Industrial camera and NPU board on an electronics factory bench

Edge AI

Cameras and gateways that run inference on the board. We DFM the NPU, thermal path, and camera pipeline, then build CE or FCC samples.
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Inference on the board

If the camera ships every frame to the cloud, you burn bandwidth and you have a privacy problem. Buyers want detect on the device, a thermal budget in writing, and a board that still certifies.

Send the sensor, NPU class, power envelope, and year-one volume. An engineer replies within one business day.

Typical jobs

  • Inspect at the camera

    Defect, occupancy, or person detect at the lens. The board has the ISP, the NPU, and a heat path that holds in a sealed enclosure.

  • Local gateway

    A wall or DIN box scores sensor streams on site and only ships events. Firmware and OTA go on the same RFQ as the PCB.

  • Physical AI and this page

    Edge AI boards go in a fixed camera or gateway. Physical AI is AMRs, cobots, and arms. Humanoid electronics are on the Humanoid Robotics page.

    Physical AI 

How we run it

  • Thermal on the DFM

    NPU watts, enclosure, and fanless limits get a fixture on the line.

  • Camera and firmware

    MIPI or USB, ISP bring-up, and a frozen model slot. Sample units match the version you lock.

  • CE or FCC samples

    Pilot builds, then certification samples for the markets on the RFQ.

Common questions

Is this IoT? IoT is radios and OTA. Edge AI is the model on the board. Plenty of programs need both. Connected SKUs sit on IoT devices.

Do you train the model? We bring up inference, thermal, and factory test. Training data and model choice stay with you unless the RFQ says otherwise.

What should the first email include? Sensor, NPU preference, enclosure, power, year-one volume, FCC or CE. Contact.

Next

Physical AI. Humanoid robotics. Robot vision. Embedded firmware. Contact.

Manufacturing and AI engineering

Contact about Edge AI boards

Sensor, NPU class, power, volumes, and FCC or CE. We reply within one business day.

Contact us

Typical reply within one business day.