To systematically investigate Al site reactivity patterns in MAO, we analyzed a series of structures (Figure ) chosen based on previous computational work, with refinements guided by highlevel CCSD(T) calculations. For each composition, we included both the global minimum structure and energetically competitive isomers, as summarized in Table . The complete set of analyzed structures is provided in Supporting Information, Figure .