“…First-principles simulation techniques, such as Density Functional Theory (DFT), can uncover important geometric and electronic features that dictate the stability and reactivity of active sites. For example, recent DFT studies have successfully elucidated the factors driving key reactions, including the strength of Brønsted acid sites in selectively promoting biomass upgrade, the role of the oxidation state of the metal oxide phase in the hydrogen evolution reaction, and the synergy of metal sites and metal oxide in electrochemical alcohol oxidation, among others. ,,, However, a substantial gap exists in understanding the actual active site under experimental conditions for complex catalysts. − This gap can be bridged by systematically modeling geometric and stoichiometric features of potential active sites and determining their stability. This requires generating a large pool of possible atomic configurations, sampling stable configurations, and mapping structures onto experimentally observed quantities, such as those based on X-ray adsorption (XAS) spectroscopies. − …”