Projects

Real industrial systems, built and deployed.

Engineering work across embedded, automation, Industrial IoT and AI inspection — every entry below is live in production.

Project portfolio

Real systems, live on plant floors.

Cycles through every deployment automatically — or jump to one from the list.

Workforce Management System
Industrial IoT · Workforce

Workforce Management System

BLE-based zone presence, attendance, and safety alerts for industrial teams.

live
Project brief

A low-power BLE mesh that monitors workforce presence across plant zones in real time. Used for attendance, restricted-area safety, contractor visibility, and post-incident trail reconstruction without intrusive surveillance.

BLE 5.xZone safetyLow-power
  • Real-time zone visibility with sub-3 m typical resolution
  • Geofenced safety alerts when staff enter restricted zones
Live · production
From scope to floor

How a project comes together.

Discovery, engineering and deployment under one roof — fewer hand-offs, fewer surprises.

Step 01

Discovery

On-site walk of the line. We sit with operators and instrument the actual problem.

  • Process & cycle audit
  • Defect taxonomy & sampling
  • Scope and KPI definition
Step 02

Engineering

Electronics, firmware, vision models and integration built in-house — one accountable team.

  • PCB & enclosure design
  • Firmware & embedded AI
  • MES / ERP integration
Step 03

Deployment

Validation runs against the operator's golden set, training, and a controlled live ramp.

  • Golden-set validation
  • Operator + maintenance training
  • Live ramp with rollback
Under the hood

The tech we actually use.

A snapshot of the stack behind the projects above — picked for industrial duty cycles, not for novelty.

Embedded & Hardware

Custom PCB
STM32 · ESP32
BLE 5.x · LoRa
Industrial sensors

Automation & Industrial IoT

Modbus · OPC-UA
MQTT · gRPC
Edge gateways
Time-series stores

AI & Vision

OpenCV pipelines
Defect classifiers
Sub-pixel metrology
Real-time inference

Reliability & Ops

Signed firmware
Telemetry & alerts
Store-and-forward
Operator-grade UX
Engineering for the floor

Have a system that has to be right the first time?

We take on projects where precision, repeatability and uptime are non-negotiable. Bring us the constraint — we'll bring the system.