li>Define automation-readiness criteria (ABC/XYZ classification, forecast predictability, supplier reliability, master data quality, lead-time stability, MOQ accuracy, price validity, delivery performance, exception history) and apply them to identify parts, suppliers, commodities, and plants ready for automation versus those requiring intervention.
Establish responsible AI principles and governed workflows — transparency, explainability, approval authority, human-in-the-loop controls, auditability, and compliance — partnering with IT, Purchasing, Supply Chain, Engineering, Finance, Operations, and Legal across SAP, bolt-on forecasting tools, MES, and source-to-pay systems.