In our research, we combine computational chemistry and machine learning to better understand and predict chemical reactions and structure–property relationships of molecules. For societally relevant systems such as CO2, we specifically search for reaction partners that lead to stable products. In drug discovery, we integrate these strategies with classical methods of drug design to identify new bioactive compounds.