AI Visibility Index · Cell report
MeasuredAI Visibility Index: Precision Grinding Services in Texas
When a buyer asks an AI assistant for a precision grinding services supplier in Texas, these are the companies that get named. This is what we found when the cell was last measured.
- 95 companies tracked
- Last measured September 30, 2026
- Next measurement October 30, 2026
The headline numbers
Never named by AI
76 of 95
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
- 76 never named
- Cell average
- 0.31of 15
Across all 95 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 Texas
These are the companies AI assistants named most often when Texas buyers went looking for a supplier in this category.
| Rank | Company | Location | AI visibility |
|---|---|---|---|
| 1 | Grindmasters Inc. Texas | Texas | 8 of 15 answers |
| 2 | Baytown Ace Industrial Services LLC. 30 employeesBaytown, Texas | Baytown, Texas | 5 of 15 answers |
| 3 | Houston Centerless Texas | Texas | 4 of 15 answers |
| 4 | Superior Machining & Fabrication, Inc 15 employeesMuenster, Texas | Muenster, Texas | 3 of 15 answers |
| 5 | Watson Grinding & Manufacturing Texas | Texas | 3 of 15 answers |
| 6 | Caldwell Manufacturing 18 employeesLockhart, Texas | Lockhart, Texas | 2 of 15 answers |
| 7 | Commerce Grinding Co 50 employeesDallas, Texas | Dallas, Texas | 2 of 15 answers |
| 8 | Don's Grinding & Lapping Services 25 employeesHouston, Texas 2 name variants
| Houston, Texas | 2 of 15 answers |
| 9 | Heartland Enterprises, Ltd. 31 employeesFredericksburg, Texas | Fredericksburg, Texas | 2 of 15 answers |
| 10 | Diamond Coatings Texas | Texas | 2 of 15 answers |
35 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.
| Company | State | Mentions |
|---|---|---|
| Delta Machine & Tool Co. | Delaware | 3 of 15 |
| M & J Grinding and Machining | Maine | 2 of 15 |
| Absolute E.P.G. Precision Grinding | Ohio | 1 of 15 |
| ATG Incorporated | Michigan | 1 of 15 |
| Precision Grinding, Inc. (PGI Steel) | Illinois | 1 of 15 |
| Schmiede Corporation | Tennessee | 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 precision grinding services companies in Texas”
- 2“Who supplies precision surface grinding for hardened tool steel plates in Texas”
- 3“I need a Texas precision grinding partner for a tight-tolerance hydraulic shaft production run, who should I talk to”
- 4“Top precision grinding services suppliers in Texas for aerospace machining buyers”
- 5“Which Texas precision grinders can hold flatness within 0.0002 inch on large plates”
- 6“List 20 precision grinding services 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.
- absoluteepg.com2 companies
- diamondcoatingsusa.com2 companies
- donsgrinding.com2 companies
- noramark.com2 companies
- thomasnet.comDirectory2 companies
- commercegrinding.com1 company
- grindmastersinc.com1 company
- unitedprecisiongrinding.com1 company
- adrmanufacturing.com1 company
- alloycarbide.com1 company
- atgtoolgrinding.com1 company
- b-rind.com1 company
53 sources were cited across this cell's answers from 50 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 5th of 14 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 17%.
- Wisconsin27%
- Connecticut24%
- New York22%
- Missouri21%
- Texas20%
- California19%
- Massachusetts19%
- Indiana17%
- Pennsylvania16%
- New Jersey15%
- Minnesota14%
- Ohio14%
- Illinois14%
- Michigan13%
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- Every question it was named on
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More published reports in Texas
- Metal Fabrication Services909 tracked
- Contract Machining & Machine Shops515 tracked
- Injection Molded Plastics454 tracked
- Metal Service Centers395 tracked
- Industrial & Process Controls379 tracked
- Industrial Machinery & Equipment Distributors376 tracked
- Metal Cutting Tools333 tracked
- Industrial Fasteners316 tracked
- Industrial Pumps291 tracked
- Electrical Equipment Distributors290 tracked
- Metal Finishing Services288 tracked
- Pipe & Tube Fittings277 tracked