There are obstacles with using conventional nanoparticle catalysts for developing atomic-by-atom tailoring of active sites in the heterogeneous catalysis field. However, atomically precise metal clusters with precise formulas and crystallographically determined structures, which may build a bridge between single atoms and nanoparticles, may become possible to unravel the respective contributions of every atom in a cluster to its overall catalytic performances and build the structure−property relationship at an atomic-precision level. In this Review, we will first describe recent advances of CO 2 electronic reduction catalyzed by Au-based clusters including pure gold and its alloys. We will then put a particular emphasis on chemical fixation of CO 2 into organic molecules, such as alkyne, epoxide, and amine, over gold cluster catalysts. Additionally, we will concisely introduce the discovery of catalytic selectivity of the Au-based clusters in CO 2 hydrogenation toward C 1 and C 2 products. Finally, we will provide our perspectives on some issues for catalytic conversion of CO 2 over atomically precise metal clusters in future catalysis research.