Programmatic extraction and aggregation of life-sciences manufacturing data from PDFs, legacy ERPs, and manufacturing execution systems. Automated routing to electronic batch records and quality-management systems and delivery of ready data for data‑science—reducing manual entry, simplifying CPV, and improving supply‑chain forecasting.