Physics Inverted Materials is building new machine learning models to accelerate materials development. We are focusing first on accelerating atomic scale simulations to develop new materials that undergo reactions in the bulk and at interfaces. Our machine learning models all contain our innovative uncertainty quantification tools that improve the