Prior to our work it was difficult to get an overview of the assays present in ChEMBL and use that information for data curation. With our clustering method, similar assays are grouped and summarized with a few topic describing words. Additionally, we showed that assay embeddings hold information on the assays performed and are therefore valuable to include when modeling data derived from different biological experiments.