Case study · Representative program — details anonymized

Edge sensing node — signal, silicon, enclosure

A compact sensing and compute platform balancing signal quality, power, RF coexistence, and a form factor that still assembles cleanly.

Visualization for Edge sensing node — signal, silicon, enclosure
Compact edge sensing node — enclosure and sensor window study.

Sensing products fail at the seams.

Between the sensor, the MCU, the radio, and the plastic is where most programs lose months. We treat those seams as the product — not as integration leftovers.

Stage
Product engineering
Industry
Industrial IoT
Capabilities
Hardware, Embedded Systems, Firmware, Edge AI
Disclosure
Representative program — details anonymized

Program outcomes

  • Sensing + compute architecture sized to the enclosure and power envelope from the start.
  • Firmware architecture structured for bring-up, calibration, and field update paths.
  • Edge intelligence scoped to what the silicon can sustain continuously.

System trades

The decisions that lock the schedule.

01

Sensor front-end

Noise floor, sampling strategy, and analog path integrity before software tries to “fix” a weak chain.

02

Compute class

MCU/SoC selection against always-on duty cycle, memory for models, and headroom for security features.

03

Wireless coexistence

Antenna and stack choices made with the enclosure materials and duty cycle in the room — not after.

04

Serviceability

Debug access, secure provisioning, and OTA paths designed so fleet reality does not become a recall.

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