Cu-Sn alloy (CuxSny) has emerged as a promising category of catalysts for the electrochemical CO2 reduction reaction (CO2RR) to produce formate. Introducing heteroatoms to regulate the electronic structure of the active site is a common method to further improve the catalytic performance. However, owing to the existence of multiple active sites on the alloy surface, realizing the fine-tuned coordination environment in CuxSny remains a persistent challenge through heteroatom doping. Here precise Ag─Sn and Ag─Cu coordinated Cu6Sn5 alloys are developed by a laser-induced nonequilibrium synthesis strategy. Compared to Cu6Sn5 and Ag─Cu coordinated Cu6Sn5 (Ag─Cu'6Sn5), Ag─Sn coordinated Cu6Sn5 catalyst (Ag─Cu6Sn'5) achieves a superior formate conversion performance in CO2RR by optimizing the electronic structure at the d-band center, which enhances the concentration of CO2 on the catalyst surface and reduces the activation barrier of rate-determining step, i.e., the electron transfer step of adsorbed CO2 to generate the intermediate *CO2- as validated by electrokinetic, in situ spectroscopic and theoretical investigations. Furthermore, integrating the Ag─Cu6Sn'5 catalyst with glycerol oxidation instead of conventional oxygen evolution lowers energy consumption by 68.57% while effectively increasing formate production rate. This work provides a laser-driven strategy for precise coordination modulation in alloy catalysts, advancing energy-efficient CO2 conversion systems.