Table shows the results of various model approaches used in this study. The reaction class model achieved a 7x speedup compared to the base Pynta/DFT approach and was successful for all reactions pre-and post-refinement. We did include a computational expense for the eq31M model although we did not proceed with DFT-refinement of these transition states.