We describe a precompetitive collaboration that makes public life science data FAIR and annotated with detailed, high quality metadata, at a shared cost. A data model based on public ontologies was defined to address the participants' business questions. This slide deck was presented at the Cambridge Cheminformatics meeting on June 2, 2021.