01Offering: physical AI
Civimatica Devices
Physical AI: our models, running on our hardware, in the real street.
Talk to us about deployment02Why hardware
The model is only half of the system
AI that acts in the physical world has to live there too. We build the devices our models run on because the sensing, the privacy guarantees and the latency are all decided in hardware, not negotiated afterward in software.
03What a device does
Sense, compute, serve
Sense the street
Occupancy, flow and movement measured continuously, block by block, not inferred from payment records or yearly surveys.
Compute at the edge
Our models run on the device itself. Raw frames are processed in place and never transmitted.
Serve street state
What leaves the device is aggregated state and prediction, the input for our models, datasets and Sandbox runs.
04Built for public space
Constraints we engineered in, not around
No identities
The hardware measures space and movement. Faces, plates and anything that names a person are dropped at the edge, by construction.
Built for public space
Designed to operate inside EU data rules from day one. Data minimisation is a property of the device, not a policy about it.
Operated end to end
We deploy, power, maintain and iterate on the fleet ourselves across our instrumented routes.
05In the stack
One fleet, two jobs
For our models
Devices are the sensors our models train on, and, at the edge, the machines they run on.
For your models
Devices instrument Sandbox routes, producing the ground truth your systems are validated against.
06Get involved
Physical AI starts in the street
We're deploying and operating our own device fleet.
Talk to us about deployment