Designing cocrystal components necessitates a comprehensive, multi-criteria approach that optimizes molecular, intermolecular, and crystallographic factors to enhance the possibility of successful cocrystal formation. As shown in Fig. , this approach integrates three essential criteria: fingerprint similarity screening, ML prediction for cocrystal formation, and the key feature derived 25 from knowledge discovery outlined in Fig. .