Such tools have recently been extensively reviewed . Based on a known mechanism, the tools calculate the energies of relevant species either via force field or quantum chemical methods to assess the properties of a reaction such as activation energies or selectivity. Since in-silico calculations can also be parallelised, they are commonly regarded as being less time-intensive than wet lab experiments. As such, these methods contribute to the acceleration of catalyst discovery, for example through high-throughput virtual screening.