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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.
- 76AI Computer Vision
Cameras that detect, count, measure and recognise, in real time. Trained on your images and accurate in your conditions.
Described hereObject detection · Counting & tracking · OCR & labels · Safety monitoring - 77AI Quality Inspection
Defects found on the line, on every item, not by sampling. Each rejection saved with an image and a reason.
Described hereVisual inspection · Defect classification · Line integration · Quality dashboards - 78AI Robotics Integration
Robots given perception and planning so they handle variation, not just repetition. Integrated safely with your lines, people and systems.
Described herePick & place · Robot vision · Motion planning · Cobot integration - 79AI Smart Manufacturing
Production planned, balanced and adjusted by AI from live factory data. Higher output from the machines you already own.
Described hereProduction scheduling · OEE optimisation · Process control · MES integration - 80AI Predictive Maintenance
Failures predicted from vibration, temperature and usage before they stop production. Maintenance scheduled when needed, not by the calendar.
Described hereCondition monitoring · Failure prediction · Spare-parts planning · Work-order automation - 81AI Digital Twins
Live virtual models of sites, products and processes for testing changes safely. Simulate first, then change the real thing.
Described hereFactory twins · Process simulation · What-if scenarios · 3D visualisation - 82AI IoT Solutions
Sensor networks that collect data and act on it automatically. Secure devices, reliable connectivity and AI on the stream.
Described hereSensor networks · Device management · Stream analytics · Alerts & automation - 83AI Warehouse Automation
Picking, slotting and stock movements planned and coordinated by AI. Works with people, robots and your WMS.
Described hereSlotting optimisation · Pick-path planning · Robot coordination · Inventory counting - 84AI Logistics Optimization
Routes, loads and deliveries planned to cut kilometres, cost and delays. Re-planned live as traffic and orders change.
Described hereRoute optimisation · Load planning · Delivery time prediction · Fleet tracking - 85AI Supply Chain Optimization
Demand, stock and suppliers balanced across the whole chain. Fewer stock-outs and less capital tied up in inventory.
Described hereDemand forecasting · Inventory optimisation · Supplier risk · Scenario planning - 86AI Autonomous Systems
Vehicles and machines that sense, decide and move with limited supervision. Safety cases, simulation and fallbacks designed in.
Described hereAutonomous vehicles · Sensor fusion · Path planning · Simulation testing - 87AI Drone Solutions
Drones that inspect, survey, map and monitor with AI analysing every image. Flight planning, data processing and reporting in one flow.
Described hereAerial inspection · Mapping & surveying · Image analysis · Automated flight plans - 88AI Traffic & Smart-City Systems
Traffic, parking, lighting and public services managed from live city data. Less congestion, lower energy use and safer streets.
Described hereAdaptive traffic signals · Parking guidance · City dashboards · Incident detection - 89AI Energy Optimization
Energy use forecast and controlled across buildings, plants and grids. Lower bills and emissions without lower comfort or output.
Described hereLoad forecasting · HVAC optimisation · Renewables integration · Peak shaving - 90AI Agriculture Technology
Crops, soil, water and livestock monitored and managed with AI. Better yields with less water, fertiliser and guesswork.
Described hereCrop monitoring · Yield prediction · Precision irrigation · Livestock health - 91AI Environmental Monitoring
Air, water, noise and emissions measured and analysed continuously. Early warnings and reports for regulators and the public.
Described hereAir quality · Water monitoring · Emissions tracking · ESG reporting
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.
- 01
Instrument
Sensors, cameras and data from the floor.
- 02
Model
Detection, prediction and simulation.
- 03
Deploy at the edge
Fast, local, working offline.
- 04
Close the loop
Decisions fed back to machines and people.
06Related technologies
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.