MAD-Ai delivers a $3–$7 return for every dollar invested. This proven ROI compounds across four operational mechanisms: reducing expensive supplier resubmission escalations, preventing costly scrap from repeat defects via PFMEA crosswalks, relieving engineering headcount pressure, and accelerating supplier recovery times. Build a solid business case for manufacturing quality AI.