Fastcompchem is revolutionizing the research process associated with the development of new drugs. FCC developed technologies that enable simulations with tens of thousands of atoms with precise ab initio methods of quantum mechanics. These algorithms can also be used to train databases for artificial intelligence and machine learning, providing new molecular descriptors for use in SAR studies.