The compatibility engine works against a chemical compatibility matrix dataset — the same kind of data underpinning industry-standard Safety Data Sheets (SDS/MSDS) — where each chemical pair carries a defined compatibility status (compatible, incompatible, or conditional). These classifications are grounded in established chemical safety standards used by laboratories, waste disposal facilities, and safety officers — not developer-defined rules.