Device architecture
SoC selection, sensor buses, and power states aligned with cloud cost and battery life.
Hardware Form / Industries / AIoT
Connected intelligent devices
AIoT engineering and manufacturing
AIoT products fail when cloud assumptions drift from what the device can measure, power, and update in the field.
AIoT (AI + IoT) combines on-device inference or wake-word logic, secure connectivity, and operational telemetry. Hardware Form co-develops electronics, firmware, enclosures, and production test so OTA and model updates stay tied to BOM revision.
Typical engagement
Illustrative program shape only — not a client case study. A US robotics team arrives after seed with a working lab prototype. Hardware Form runs architecture review, EVT units with production-intent PCBA, DFM on sheet metal, and a pilot build with shared factory test scripts before OEM ramp.
Connectivity + security
Wi-Fi, LTE, or LoRa stacks with provisioning flows your ops team can support.
Edge ML
Model packaging, thermal budgets, and rollback-friendly OTA on production hardware.
Factory + field test
Calibration, RF check, and burn-in sequences shared between EVT and the line.
AIoT FAQ
What is AIoT in product terms?
Connected products that combine sensors, local intelligence, and cloud workflows—not just a sensor with a dashboard.
Do you build the cloud backend?
We integrate with your stack and can co-develop device-side agents; primary scope is hardware, firmware, and manufacturing.