Computational predictions were verified through various (spectro)electrochemical experiments, providing clear evidence on the potential-dependent polaron formation and its pivotal role in enhancing HER activity. By analyzing the electronic structure and activity of TiO2 catalysts, we unravel the precise nature of active sites and the reaction mechanisms under operation conditions. Finally, we propose strategies to enhance the activity of semiconductors electrocatalysts by controlling polaron formation.