In a previous work we examined various approaches for integrating ML models with classical molecular mechanics, specifically focusing on the use of in vacuo predicted atomic charges within ML/MM frameworks. Our findings demonstrated that employing minimal basis iterative stockholder (MBIS) atomic charges derived in vacuo, coupled with a simple polarization correction using fixed atomic polarizabilities, achieves excellent agreement with the reference coupling energies observed in QM/MM simulations utilizing electrostatic embedding.