This work constitutes a preliminary investigation and more tests should be performed on more complex systems to confirm the reliability of the presented results. Nonetheless, the presented MTS-TSH algorithm has shown promising results and this formulation opens the door to new developments such as combinations with other electronic structure models including machine learning techniques and QM/MM frameworks to target larger molecular systems and obtain computationally even less demanding algorithms for the description of non-adiabatic phenomena.