In the present paper we show the potentiality of the Stochastic Multicriteria Acceptability Analysis (SMAA-2) in evaluating 31 general hospital structures across the Kingdom of Saudi Arabia (KSA) in 2017. The method allows for a global evaluation of each hospital beginning with a set of 41 key performance indicators (KPIs) that are computed monthly by the Saudi Ministry of Health (MoH). The paper clearly shows the importance of this multi-criteria technique in supporting decision makers (DM).