AI Visibility Index · Cell report

AI Visibility Index: Heat Exchangers in Florida

69 companies tracked · Last measured September 16, 2026

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.

The headline numbers

66 of 69

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.

Not sure whether you are one of them? Check your domain.

Cell average
0.04of 15

Across all 69 tracked companies.

Top ten average
3.3of 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 16, 2026
RankCompanyLocationAI visibility
1Best Process Equipment
4 name variants
  • Best Process Equipment, LLCmost common2
  • Best Process Equipment2
  • Best Process Equipment – Clearwater, FL1
  • Best Process Equipment, Inc.1
Florida6 of 15 answers
2Gulf Controls Company, LLC
2 name variants
  • Gulf Controls Company, LLCmost common5
  • Gulf Controls Company (distributor/packager)1
Florida6 of 15 answers
3American HermeticsFlorida3 of 15 answers
4Arroyo Process Equipment Inc7 employeesJacksonville, Florida3 of 15 answers
5KAM Thermal Equipment
2 name variants
  • KAM Thermal Equipmentmost common2
  • KAM Thermal Equipment (serving Florida)1
Southeast, Florida3 of 15 answers
6Markair, Inc.
2 name variants
  • Markair, Inc.most common2
  • Markair, Inc. – Jacksonville, FL1
Florida3 of 15 answers
7Sen‑Dure, Inc.Florida3 of 15 answers
8Adess Group
2 name variants
  • Adess Group (Adess Engineering Services & Solutions)most common1
  • Adess Group1
Florida2 of 15 answers
9Applied Cooling Technology
2 name variants
  • Applied Cooling Technology (ACT)most common1
  • Applied Cooling Technology1
Florida2 of 15 answers
10Mason Engineering & Construction Co.Florida2 of 15 answers

33 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
Monitor Products, Inc.New Jersey3 of 15
API Heat TransferNew York2 of 15
Entegris, Inc.Minnesota2 of 15
Roben Manufacturing, Inc.New Jersey2 of 15
Brownlee-Morrow CompanyAlabama1 of 15
Cummins-Wagner Co. (Florida locations)Pennsylvania1 of 15

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What moved since the last measurement

This is the first measurement of this cell, so there is nothing to compare it with yet. The next measurement will show what moved.

Stability is normal. AI answers in industrial categories change slowly, and a cell can go several measurements with no change in the top ten.

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. 1Best heat exchanger companies in Florida
  2. 2Who supplies custom shell-and-tube heat exchangers in Florida
  3. 3I need a Florida heat exchanger partner for a high-pressure chemical processing line, who should I talk to
  4. 4Top heat exchanger suppliers in Florida for process engineering buyers
  5. 5Which Florida heat exchanger manufacturers can handle ASME-coded stainless steel units for corrosive media
  6. 6List 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.comDirectory26 companies
  • floridaheattransfer.com3 companies
  • apiheattransfer.com3 companies
  • kamthermal.com3 companies
  • bestprocessequipment.com3 companies
  • robenmfg.com3 companies
  • metalcraftservices.com2 companies
  • separationequipment.com2 companies
  • adessgroup.com2 companies
  • delta-tee.com2 companies
  • masonengineering.com2 companies
  • calorplastusa.com1 company

44 sources were cited across this cell's answers from 34 domains. A directory page often stands behind several companies at once; a company's own site usually stands behind one.

Florida in context

Florida is the only state measured in this category so far, so there is nothing to compare it with yet.

Look up a company

Enter a domain or a company name to see whether it is tracked in this cell, and whether the answers named it. This is a lookup against a measurement already taken, so it is instant.

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