Perovskite materials could potentially replace silicon to make solar cells that are far thinner, lighter, and cheaper. But turning these materials into a product that can be manufactured competitively has been a long struggle. A new system using machine learning could speed the development of optimized production methods, and help make this next generation of solar power a reality.