VisionCore · Edge AI for fleets
Your fleet, the city's sharpest sensor.
On-vehicle AI cameras that recognize road conditions, potholes, illegal dumping and air quality — directly from the trucks already running your routes.
Every route is also a scan of the city.
Your waste-collection vehicles, street sweepers and service trucks already cover the same streets every day. With R4 VisionCore, those routes turn into a continuous, georeferenced map of what’s happening on the ground — without adding any fixed infrastructure.
All inference runs on the edge, inside the gateway mounted on the vehicle. Only the events that matter are sent to the R4 portal: low bandwidth, no massive video uploads, privacy by design.
157 TOPS
AI performance, on-vehicle
4 cameras
Per gateway, GMSL2 up to 6 Gbps
0 uploads
No massive cloud video transfer
What it detects
Four intelligences. One platform. Onboard.
VisionCore runs four detection networks in parallel on every camera frame. Each one produces geolocated events that flow into the R4 portal in real time.
Road conditions
Continuous analysis of asphalt, road markings, signage and obstacles — in real time as the vehicle moves.
Potholes & damage
Geolocated mapping of potholes, ruts and surface degradation — ready to hand off to the maintenance team.
Illegal dumping
Automatic detection of abandoned waste, bulky items and unauthorized drops along the route.
Air quality
Continuous environmental sensing along the route — the building block of dynamic, city-wide air quality maps.
+ Custom AI on request. VisionCore is a third-party-friendly platform: train and deploy your own neural networks for the objects and scenarios that matter to your operation.
How it works
From the road to the dashboard, in three stages.
01
CAPTURE
High-rate machine vision.
Up to 4 GMSL2 cameras per vehicle, certified IP69K. 4K rolling shutter (Eagle) for general visibility, global shutter (Colibrì) for high-dynamic scenes. Waterproof, shockproof, automotive-grade.
02
PROCESS ON EDGE
AI runs onboard.
VisionCore gateway with NVIDIA Jetson Orin: up to 157 TOPS of AI performance, real-time inference, optional Hailo and Axelera neural accelerators. No massive cloud uploads.
03
TRANSMIT & MANAGE
Straight to the R4 portal.
Built-in 5G, multi-constellation GNSS and CAN-Bus integration. Geolocated events, snapshots and telemetry land in the R4 web portal and Android app for fleet management.
Built for the road
Industrial-grade, not office-grade.
Automotive components, safety certifications and mechanical ruggedness for years of service in the field.
157 TOPS
Onboard AI performance
4K
Per-camera resolution
IP69K
Waterproof & shockproof
SIL3
Safety-compatible
5G
Built-in connectivity
-20°C / +50°C
Operating temperature
Who it's for
One system, many fleets on the move.
Waste management & utilities
Compactors and street sweepers become moving sensors of the city, using the routes you already run every day.
Public administration
Monitor infrastructure and urban decorum continuously through service vehicles already on the road.
Logistics & transport
Driver safety, collision avoidance and asset monitoring in a single onboard platform — no extra hardware racks.
Smart city projects
Continuous environmental and infrastructure data, harvested from active traffic. No fixed installations required.
Want to see VisionCore on your fleet?
Want more info?
Contact us to set up a technical demo tailored to your fleet, routes,
and the phenomena you want to detect on the road.