Our efforts facilitate the development of models for predicting intrinsic solubility. The results indicate that both hydration free energy and subfragment-frequency-weighted fingerprints perform comparably to established descriptors. Notably, solvation energy, log P, V α , and the number of ringed aromatic carbon atoms forming three bonds emerged as the most significant features for predicting solubility.