Several tools dedicated to balacing reactions have become available. CGRTools offers a rule-based method for rebalancing reactions by adding small molecules, which however has limited success in achieving perfect balance . A hybrid workflow combines ChemBalancer's heuristic methods and ChemMLM's machine learning to enhance molecule prediction. While ChemBalancer focuses on reaction completion, lacking precise accuracy metrics, ChemMLM shows promise with small molecules but struggles with complex structures .