Proprietary intelligence, end to end.
Artificial intelligence and machine learning sit at the core of a stack we design, build and operate ourselves — the same base behind CetAI and TekAI.
Built in-house, owned end to end.
Control over data, models and operations lets us iterate quickly and trust what our systems deliver to customers.
Artificial intelligence
Energy consumption is shaped by interacting forces: weather, calendar effects, local generation, prices and the behaviour of customers. Our models are built to reason across these relationships, combining weather forecasts, historical consumption, metering data and market signals. As demand patterns change with seasons, new installations and shifts in behaviour, the models are monitored and retrained so they reflect how consumption behaves today, not how it behaved last year.
Machine learning
Rather than producing single-point predictions, our models estimate probability distributions, capturing both the expected outcome and the uncertainty around it. Load, solar and demand forecasts are treated as ranges to plan against, not point estimates to trust blindly. Every model is validated on data it has never seen before it is put into production for a customer.
Data infrastructure
A unified data layer brings weather data, metering and consumption data, generation fundamentals and market data into a single source of truth. Data is validated, time-stamped and reconciled in one consistent pipeline, so research and production work from the same numbers. This reduces silent data errors and allows new datasets or features to be added once and used across every model.
Operations & delivery
Models run in monitored production pipelines with automated quality checks, alerting and regular retraining. Forecasts and AI services are delivered into the systems our customers already use. Because we operate the whole chain ourselves, we see problems early and fix them at the root.
From raw data to a better forecast.
Ingest
Weather, metering, consumption & market data
Model
Machine-learning forecasting
Validate
Back-testing & accuracy monitoring
Deliver
Forecasts & AI services into customer systems