“…Numerous studies, both computational and experimental, have been conducted to find efficient photocatalysts for CO 2 reduction. − Among such candidate materials, considerable effort has been devoted to the investigation of structures composed of metal nanoclusters, or single-atom catalysts, deposited on surfaces, in order to minimize material usage. Indeed, experimental realization of these structures on, e.g., metal-oxide-based materials − (including TiO 2 , ZnO, BiVO 4 , CeO 2 , and Cu 2 O) and organic-based-semiconductor surfaces − such as g-C 3 N 4 , accompanied by extensive theoretical analyses, ,, proved the very good catalytic activity of these materials for CO 2 reduction. In this context, structures deposited on organic-based semiconductors have become of great interest due to their comparable performance to traditional metal-oxide photocatalysts, while featuring a lower production cost, higher stability, and simpler synthesis. − …”