Overall, HiMap will improve the planning of alchemical perturbation maps compared to predecessor tools such as LOMAP. Additionally, the design considerations and principles noted here, such as the scaling of errors as more nodes are included in a design, have broader applications in computational chemistry and experimental design. We hope the principles and tools presented here will be broadly useful, and future work can help inform and motivate the selection of appropriate similarity metrics for a given free energy method.