AI Visibility Index · Cell report

Measured

AI Visibility Index: Contract Machining & Machine Shops in New York

When a buyer asks an AI assistant for a contract machining & machine shops supplier in New York, these are the companies that get named. This is what we found when the cell was last measured.

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

The headline numbers

Never named by AI

569 of 599

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.

  • 30 named at least once
  • 569 never named
Not sure whether you are one of them?Check your domain
Cell average
0.12of 15

Across all 599 tracked companies.

Top ten average
5.1of 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 New York

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

Top 10 most AI-visible Contract Machining & Machine Shops companies in New York, measured September 30, 2026
RankCompanyAI visibility
1
Global Precision Products
5 employeesRush, New York
2 name variants
  • Global Precision Products, LLCmost common6
  • Global Precision Products5

11 of 15 answers

2
Linda Tool
23 employeesBrooklyn, New York

6 of 15 answers

3
Chautauqua Machine Specialties, LLC
9 employeesAshville, New York

5 of 15 answers

4
Horschel Brothers Precision
New York
3 name variants
  • Horschel Brothers Precisionmost common3
  • Horschel Brothers Precision (HBP)1
  • Horschel Brothers Precision, LLC1

5 of 15 answers

5
TCS Industries Inc.
30 employeesRochester, New York

4 of 15 answers

6
Williams Tool Inc.
40 employeesChadwicks, New York

4 of 15 answers

7
G&C Design and Fabrication (GCDF)
New York
2 name variants
  • G&C Design and Fabrication (GCDF Manufacturing)most common2
  • G&C Design and Fabrication (GCDF)2

4 of 15 answers

8
VVK Inc.
New York

4 of 15 answers

9
Wexmar
New York

4 of 15 answers

10
YMP America
New York

4 of 15 answers

44 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 New York. They belong to that state's ranking, not this one.

CompanyStateMentions
Wexmar ManufacturingTexas4 of 15
Adria Machine & ToolOntario3 of 15
HARBECGeorgia1 of 15
Porter Machine, Inc.Rhode Island1 of 15
Pronto ManufacturingOntario1 of 15
R&D MachineOhio1 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 contract machining and machine shop companies in New York”
  2. 2“Who supplies precision CNC milled and turned components on contract in New York”
  3. 3“I need a New York contract machining partner for a 2,000-unit stainless steel medical device run, who should I talk to”
  4. 4“Top contract machining and machine shop suppliers in New York for industrial OEM buyers”
  5. 5“Which New York contract machining and machine shop providers can handle 5-axis CNC work with tight tolerance requirements”
  6. 6“List 20 contract machining and machine shop companies in New York 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.

  • hbpllc.com
    3 companies
  • globalppi.com
    2 companies
  • wexmar.com
    2 companies
  • gcdfmanufacturing.com
    2 companies
  • gtmachinetool.com
    2 companies
  • industrialsupportinc.com
    2 companies
  • metalfin.com
    2 companies
  • ptoolusa.com
    2 companies
  • ripley-machine.com
    2 companies
  • putnamprecision.com
    1 company
  • tcsindustries.com
    1 company
  • wmstool.com
    1 company

69 sources were cited across this cell's answers from 61 domains. A directory page often stands behind several companies at once; a company's own site usually stands behind one.

New York in context

New York ranks 29th of 35 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 7%.

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