Verification and categorization of data in a system that interfaces with common knowledge repositories having different application programming interfaces. The system inputs a data tree structure with categories of information. The relationships in the data tree are queried against common knowledge repositories. A report of potentially erroneous categorizations in the data tree may be output for further review.