PHIN Materials (also known as Physics Inverted Materials) is a company that develops machine learning models and software for atomistic and materials simulation. It provides interatomic potential models and the PhinOS software for predicting material properties and simulating atomic-scale interactions. The company serves organizations in battery manufacturing, semiconductor fabrication, and catalyst development.