Healthcare data is messy. Multiple formats, unstandardized fields, missing values, errors, and inconsistencies lead data science teams to ignore patients and predictors, or risk spending all their time on data prep. Cornerstone AI software learns the structure and connections across data sources, harmonizing the structure. ML models then identify and correct errors, which are applied automatically or guided through our UI for optimal balance of scalability and nuance.