The SEEDS programme, launched by CGI and the UNFCCC, focuses on addressing water pollution and sustainability issues through advanced Earth observation and data science. The programme targets the growing problem of untreated sewage entering UK rivers and oceans, exacerbated by climate change-driven weather events like increased rainfall and flash flooding. Using satellite imagery from Planet and detailed geospatial data from Ordnance Survey (OS), the initiative aims to develop a robust monitoring and predictive system. This system can detect sewage overspills, predict future incidents, and identify impacted areas. Data gathered from these sources feeds into AI models that can predict overflow events with a 91.5% accuracy rate. The models not only help mitigate the impacts of sewage discharge but also guide investment in infrastructure improvements to better manage sewage overflow and enhance water quality.