Estimating the cost of a non conformance requires a structured, repeatable model that covers direct costs (scrap, rework, concessions), indirect costs (downtime, delays, investigation), and downstream impacts (customer issues, regulatory exposure). In regulated, brownfield environments, accuracy depends heavily on data quality, system integration, and process maturity, so most plants start with a pragmatic, conservative model and refine it over time.