In the present work, we analyzed if synthetic accessibility scores can effectively boost the retrosynthesis process. Our analyses consisted of checking if synthetic accessibility scores correctly model retrosynthesis planning outcomes and effectively discriminate feasible partial synthetic routes from infeasible ones. We confirmed that synthetic accessibility scores can in the majority of cases well discriminate feasible molecules from infeasible ones and can be potential boosters of retrosynthesis planning tools.