INDUSTRY
Manufacturing & Physical Systems
Intelligence is leaving the screen and reaching the line. We build vision, edge inference and autonomy for real industrial environments.
On the factory floor and in the field, intelligence has to act in real time and under hard constraints. We've built machine-vision error-proofing, edge inference and autonomy that inspect, guide and act in real industrial environments.
- Vision error-proofing — variant verification and packing validation, interlocked with the line's PLC to stop wrong parts in real time.
- Multi-camera assembly monitoring with full image and event logging for traceability.
- Aerpace — edge-first autonomous fleets that plan, fly and monitor without depending on the cloud.
- iris — EV charge-point orchestration with real-time telemetry and fault detection.
- Smart-camera firmware and drone ground-control systems for edge deployments.
Thousands of EV charge points orchestrated
Defence-grade telemetry pipelines
Vision-guided manufacturing operations
Selected work in Manufacturing & Physical Systems.
A snapshot of systems we've shipped in this industry.
Aerpace
Edge-first Autonomous Fleet Platform
An edge-first platform to plan, fly and monitor autonomous fleets without depending on the cloud.
iris (formerly ServzEV)
EV Charge Point Orchestration
An orchestration layer that keeps large fleets of EV charge points online, observable and billable.
Major Automotive Manufacturer
Vision-guided Manufacturing Compliance
Vision on the line that verifies every assembly step and tracks compliance across changing conditions.
Variant Verification & Packing Error Prevention
Vision-based Variant Verification for CKD Packing
Machine vision that confirms the right part for the right variant before it is packed — catching wrong-part errors before dispatch. Customer details withheld under NDA.
Assembly Monitoring & PLC Interlocked Error Proofing
Multi-camera Assembly Monitoring with PLC Interlocking
Multi-camera monitoring that validates each assembly step by model and interlocks the line at the PLC — stopping wrong or missed steps in real time. Customer details withheld under NDA.
Smart Camera Firmware
Firmware for Edge Smart Cameras
Firmware that turns industrial cameras into edge inference devices — capture, run models and act, on-device.
Drone Ground Control Systems
Ground Control for Autonomous Drone Fleets
Ground control systems to plan, fly and monitor autonomous drone fleets at the edge, without depending on the cloud.