Looking forward, future efforts in this area should focus on improving the ∆G o acid, gas (AH) and ∆G * solv (AH) models by incorporating additional molecular features and expanding the training datasets with more high-quality experimental data or calculations. Additionally, extending models to cover new families of acids and a broader range of solvents will be essential for broadening their applicability. We hope to release a curated dataset for singlycharged cations in the future, which will further enhance the predictive power and utility of these models across diverse chemical environments.