The most preventable failure pattern in automotive quality: the corrective action closes, the PFMEA stays frozen, and the failure recurs. MAD-Ai automatically crosswalks completed 8Ds to the PFMEA and flags every failure mode that needs updating.

A better-formatted 8D doesn't protect your customer — the problem-solving behind it does. General AI polishes language. MAD-Ai validates containment against AIAG standards, crosswalks root cause to your PFMEA, and flags what's missing before submission.

When quality engineers talk about AI, they don't ask for dashboards. They ask for supplier 8D review, PFMEA crosswalks, and MRB workflow automation — the execution work that drains engineering capacity every week.

When quality engineers talk about AI, they don't ask for dashboards. They ask for supplier 8D review, PFMEA crosswalks, and MRB workflow automation — the execution work that drains engineering capacity every week.

There's a critical difference between AI that helps your team work faster and AI that does the work. Discover why execution AI transforms quality capacity — not just productivity — delivering 29x faster supplier quality management.

Quality teams need AI that executes, not AI that generates. Learn why chatbots fall short of what manufacturing quality work actually demands — and what execution AI does differently across 8D, PFMEA, and corrective action workflows.

We’re excited to announce that Rick Heilshorn has been selected to speak at the AIAG Quality Summit this September. This opportunity reflects years of hands-on experience in engineering, manufacturing, quality, and AI-driven innovation and we’re proud to see MAD-Ai contributing to the future of smarter manufacturing and quality systems. If you’re attending the summit, make sure to put Rick’s session on your to-do list.