By evaluating the output with chemical knowledge and intuition, we can indicate that common intermediates from industry, small co-reactants for many reactions, and complex and novel structures used in research are respectively identified. We detect a broad range of different chemical scaffolds and find intermediates of historic as well as current relevance. In Figure we show a selection of strategic molecules identified by the isolation forest algorithm.