The search for new catalysts is instrumental in addressing some of humanities current challenges. The right catalyst in principle holds the key to selective and sustainable production of target molecules; an important task in all areas of chemical research and industry. However, several factors make catalyst discovery challenging, slow and expensive. Detailed knowledge about the reaction network including side reactions and solvent reactions is needed and these steps still rely heavily on chemical intuition and experimentation.