Gold nanoparticles in metallic or plasmonic state have been widely used to catalyze homogeneous and heterogeneous reactions.H owever,t he catalytic behavior of gold catalysts in non-metallic or excitonic state remain elusive. Atomically precise Au n clusters (n = number of gold atoms) bridge the gap between non-metallic and metallic catalysts and offer new opportunities for unveiling the hidden properties of gold catalysts in the metallic,t ransition regime,a nd nonmetallic states.H ere,w er eport the controllable conversion of CO 2 over three non-metallic Au n clusters,including Au 9 ,Au 11 , and Au 36 ,towards different target products:methane produced on Au 9 ,e thanol on Au 11 ,a nd formic acid on Au 36 .S tructural information encoded in the non-metallic clusters permits aprecise correlation of atomic structure with catalytic properties and hence,p rovides molecular-level insight into distinct reaction channels of CO 2 hydrogenation over the three nonmetallic Au catalysts.