove, Minnesota

6 of 15 answers

5
Northern Metal Products
100 employeesSt Cloud, Minnesota

6 of 15 answers

6
Specialty Engineering Inc
25 employeesMaplewood, Minnesota
2 name variants
  • Specialty Engineering, Inc.most common5
  • Specialty Engineering1

6 of 15 answers

7
Albany Manufacturing Inc
7 employeesAlbany, Minnesota

3 of 15 answers

8
Assurance Manufacturing, Inc.
130 employeesMinneapolis, Minnesota
2 name variants
  • Assurance Manufacturingmost common2
  • Assurance Manufacturing, Inc.1

3 of 15 answers

9
Atlas Manufacturing
70 employeesMinneapolis, Minnesota

3 of 15 answers

10
Hub Manufacturing
35 employeesMinneapolis, Minnesota

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

CompanyStateMentions
Metal Trade SolutionsMichigan3 of 15
Universal Stainless, Inc.Pennsylvania3 of 15
Ajax Metal Forming SolutionsOklahoma1 of 15
Enclosure IndustriesWisconsin1 of 15
Harty ManufacturingMississippi1 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 metal fabrication companies in Minnesota”
  2. 2“Who supplies custom fabricated stainless steel frames in Minnesota”
  3. 3“I need a Minnesota metal fabrication partner for a 2,000 unit industrial enclosure run, who should I talk to”
  4. 4“Top metal fabrication services suppliers in Minnesota for OEM manufacturing buyers”
  5. 5“Which Minnesota metal fabricators can handle laser cutting, forming, and welding of 1 inch plate”
  6. 6“List 20 metal fabrication services 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
  • actionfabricating.com
    3 companies
  • albanymfginc.com
    2 companies
  • assurancemfg.com
    2 companies
  • broadwaywelding.com
    2 companies
  • donnerlaser.com
    2 companies
  • metaltradesolutions.com
    2 companies
  • specialtyeng.com
    2 companies
  • awimfg.com
    1 company
  • northernmetalproducts.com
    1 company
  • dalsinind.com
    1 company
  • elo1.com
    1 company

58 sources were cited across this cell's answers from 50 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 23rd of 41 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 6%.

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More published reports in Minnesota