We implemented the approach presented by Tomberg et al. which predicts the reaction site based on pre-computed relative energies at DFT level of theory for a selection of C-H bonds that are identified using SMARTS patterns. Using this approach, we achieved an accuracy of 92% with a total runtime of less than one second.