AI · 01
Workflow & Process Automation
Document handling, data entry, routing, and reporting — automated end to end and wired into your existing tools. The boring work, gone.
Expertise
Two disciplines.
One engineering stack.
We don't hand AI to one vendor and hardware to another. The same team owns the whole path — from the sensor capturing a signal, to the model interpreting it, to the automation that acts on the result. That continuity is the point.
01
Discipline 01
AI Automation
We automate the work that's repetitive, judgement-heavy, or buried in data — and we keep it grounded in the systems you already operate. No moonshots; measurable time and error saved.
AI · 02
Computer Vision
Defect detection, object tracking, counting, and inspection — running on the line in real time, on hardware sized for the job.
AI · 03
LLM Integration & Agents
Assistants and agents that read your documents, answer in context, and take actions — with guardrails, logging, and a human in the loop where it counts.
AI · 04
Data Pipelines & Analytics
Telemetry ingestion, cleaning, and dashboards that turn raw device output into decisions — built to run unattended.
AI · 05
Edge AI & On-Device Inference
Models that run on the device — low-latency, offline-capable, power-aware. This is where our two disciplines fuse into one.
AI · 06
Monitoring & Anomaly Detection
Always-on watchers for sensor streams and process data that catch the drift before it becomes a failure.
02
Discipline 02
Hardware R&D
Embedded systems, sensor platforms, and autonomous tooling. We work small, we work slow on the parts that matter, and we ship instruments that hold up after the demo.
HW · 01
Embedded Systems & Firmware
STM32, ESP32, and RP2040 platforms. Bare-metal to FreeRTOS, with full visibility from interrupt to UI.
HW · 02
Sensor Fusion & Data Capture
IMU, GNSS, barometric, and environmental sensors. EKF tuning, sample-rate discipline, and lossless capture.
HW · 03
Autonomous & Drone Platforms
ArduPilot integration, flight-data systems, and ground tooling for fixed-wing and rotary aircraft.
HW · 04
Industrial Automation
Process monitoring, telemetry gateways, and edge controllers for line-side deployment.
HW · 05
Hardware Prototyping & PCB
Schematic capture through to bring-up. Enclosures, power architecture, and small-batch board houses.
HW · 06
Software for Hardware
Replay players, telemetry dashboards, and operator interfaces. Browser-first, offline-capable, no install required.
Working stack
Parts we trust — picked for reasons, not buzz.
MCU / SoC
STM32 H7ESP32-S3RP2040nRF52
Sensors
ICM-42688-PBMI055MS5611u-blox M10IST8310
Firmware
ArduPilotFreeRTOSPlatformIOC / C++
AI / ML
PyTorchONNX RuntimeOpenCVTensorRTLLM APIs
Software
ReactViteCesiumJSPythonDockernginx
Have a problem that touches both?
That's exactly where we do our best work. Tell us what you're trying to measure or automate.