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. This could support Sumitomo's EPA and multi-market compliance work by creating a traceable source of truth from formulation change control through registration, label generation, and post-approval updates. A strong pilot would cover one product family across the US and a selected export market.