AI Visibility Index · Cell report

Measured

AI Visibility Index: Heat Exchangers in Florida

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

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

The headline numbers

Never named by AI

84 of 92

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.

  • 8 named at least once
  • 84 never named
Not sure whether you are one of them?Check your domain
Cell average
0.24of 15

Across all 92 tracked companies.

Top ten average
3.9of 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 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 Heat Exchangers companies in Florida, measured September 30, 2026
RankCompanyAI visibility
1
KAM Thermal Equipment
Florida

8 of 15 answers

2
Metalcraft Services Of Tampa, LLC.
34 employeesTampa, Florida
2 name variants
  • Metalcraft Services of Tampamost common6
  • Metalcraft Services of Tampa, LLC1

7 of 15 answers

3
Monitor Products Incorporated
70 employeesBrooksville, Florida
2 name variants
  • Monitor Productsmost common3
  • Monitor Products, Inc.1

4 of 15 answers

4
American Plate Exchanger
Florida

4 of 15 answers

5
Diversified Fluid Controls
8 employeesFort Lauderdale, Florida

3 of 15 answers

6
Florida Industrial Products
35 employeesTampa, Florida
2 name variants
  • Florida Industrial Products (FIP)most common2
  • Florida Industrial Products1

3 of 15 answers

7
Best Process Equipment
Florida
2 name variants
  • Best Process Equipmentmost common2
  • Best Process Equipment, Inc.1

3 of 15 answers

8
Gulf Controls Company
Florida
2 name variants
  • Gulf Controls Companymost common2
  • Gulf Controls Company, LLC1

3 of 15 answers

9
Proton USA Corporation
6 employeesPembroke Pines, Florida

2 of 15 answers

10
API Heat Transfer – Basco Engineered Products
Florida

2 of 15 answers

28 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
Apex Engineered ProductsPennsylvania5 of 15
Mason EngineeringWashington3 of 15
Arc ControlsAlabama1 of 15
Integrated Cooling Systems (ICS)Kansas1 of 15
Perry Products CorporationNew Jersey1 of 15
Savannah Tank & EquipmentGeorgia1 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 heat exchanger companies in Florida”
  2. 2“Who supplies custom shell-and-tube heat exchangers in Florida”
  3. 3“I need a Florida heat exchanger partner for a high-pressure chemical processing line, who should I talk to”
  4. 4“Top heat exchanger suppliers in Florida for process engineering buyers”
  5. 5“Which Florida heat exchanger manufacturers can handle ASME-coded stainless steel units for corrosive media”
  6. 6“List 20 heat exchanger 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.

  • thomasnet.comDirectory
    10 companies
  • floridaheattransfer.com
    4 companies
  • karprocess.com
    3 companies
  • monitorpro.com
    3 companies
  • metalcraftservices.com
    2 companies
  • bestprocessequipment.com
    2 companies
  • fiponline.com
    2 companies
  • kamthermal.com
    2 companies
  • power-serv.com
    2 companies
  • separationequipment.com
    2 companies
  • americanplateexchanger.com
    1 company
  • apiheattransfer.com
    1 company

40 sources were cited across this cell's answers from 33 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 9th of 9 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 12%.

Florida (this report)Other measured statesCategory average (12%)

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More published reports in Florida