Wildfire sub-seasonal forecasting

Probabilistic forecasts 2–8 weeks ahead using hybrid DL + climate indices. Applications: underwriting, reinsurance, portfolio stress testing.

Pluvial flood modelling (deep learning)

Data fusion of radar rainfall, DEM, land use, and drainage networks to estimate high-resolution flood hazard and loss.

ESG scenario analytics for insurers

OSFI B-15 aligned scenario engine linking physical risk metrics to capital, pricing, and exposure management.