We design embedded AI systems and PCBs for industrial lines, IoT devices and on-device inference where latency, reliability and privacy matter.
Sending every frame or sensor sample to the cloud adds latency, bandwidth cost and downtime risk. Factories need decisions at the edge.
Sensors, duty cycle, environment and model targets.
Schematic, layout, bring-up and first inference tests.
Validate accuracy, then prepare for production volumes.
Detect defects in real time on the production line.
Edge sensing that flags anomalies before failure.
IoT products with on-device intelligence and custom boards.
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.
Talk to our team about your sensors, line speed and accuracy goals.