CCSD(T)/CBS can now provide numerically exact solutions for small molecules, allowing it to be used for benchmarking and parameterizing faster computational chemistry methods. These faster semi-empirical methods calibrated against CCSD(T)/CBS are now sufficiently accurate and fast to enable high-throughput screening of chemical reactions, protein structures, and enzyme mutants (up to 1,000,000 calculations). The increased accuracy and automation of computational chemistry methods through high-throughput screening is opening new possibilities for molecular design in chemistry.