To provide a comprehensive assessment of the coupledtrajectory schemes and enhance our understanding of these methods for potential improvements, we compare all approaches across a broad range of electronic and nuclear properties, rather than focusing solely on electronic populations. This thorough analysis is key to pinpoint the major source of errors and weaknesses of the coupledtrajectory schemes that should be addressed in future work.