Glossary · AI & ML

Schema-Aware AI

Schema-aware AI is an AI system that knows the structure of your specific database–its tables, columns, types, and relationships–and uses that knowledge to generate correct queries.

A generic language model knows SQL syntax but knows nothing about your database. Schema-aware AI closes that gap: before answering, it reads your schema so it knows that revenue lives in "invoices.amount_cents", that orders join to customers on "customer_id", and that "status" is an enum with five values. This is the difference between an AI that writes plausible SQL and one that writes SQL that runs correctly on your data. Without schema awareness, AI query tools hallucinate table names and silently return wrong answers–the failure mode that makes teams distrust them.

Fig — every answer ships with the tables, rows and SQL behind it.