Gryffin is a BO approach concerning the challenge of categorical input variables in optimisation and was recently presented by Häse et al. Gryffin offers to support the optimisation algorithm by including domain knowledge in the form of assigning descriptors to the possible values of the categorical input variables (categorical options). Figure illustrates Gryffin applied to a two dimensional problem.