DeepWaters AI uses satellite data and AI to find underground drinking water and pipe leaks. It has created a map of the Earth’s underground water, with up to 98% accuracy. It was awarded a European Space Agency AI Kickstart contract in 2018. DeepWaters AI is supported by Esri, Amazon and Nvidia startup programs. It is a UK based social impact startup, that donates 51% of profits to water philanthropy. DeepWaters AI combines neural networks with ESA Sentinel 1 & 2 satellite data. The neural networks are trained to identify the spectral signature of water and backscatter propagation signature of increased surface moisture. It has pilot launched SpaceWater AI a free underground water discovery service for water charities and non-profits.