A first operational characteristic of a first configuration of a storage system is determined. The determination may be made using first data of the first configuration of the storage system and second data related to element interactions of the storage system. At least a second configuration of the storage system that differs from the first configuration is generated using the second data. At least a second operational characteristic of the second configuration is predicted using the second data.