Accurate waste calculation has long been one of the most challenging aspects of preconstruction planning for wall layouts. Traditionally, estimators rely on generalized percentages or static rules of thumb that often miss the mark, especially in complex architectural scenarios involving high variability in board sizes, numerous cutouts, or detailed