Industry

Manufacturing for AI Hardware

Manufacturing for AI hardware — edge computing devices, enclosures with thermal design, carrier boards and small-batch production in China.

AI Hardware

Industry Challenges

  • Thermal management for high-power compute modules
  • Fast product cycles following new chip generations
  • Low initial volumes with demanding quality expectations
  • Supply of compute modules, memory and specialized components
  • Enclosures that look premium without high tooling costs

Typical Products

  • Edge AI boxes and gateways
  • Camera and vision devices
  • Carrier boards for compute modules
  • Machined aluminum enclosures with heat sinks
  • Developer kits and demo units

Prototype → Production

  1. Machined enclosures and PCBA prototypes for validation
  2. Thermal and functional testing of early units
  3. Pilot run with production test procedure
  4. Tooling decisions based on confirmed demand

Quality Control

  • Functional and burn-in tests when specified
  • Thermal interface and assembly checks
  • Cosmetic standards for premium enclosures
  • Firmware/image version verification

Capabilities

Relevant manufacturing capabilities

Case studies

Case studies

Detailed case studies are being prepared.

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