Urban Flood Forecasting with AI

Design a multi-stage framework for deploying AI-driven flood forecasting in cities: data inputs, model selection, uncertainty communication, integration with emergency operations, equity considerations, and evaluation metrics. Include governance, stakeholder engagement, and pathways to scale from pilot to city-wide deployment.