In this work we address the factors affecting the rate and the completeness of the excited state electron transfer from a COOH-anchored perylene molecule to the (101) anatase surface. To investigate the electron injection at the Pe-COOH–TiO2 interface, a pure electron dynamics and a coupled electron–ion dynamics simulations are conducted within the real-time time-dependent density functional theory (RT-TDDFT) and RT-TDDFT-based Ehrenfest dynamics formalisms, respectively. The role of ionic dynamics, the influence of the adsorption mode, the surface coverage by the adsorbate, as well as the impact of the initial excitation energy on the charge transfer process are analyzed. The dissociative adsorption is shown to be less favorable for the charge transfer than the nondissociative one. The ionic dynamics turns out to have a limited effect on the total amount of the transferred charge, but it is responsible for the retardation of the electron transfer. The energy of initial excitation is revealed to be a determinant factor of the electron injection efficiency in the Pe-COOH–TiO2 system: the excitation of an electron to the LUMO+1 molecular orbital, instead of the LUMO one, doubles the total amount of the transferred charge. Meanwhile, a complete CT can only be achieved in conjunction with specific coverage and slab thickness characteristics, with all other factors being fixed. A surface coverage ratio equal to or less than 0.25 molecule/nm2 and a slab thickness of at least 4 TiO2 layers, corresponding to 192 Ti sites per 1 molecule of chromophore, are required.