Introduction: customized metal stamping dies enhance automotive manufacturing by ensuring regular section high-quality and performance from prototype to large-quantity runs, supporting numerous exact stamping cycles. Daily automotive manufacturing workflows usually deal with hidden inefficiencies when metal stamping applications fall short to seam