The rapid recombination of photogenerated electrons and holes on the bulk and surface of photocatalyst and the limited active sites seriously hinder the photocatalytic efficiency. Herein, we present a single-atom local coordination strategy to solve the above problems of C-BN photocatalysts. By introducing Ce atoms to form the Ce/B2N2 local structure, on the one hand, can effectively induce local polarization and form a local polarized electric field, which can promote the separation of photogenerated carriers. On the other hand, new Ce active sites are introduced and show a lower energy barrier for dissociation of the critical intermediate COOH*, while suppressing CH4 and H2 evolution in the competing reaction. The Ce/C-BN delivers a selective CO formation rate of 125.5 µmol g−1 h−1 in pure water and is one of the best photocatalysts in the system without additives. This work offers valuable guidance for the rational design of efficient photocatalysts.