Ground machinery
Cabin-mounted AI tracks operator activity and work processes — work/idle logging, load counts, loading time, and alerts for personnel in hazard zones.
30% productivity uplift potential
PRODUCT 06 · EDGE AI
Intelligent monitoring powered by on-device machine vision — one platform for ground machinery and aerial systems.
SAQRAerial & Ground
The Problem
Most computer vision stacks send HD video to central servers. That demands constant high-bandwidth connectivity, drives recurring transmission costs, and adds latency that breaks real-time safety use cases.
SAQR EDGE runs the full inference pipeline on-device. Video is captured, analysed, and discarded locally. Only critical events and structured analytics leave the site — over 4G/5G.
Core Innovation
Eliminate dependency on expensive, always-on high-bandwidth links.
Send structured events, metadata, and alerts in real time via 4G/5G.
Retrofit existing machines or drones — simple integration via API.
Deploy in Two Parts
Compact edge AI module with proprietary, optimised software pre-installed — ready for local inference.
A compact industrial camera pairs with the compute unit for cabin, site, or aerial mounting.
Hardware
Powered by Rockchip RK3576 — an octa-core 64-bit AIOT processor for private deployment of Transformer-class models. External watchdog delivers industrial-grade stability for local AI applications.
Applications
Cabin-mounted AI tracks operator activity and work processes — work/idle logging, load counts, loading time, and alerts for personnel in hazard zones.
30% productivity uplift potential
Edge module on UAVs (e.g. DJI Matrice class) for fire & smoke detection with geotagged alarms — pipeline ready from detection to operator alert.
85%+ detection accuracy (target coverage)
Where It Fits
Why SAQR EDGE
Works on existing machinery and drones — not tied to a single OEM.
Edge inference continues without streaming HD video to the cloud.
One platform for terrestrial equipment and aerial inspection missions.
Local models and NPU acceleration for latency-critical safety use cases.
Only alerts and analytics travel over cellular — fast even in remote sites.
Simple integration into site dashboards, control towers, and workflows.