Additionally, our analysis of tautomerization highlights key differences between the ChemAxon and RDKit canonicalization processes, especially in terms of stability of predicted tautomers and their limitations in representing the most stable forms. However, we conclude that these energetic differences are an acceptable compromise for increased efficiency and a completely open-source solution.