A Tier 1 automotive supplier quality manager describes what changed after MAD-Ai went into their 8D and PFMEA review process: work that used to take days now takes hours, and newer engineers have guidance that used to live only in a few people's heads. This post looks at why the real story isn't the speed but what happens to a department's newest hire once expert-level review is embedded in the workflow, plus the ROI: 10 to 15 times the speed of a manual process and $3 to $7