Beyond the discovery of novel GCCs, these atom-centric models are broadly relevant for generating insights on classes of catalysts with multiple possible active sites. The framework developed in this work is broadly applicable to heterogeneous catalysts, especially ones with a degree of disorder that creates a distribution of possible active sites. Rather than analyzing only a handful of example active sites, this approach can provide more general quantitative insights for a broader distribution of possible active sites for these materials.