A governed knowledge-graph approach linking formulation data, registered uses, GAP tables, operator-safety requirements, and label content. The platform claims to extract legacy PDF information into structured data and propagate approval changes into compliant label outputs. A strong pilot would cover one product family across the US and a selected export market.