Yeah, messy DBs kill AI agents long term. Start by running a data profile (Pandas in Python or Great Expectations) to spot duplicates, bad formats, missing values, etc. Then clean/normalize with SQL scripts or OpenRefine if it’s not too huge. For ongoing sanity, add basic data quality checks and keep a clear schema + docs. What type of database are you working with?