AI Visibility Index · Cell report
MeasuredAI Visibility Index: Machinery Repair & Rebuilding in Florida
When a buyer asks an AI assistant for a machinery repair & rebuilding supplier in Florida, these are the companies that get named. This is what we found when the cell was last measured.
- 93 companies tracked
- Last measured September 30, 2026
- Next measurement October 30, 2026
The headline numbers
Never named by AI
85 of 93
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
- 85 never named
- Cell average
- 0.17of 15
Across all 93 tracked companies.
- Top ten average
- 4.5of 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 | Capital Machine Technologies 40 employeesTampa, Florida 2 name variants
| Tampa, Florida | 7 of 15 answers |
| 2 | Florida Machine Tool Supply and Services Florida | Florida | 6 of 15 answers |
| 3 | Advanced Machine and Equipment Services Florida | Florida | 5 of 15 answers |
| 4 | Milling Technologies Florida | Florida | 5 of 15 answers |
| 5 | MV CNC Services Florida | Florida | 4 of 15 answers |
| 6 | Specialty Gear Drives Florida | Florida | 4 of 15 answers |
| 7 | Triple C Services Florida Florida 2 name variants
| Florida | 4 of 15 answers |
| 8 | Victores Machine Shop Florida | Florida | 4 of 15 answers |
| 9 | Industrial Service Solutions – Medley Motor Repair Florida | Florida | 3 of 15 answers |
| 10 | Industrial Service Solutions – Motor Repair Florida | Florida | 3 of 15 answers |
38 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 |
|---|---|---|
| Express Machine Tool Service | New York | 3 of 15 |
| Midwest Power Products | Manitoba | 3 of 15 |
| Capital Machine | Washington | 1 of 15 |
| Davis Industrial | Ohio | 1 of 15 |
| Florida Machine Tool Services | Illinois | 1 of 15 |
| Industrial Electro Mechanics (IEM) | 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 machinery repair and rebuilding companies in Florida”
- 2“Who supplies emergency industrial gearbox repair services in Florida”
- 3“I need a Florida machinery repair and rebuilding partner for a critical production line outage, who should I talk to”
- 4“Top machinery repair and rebuilding suppliers in Florida for plant maintenance buyers”
- 5“Which Florida machinery repair and rebuilding providers can handle on-site CNC machine diagnostics and overhaul”
- 6“List 20 machinery repair and rebuilding 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.
- issmotorrepair.com5 companies
- mgi-florida.com5 companies
- capitalmachine.com4 companies
- cncdiagnostic.com2 companies
- flmachinetool.com2 companies
- iqmotorbase.com2 companies
- smsindustrialservices.com2 companies
- triplecservicesfl.com2 companies
- advancedmachinefl.com1 company
- hudsonpump.com1 company
- mcpservice.com1 company
- ogunfactoryautomation.com1 company
48 sources were cited across this cell's answers from 44 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 15th of 20 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 11%.
- Kentucky25%
- Virginia24%
- Missouri19%
- Tennessee18%
- Georgia17%
- Louisiana16%
- Washington16%
- Indiana14%
- Ohio13%
- Pennsylvania11%
- South Carolina11%
- New Jersey10%
- Wisconsin9%
- North Carolina9%
- Florida9%
- New York8%
- Illinois7%
- Michigan5%
- Texas5%
- California3%
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
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- 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