Markets & Energy
Weather, power, and gas markets; renewable generation; storage and demand. Calibrated, uncertainty-aware forecasts turned into auditable trading and hedging decisions.
We build custom physics-AI models for high-value prediction problems in markets and materials — calibrated, uncertainty-aware forecasts turned into auditable, economic decisions.
Weather, power, and gas markets; renewable generation; storage and demand. Calibrated, uncertainty-aware forecasts turned into auditable trading and hedging decisions.
Crystal stability, battery lifetime, catalyst screening. Physics-aware models that rank candidates by calibrated probability and spend compute where it finds the most real discoveries.
Every model ships as a predictive distribution and a decision — rule, cost, capacity, out-of-sample interval — with the integrity checks that make a performance claim survive scrutiny.