An aerospace supplier scorecard should not be built around on-time delivery alone. It should balance delivery, quality, responsiveness, traceability, and risk signals, with definitions tight enough to survive audit scrutiny and system handoffs. The right KPI set depends on part criticality, process maturity, data quality, and how well ERP, MES, QMS, and supplier workflows are integrated.