Weather Forecasting
1 / 5
Consumer weather sites provide city-level data that is too coarse, stale, and opaque for professional energy-trading decisions across Europe’s varied climate zones.
2 / 5
Physics-based foundation models like EPT-2 embed conservation laws directly in their architecture and deliver physically consistent 2 m temperature forecasts that outperform ECMWF HRES and Microsoft Aurora at every lead time.
3 / 5
EPT-2 RR updates up to 24 times per day at up to 5 km resolution, closing the six-hour staleness gaps that exist in traditional NWP cycles and consumer-site refreshes.
4 / 5
Benchmarks against more than 10,000 ground stations show EPT-2e beats the 50-member ECMWF ENS mean on both RMSE and CRPS, with all results reproducible on the Jua platform without post-processing.
5 / 5
Energy teams can validate forecasts in seconds and run backtests in minutes via Athena; book a demo with Jua to see EPT-2 head-to-head against your current provider.
Consumer weather sites fall short for energy trading. Jua's EPT-2 delivers physics-based hourly temperature forecasts across Europe—updated 24×/day.