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From NVIDIA Jetson Development Kit to Production: What Robotics Companies Need to Consider Beyond AI Computing

For many robotics companies, the NVIDIA Jetson Development Kit is the first step when building a new product.

It allows engineers to quickly evaluate system concepts, connect peripherals, test software, and verify whether the hardware platform can support their application.

However, after the prototype stage, many teams face a different challenge:

The development kit is not the final product.

A development board is designed for flexibility and evaluation.

A commercial product needs to be designed for:

  • Specific mechanical dimensions
  • Required interfaces
  • Stable power supply
  • Thermal conditions
  • Manufacturing process
  • Long-term availability

This transition from evaluation platform to production hardware is where many engineering teams start facing challenges.

The question changes from:

“Can we make the prototype work?”

to:

“Can we build thousands of units with consistent quality?”


Development Kit Is Only the Beginning

A Jetson Development Kit is an excellent engineering tool.

It helps teams quickly verify:

  • Processor performance
  • Camera connection
  • Sensor integration
  • Software environment
  • Application functionality

During early development, engineers usually focus on functionality.

They may connect:

  • USB cameras
  • External sensors
  • Network devices
  • Additional modules

Everything works on the lab desk.

But when moving into a real product, these temporary solutions often become limitations.

A production device cannot simply place a development kit inside an enclosure.


What Changes When Moving to Production?

1. The hardware needs to fit the product

One of the first challenges is mechanical integration.

A development kit has fixed:

  • Size
  • Connector locations
  • Mounting structure

But the final product may have strict requirements.

For example:

A mobile robot may need all electronics installed inside a compact chassis.

An industrial inspection device may require a specific enclosure.

A customized carrier board allows engineers to redesign the hardware around the actual product.


2. Interfaces need to match the application

Different products require different hardware configurations.

A development kit provides general interfaces.

A production system often needs customized combinations.

Examples:

  • Multiple camera inputs
  • Ethernet ports
  • CAN interface
  • RS232/RS485
  • GPIO control
  • Sensor interfaces
  • Storage expansion

Instead of adding external conversion boards, a custom carrier board can integrate the required functions directly.

This reduces:

  • System complexity
  • Cable connections
  • Assembly difficulty

3. Power design becomes more important

Power is often underestimated during prototype development.

A desktop environment provides stable power.

A production device has different conditions.

Engineers need to consider:

  • Input voltage range
  • Power distribution
  • Protection circuits
  • Power consumption
  • Startup sequence

For industrial products, unstable power design can create reliability problems that are difficult to diagnose.


4. Thermal design cannot be ignored

Higher computing performance also creates thermal challenges.

During prototype testing, engineers may use:

  • Open-air environments
  • Standard heatsinks
  • Development accessories

Production products require:

  • Designed heat dissipation
  • Enclosure consideration
  • Long-term operating stability

Thermal design needs to happen together with mechanical design.


Common Challenges During Custom Board Development

Based on our experience working on embedded hardware projects, several challenges appear frequently.

Challenge 1:

Prototype works, but the design is difficult to manufacture

A prototype may use:

  • Evaluation boards
  • Additional modules
  • Manual wiring

This is acceptable for engineering verification.

However, mass production requires:

  • Optimized PCB design
  • Simplified assembly
  • Stable component sourcing
  • Manufacturing testing

The production design needs to consider the entire lifecycle.


Challenge 2:

Balancing performance and cost

The highest specification is not always the best product design.

Engineers need to balance:

  • Computing requirements
  • Hardware cost
  • Power consumption
  • Manufacturing complexity

The right design depends on the application.


Challenge 3:

From prototype samples to stable production

A few working prototypes do not mean the product is ready.

Before production, companies usually need to complete:

  • Hardware verification
  • Reliability testing
  • Manufacturing validation
  • Quality control process

This stage requires cooperation between engineering and manufacturing teams.


Key Considerations When Designing a Jetson Production Platform

1. Start hardware planning early

Many companies first focus on software development.

However, hardware decisions made later can affect:

  • Product size
  • Cost
  • Schedule
  • Manufacturing

Early hardware planning can reduce redesign cycles.


2. Select the right development partner

A production hardware project involves multiple disciplines:

  • Hardware design
  • PCB layout
  • Embedded software
  • Testing
  • Manufacturing

A partner with both engineering and production experience can help shorten the transition.


3. Think about future product versions

A good hardware platform should consider future needs:

  • Interface expansion
  • Component availability
  • Product upgrades

The first production design often becomes the foundation for future products.


524WiFi Perspective

At 524WiFi and Wallys, we have been involved in embedded communication hardware development since 2005.

Our engineering capabilities include:

  • Hardware design
  • PCB development
  • Embedded system integration
  • Prototype validation
  • Production support
  • OEM/ODM/JDM services

With the increasing adoption of NVIDIA Jetson platforms in industrial applications, we are expanding our hardware development capability to support companies that need customized Jetson-based platforms.

Our focus is not only building a prototype board.

It is helping engineering teams move from:

Concept → Prototype → Production

through practical hardware design and manufacturing experience.


Conclusion

The NVIDIA Jetson Development Kit provides engineers with a fast way to start development.

But successful products require much more than selecting a computing module.

The transition to production requires careful consideration of:

  • Hardware customization
  • Interface design
  • Power management
  • Thermal solution
  • Manufacturing requirements

For robotics and industrial equipment companies, the biggest challenge is often not proving that the technology works.

It is turning a working prototype into a reliable product.

What challenges have you experienced when moving from development boards to production hardware?

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