AI Visibility Index · Cell report

Measured

AI Visibility Index: Metal Fabrication Services in Florida

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

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

The headline numbers

Never named by AI

563 of 582

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.

  • 19 named at least once
  • 563 never named
Not sure whether you are one of them?Check your domain
Cell average
0.07of 15

Across all 582 tracked companies.

Top ten average
4.6of 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 Florida

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

Top 10 most AI-visible Metal Fabrication Services companies in Florida, measured September 30, 2026
RankCompanyAI visibility
1
MJM Manufacturing Inc
60 employeesHialeah, Florida
3 name variants
  • MJM Manufacturingmost common7
  • MJM Manufacturing, Inc.2
  • MJM Manufacturing (MJM Mfg)1

10 of 15 answers

2
Fine Edge Industries
Florida

6 of 15 answers

3
GT Precision Manufacturing
Florida

6 of 15 answers

4
Freedom Fabrication
10 employeesHavana, Florida
2 name variants
  • Freedom Fabricatorsmost common4
  • Freedom Fabricators, Inc.1

5 of 15 answers

5
Chancey Metal Products Inc
55 employeesJacksonville, Florida
3 name variants
  • Exact Fabrication (Chancey Metal Products division)most common2
  • Exact Fabrication (Chancey Metal Products)1
  • Exact Fabrication, Inc.1

4 of 15 answers

6
Earnest Products, Inc
5 employeesSanford, Florida

3 of 15 answers

7
Ally Fab
Florida

3 of 15 answers

8
AO Metalworks
Florida

3 of 15 answers

9
Barrett Custom Design
Florida

3 of 15 answers

10
Day Metal LLC
Florida

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

CompanyStateMentions
AME CorpSouth Carolina2 of 15
American Metal ProductsCalifornia2 of 15
Arc Metal LLCMichigan2 of 15
Arrow Sheet Metal WorksNew York2 of 15
Heavy Metal Co LLCTexas2 of 15
Precision Fabricated ComponentsWashington2 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 Florida”
  2. 2“Who supplies custom fabricated stainless steel frames in Florida”
  3. 3“I need a Florida metal fabrication partner for a 2,000 unit industrial enclosure run, who should I talk to”
  4. 4“Top metal fabrication services suppliers in Florida for OEM manufacturing buyers”
  5. 5“Which Florida metal fabricators can handle laser cutting, forming, and welding of 1 inch plate”
  6. 6“List 20 metal fabrication services companies in Florida 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.

  • mjmmfg.com
    3 companies
  • exactinc.com
    3 companies
  • arcmetal.co
    3 companies
  • freedomfabricators.us
    2 companies
  • acemetalworksmfg.com
    2 companies
  • custommetaldesigns.com
    2 companies
  • precisionfabricated.com
    2 companies
  • tarponstainless.com
    2 companies
  • westernfabricating.com
    2 companies
  • gtprecisionmfg.com
    1 company
  • floridametalfabricators.com
    1 company
  • wg-fab.com
    1 company

66 sources were cited across this cell's answers from 54 domains. A directory page often stands behind several companies at once; a company's own site usually stands behind one.

Florida in context

Florida ranks 36th 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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