In this work, we present a method to fine-tune a genetic algorithm for computer-aided molecular design (CAMD), focusing specifically on its initialization. The proposed method builds on the framework COSMO-CAMD, and integrates the automated screening approach developed by Scheffczyk et al. . The results and insights from the molecular screening are utilized to provide favorable warm-start conditions for molecular design in two key aspects: the fragment library and the initial population.