In digital FAIRs, key characteristics are usually tagged during drawing ballooning or data import, then carried through to inspection plans, measurement results, and change history. The reliability of this depends heavily on how drawings are parsed, how PLM/ERP/MES data is mapped, and how well the process is validated and governed.