AI Visibility Index · Cell report
MeasuredAI 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
- 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.
| Rank | Company | Location | AI visibility |
|---|---|---|---|
| 1 | KAM Thermal Equipment Florida | Florida | 8 of 15 answers |
| 2 | Metalcraft Services Of Tampa, LLC. 34 employeesTampa, Florida 2 name variants
| Tampa, Florida | 7 of 15 answers |
| 3 | Monitor Products Incorporated 70 employeesBrooksville, Florida 2 name variants
| Brooksville, Florida | 4 of 15 answers |
| 4 | American Plate Exchanger Florida | Florida | 4 of 15 answers |
| 5 | Diversified Fluid Controls 8 employeesFort Lauderdale, Florida | Fort Lauderdale, Florida | 3 of 15 answers |
| 6 | Florida Industrial Products 35 employeesTampa, Florida 2 name variants
| Tampa, Florida | 3 of 15 answers |
| 7 | Best Process Equipment Florida 2 name variants
| Florida | 3 of 15 answers |
| 8 | Gulf Controls Company Florida 2 name variants
| Florida | 3 of 15 answers |
| 9 | Proton USA Corporation 6 employeesPembroke Pines, Florida | Pembroke Pines, Florida | 2 of 15 answers |
| 10 | API Heat Transfer – Basco Engineered Products Florida | 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.
| Company | State | Mentions |
|---|---|---|
| Apex Engineered Products | Pennsylvania | 5 of 15 |
| Mason Engineering | Washington | 3 of 15 |
| Arc Controls | Alabama | 1 of 15 |
| Integrated Cooling Systems (ICS) | Kansas | 1 of 15 |
| Perry Products Corporation | New Jersey | 1 of 15 |
| Savannah Tank & Equipment | Georgia | 1 of 15 |
One of these yours?
A complete Blue Book listing is one of the sources assistants read in this category. Confirming your details is free.
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“Best heat exchanger companies in Florida”
- 2“Who supplies custom shell-and-tube heat exchangers in Florida”
- 3“I need a Florida heat exchanger partner for a high-pressure chemical processing line, who should I talk to”
- 4“Top heat exchanger suppliers in Florida for process engineering buyers”
- 5“Which Florida heat exchanger manufacturers can handle ASME-coded stainless steel units for corrosive media”
- 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.comDirectory10 companies
- floridaheattransfer.com4 companies
- karprocess.com3 companies
- monitorpro.com3 companies
- metalcraftservices.com2 companies
- bestprocessequipment.com2 companies
- fiponline.com2 companies
- kamthermal.com2 companies
- power-serv.com2 companies
- separationequipment.com2 companies
- americanplateexchanger.com1 company
- apiheattransfer.com1 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%.
- Michigan16%
- Pennsylvania15%
- Illinois13%
- New Jersey13%
- California12%
- New York12%
- Ohio11%
- Texas10%
- Florida9%
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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- Every question it was named on
- Every question it was not
- What moved
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More published reports in Florida
- Metal Fabrication Services582 tracked
- Industrial & Process Controls325 tracked
- Injection Molded Plastics323 tracked
- Contract Machining & Machine Shops307 tracked
- Electrical Equipment Distributors266 tracked
- Plastic Extrusion & Thermoforming260 tracked
- Metal Cutting Tools216 tracked
- Industrial Pumps212 tracked
- Industrial Machinery & Equipment Distributors205 tracked
- Metal Finishing Services203 tracked
- Industrial Wire & Cable200 tracked
- Industrial Fasteners197 tracked