Hybrid water electrolysis has been explored for the electrochemical oxidation of biomass, glucose, alcohols, amines, urea, etc., to produce value-added products. The integration of cathodic hydrogen evolution reaction (HER) with anodic organic reaction (AOR) improves the energy efficiency of the electrolyzer by reducing the cell voltage of the overall process. Tremendous progress has been achieved in AOR by using transition metal-based catalysts. These transition metal-based catalysts undergo anodic activation in the alkali medium to form metal (oxy)hydroxide [M(O)x(OH)y] as the active catalyst. The atomic and electronic structure of M(O)x(OH)y essentially controls the conversion efficiency and product selectivity for AOR. In this account, we have described the design of the AOR precatalyst, its anodic activation, and the basic principles of the integration of cathodic HER with AOR. The structural features of the precatalyst and the active catalyst have been described with representative examples. The recent progress and advancement in this field have been explained, and the future scope and challenges associated with AOR have been addressed.