AI Visibility Index · Cell report

Measured

AI Visibility Index: Contract Manufacturing & Assembly in Florida

When a buyer asks an AI assistant for a contract manufacturing & assembly supplier in Florida, these are the companies that get named. This is what we found when the cell was last measured.

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

The headline numbers

Never named by AI

86 of 101

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.

  • 15 named at least once
  • 86 never named
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Cell average
0.51of 15

Across all 101 tracked companies.

Top ten average
6.1of 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 Florida

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

Top 10 most AI-visible Contract Manufacturing & Assembly companies in Florida, measured September 30, 2026
RankCompanyAI visibility
1
Best Global Source
6 employeesApopka, Florida

13 of 15 answers

2
Trinetics Group
15 employeesMelbourne, Florida

8 of 15 answers

3
Jabil
1,344 employeesSt. Petersburg, Florida

7 of 15 answers

4
KCL Manufacturing
Florida

7 of 15 answers

5
Quality Manufacturing Services Inc
70 employeesLake Mary, Florida
2 name variants
  • Quality Manufacturing Services (QMS)most common5
  • QMS – Quality Manufacturing Services1

6 of 15 answers

6
Anuva Manufacturing
Florida

5 of 15 answers

7
Globalink Manufacturing Solutions
5 employeesNaples, Florida

4 of 15 answers

8
AGILE Manufacturing
Florida
2 name variants
  • AGILE Manufacturing, LLCmost common2
  • AGILE Manufacturing2

4 of 15 answers

9
Intercoastal Electronics Manufacturing
Florida

4 of 15 answers

10
EEI Manufacturing Services
20 employeesClearwater, Florida

3 of 15 answers

41 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.

CompanyStateMentions
QueteQPennsylvania12 of 15
4FRONT SolutionsPennsylvania1 of 15
EMS TechnologiesOntario1 of 15
HabCo ManufacturingOregon1 of 15
Mack Technologies (Mack Group – Florida facility)Massachusetts1 of 15
MPL IncorporatedNew York1 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 manufacturing and assembly companies in Florida”
  2. 2“Who supplies turnkey contract manufacturing and assembly for boxed consumer electronics in Florida”
  3. 3“I need a Florida contract manufacturing and assembly partner for a 25,000 unit electromechanical product launch, who should I talk to”
  4. 4“Top contract manufacturing and assembly suppliers in Florida for OEM operations buyers”
  5. 5“Which Florida contract manufacturers and assemblers can handle mixed-model production with final packaging and labeling”
  6. 6“List 20 contract manufacturing and assembly 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.

  • intercoastalmfg.com
    5 companies
  • ictcusa.com
    4 companies
  • thomasnet.comDirectory
    3 companies
  • qmscfl.com
    2 companies
  • en.wikipedia.orgDirectory
    2 companies
  • startonsquare1.com
    2 companies
  • agilemanufacturingfl.com
    2 companies
  • anuva.com
    2 companies
  • kcl-manufacturing.com
    2 companies
  • hallmark.cbmstage.com
    1 company
  • 4frontsolutions.com
    1 company
  • assemblies.com
    1 company

56 sources were cited across this cell's answers from 48 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 13th of 15 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 19%.

Florida (this report)Other measured statesCategory average (19%)

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