Embedded AI & PCB Design

Edge & Hardware

Intelligence at the machine — not only in the cloud

We design embedded AI systems and PCBs for industrial lines, IoT devices and on-device inference where latency, reliability and privacy matter.

  • Custom PCB design for sensors and edge compute
  • On-device models for inspection and control
  • Industrial integration with PLCs and gateways
  • From prototype to production-ready hardware
Embedded AI & PCB Design
The problem

Cloud-only AI is too slow for the line

Sending every frame or sensor sample to the cloud adds latency, bandwidth cost and downtime risk. Factories need decisions at the edge.

Before

  • High latency to cloud
  • Bandwidth bottlenecks
  • Offline line stops AI
  • Generic boards that do not fit

With Vionix Labs

  • Local inference in milliseconds
  • Less data leaving the plant
  • Works with intermittent connectivity
  • Hardware tailored to your sensors
How it works

How it works

01

Requirements & architecture

Sensors, duty cycle, environment and model targets.

02

PCB & firmware prototype

Schematic, layout, bring-up and first inference tests.

03

Pilot on the line

Validate accuracy, then prepare for production volumes.

What you get

What you get

  • Hardware architecture and PCB design
  • Embedded model deployment support
  • Integration guidance with industrial systems
  • Documentation and test plans
  • Iteration through pilot and scale-up
Embedded AI & PCB Design
Use cases

Use cases

Quality inspection

Detect defects in real time on the production line.

Predictive maintenance

Edge sensing that flags anomalies before failure.

Smart devices

IoT products with on-device intelligence and custom boards.

FAQ

Embedded AI & PCB Design — FAQ

We design and support manufacturing partners; volumes depend on your pilot.

Common edge stacks (TensorRT, ONNX Runtime, MCU/NPU toolchains) based on the target.

Yes — we start from your mechanical and electrical constraints.

No. SMEs with clear inspection or IoT needs are a core audience.

Vionix Labs

Bring AI to the edge

Talk to our team about your sensors, line speed and accuracy goals.