12Physical & Industrial AI

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Physical & Industrial AI

Intelligence that leaves the screen and works in the real world.

01The capability

AI connected to cameras, sensors, machines, vehicles and robots. We build systems that see defects, predict failures, steer fleets, balance energy and simulate whole sites as digital twins, running at the edge where decisions have to be made in milliseconds.

02Services in this capability

Hover a service to see its form. Services with their own page open it; the rest are described here in full.

03Typical problems we solve

When this capability is the answer.

  • P.01

    Defects are found at the end of the line, or by the customer.

  • P.02

    Machines fail without warning and stop production.

  • P.03

    Warehouses, fleets and supply chains are planned on yesterday's data.

  • P.04

    Sensor data is collected but nobody acts on it.

04Example solution types

What it usually becomes.

  • S.01

    Vision & inspection

    Cameras that detect, count and check.
  • S.02

    Robotics & automation

    Robots and warehouses coordinated by AI.
  • S.03

    Predictive operations

    Maintenance, energy and logistics, optimised.
  • S.04

    Digital twins & IoT

    Live models of sites, fleets and cities.

05Approach

Four steps, one team throughout.

  1. 01

    Instrument

    Sensors, cameras and data from the floor.

  2. 02

    Model

    Detection, prediction and simulation.

  3. 03

    Deploy at the edge

    Fast, local, working offline.

  4. 04

    Close the loop

    Decisions fed back to machines and people.

06Related technologies

NVIDIA JetsonOpenCVPyTorchROS 2Azure IoTAWS IoTMQTTOPC UANVIDIA OmniverseTimescaleDB

Typical, not mandatory. Chosen per project, with your existing stack first.

BeginPhysical & Industrial AI

Bring us the problem.
We will bring the system.

A first conversation maps the problem to the right services, in the right order. No obligation, no slideware.