As with all generative models, the real-life performance of structures generated by this molecular optimization approach is limited by the applicability of the used scoring function or property prediction model. Here, we optimize the DFT-calculated energy of one specific reaction step in one well-defined catalytic cycle. To assess the real-world performance of a generated catalyst, an extensive computational strategy should be applied to assess the underlying assumptions.