A leading manufacturing unit faced consistently high First Pass Yield (FPY) scrap rates in its aluminum machining process, averaging nearly 8% over a nine-month period and reaching peaks of 10%. These excessive scrap levels resulted in increased material losses, rework, productivity inefficiencies, and an estimated annual financial impact of ₹3.2 lakhs.