Embedded AI Systems

Engineering solutions for embedded AI systems.

SmartMains builds embedded AI systems end to end — from custom hardware and real-time firmware to machine-learning inference that runs on the device itself. Backed by deep expertise in RF, control and precision electronics.

Vision RF link Sensing Control AI · NPU
What we build

Full-stack embedded engineering

One team across the whole signal chain — from schematic and PCB to real-time firmware, wireless links and machine-learning inference on the edge.

🧠Edge AI

Real-time computer vision on microcontroller-class NPUs — detection pipelines, secure firmware and adaptive image processing on device.

STM32N6Neural-ARTTrustZone

🧩Embedded software

Portable, thread-safe firmware frameworks for FreeRTOS — a documented data model, events, persistence and industrial connectivity.

FreeRTOSC99Portable HAL

🔌Hardware design

Mixed-signal PCB design (Altium): low-power MCUs, precision analog front-ends, power regulation, RF front-ends and manufacturing-ready outputs.

AltiumSTM32Precision analog

🚁Flight control

Attitude estimation and stabilization for small UAVs and camera gimbals, with radio telemetry and a proven autopilot code base.

Cortex-M4FIMU + baroLibrePilot

📈Telemetry

Inline power and telemetry sensing — voltage, current and temperature — streamed to RC radio systems with low-battery alarms.

Cortex-M0+Hall currentS.Port

📡RF & wireless

Sub-1 GHz narrowband links with range extension, AES encryption and transparent serial transport — USB and RS-232 form factors.

CC1200868/915 MHzAES
Selected work

Products & research

A line of in-house developments spanning RF, flight, sensing, software and edge AI.

Experience

Delivered for demanding clients

Engineering delivered under NDA for established instrumentation, medical, industrial and consumer companies.

BK Precision Galcon Maytronics Novocure Nuvo Speria Vishay

Have a hard embedded problem?

From a blank schematic to a shipping product — hardware, firmware, RF and edge AI.

Get in touch