Infrastructure & Defence
Energy & Environment
In energy, the cost of a forecasting error is direct; generation and consumption forecasting and maintenance planning draw on the same data.
Problems we address in this sector
- Generation and consumption forecasting; variability in renewable sources
- Predicting equipment failures in advance and planning maintenance
- Optimising grid balancing decisions
- Inspecting field equipment from imagery
Approaches we apply
- MLOps & Model OperationsEvaluation infrastructure, observability, hallucination and regression tracking, continuous retraining.
- Reinforcement Learning & Decision SystemsDecision policies that adapt to changing conditions, reward design, training in simulation and safe transfer to the field.
- Computer VisionObject detection and tracking, video understanding, vision-language models, document intelligence and OCR, real-time inference on edge devices.
Other sectors in this group
Do you have a problem in this sector?
Let's define the problem together in a technical consultation; feasibility is assessed at the first stage.