AI Visibility Index · Cell report

Measured

AI Visibility Index: Heat Exchangers in Texas

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

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

The headline numbers

Never named by AI

87 of 97

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.

  • 10 named at least once
  • 87 never named
Not sure whether you are one of them?Check your domain
Cell average
0.37of 15

Across all 97 tracked companies.

Top ten average
4.8of 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 Texas

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

Top 10 most AI-visible Heat Exchangers companies in Texas, measured September 30, 2026
RankCompanyAI visibility
1
Ohmstede
106 employeesLa Porte, Texas

8 of 15 answers

2
Delta Tee International Inc
26 employeesArlington, Texas
2 name variants
  • Delta Tee International, Inc.most common3
  • Delta Tee International3

6 of 15 answers

3
Ohmstede Industrial Services
80 employeesBeaumont, Texas

6 of 15 answers

4
Apache Refinery Services
Texas

5 of 15 answers

5
Intercol USA
Texas

5 of 15 answers

6
C & S Metal Fabricating
16 employeesHouston, Texas

4 of 15 answers

7
Isotherm, Inc.
10 employeesArlington, Texas

4 of 15 answers

8
Roughneck Resources
Texas

4 of 15 answers

9
Cust-O-Fab
Texas

3 of 15 answers

10
SME Process Solution, LLC
Texas
2 name variants
  • SME Process Solution, LLCmost common2
  • SME Process Solution1

3 of 15 answers

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

CompanyStateMentions
Brask Inc.Louisiana9 of 15
Krueger Engineering & ManufacturingCalifornia8 of 15
Plant Process Equipment (PPE)Ontario2 of 15
SPS (Southwest Process Systems)Maryland2 of 15
CHEMTED LLCOhio1 of 15
Custom Coils, Inc.California1 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 Texas”
  2. 2“Who supplies custom shell-and-tube heat exchangers in Texas”
  3. 3“I need a Texas heat exchanger partner for a high-pressure chemical processing line, who should I talk to”
  4. 4“Top heat exchanger suppliers in Texas for process engineering buyers”
  5. 5“Which Texas heat exchanger manufacturers can handle ASME-coded stainless steel units for corrosive media”
  6. 6“List 20 heat exchanger companies in Texas 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.

  • spshouston.com
    5 companies
  • kruegertx.com
    3 companies
  • delta-tee.com
    3 companies
  • iqsdirectory.comDirectory
    3 companies
  • thomasnet.comDirectory
    3 companies
  • en.wikipedia.orgDirectory
    2 companies
  • kamthermal.com
    2 companies
  • lonestarphe.com
    2 companies
  • plant-process.com
    2 companies
  • sme-llc.com
    2 companies
  • tanksandcovers.com
    2 companies
  • thermodm.com
    2 companies

44 sources were cited across this cell's answers from 39 domains. A directory page often stands behind several companies at once; a company's own site usually stands behind one.

Texas in context

Texas ranks 8th 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%.

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

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