The key component of DECIMER.ai is the DECIMER Image Transformer OCSR tool. Due to the usage of diverse chemical structures with diverse depiction features in the training data and an exhaustive image augmentation strategy, the application yields robust results and is capable of interpreting Markush structures as well as common functional groups and superatom abbreviations. A detailed description of the model architecture and the training data is given in the Methods section below.