A method, system, and computer program product for classifying and prioritizing a set of recommended rule (RR) violations in an integrated circuit (IC) design are provided in the illustrative embodiments. The set of RR violations is received. A layout corresponding to the IC design is received. A set of features is selected in the layout. A classification model corresponding to the set of features is selected. Using the set of features and the classification model, the first RR violation is classified into a classification from a set of classifications. The classification is prioritized in an order of priority such that the first RR violation in the classification is recommended for remedying in the order of priority.