Starting with the exact factorization of the molecular wavefunction, this paper presents the results from the numerical implementation in ab-initio nonadiabatic dynamics of the recently proposed bohmion method. Within the context of quantum hydrodynamics, the regularized nuclear Bohm potential in the bohmion method admits solutions comprising a train of δ−functions which serve as a finite-dimensional sampling of the hydrodynamic flow paths. In addition, the nonlocal structure of the regularized Bohm potential admits nuclear quantum tunneling events. After reviewing the general theory, the bohmion method is applied to the well-known Tully models, which are used here as benchmark problems for the comparison of the new bohmion method with previous mixed quantumclassical methods.