How AI Actually Reduces 8D Report Time — Not Marketi...

> TL;DR: AI speeds up 8D creation by about 70% on average. Most savings come from eliminating formatting and structural work. What AI eliminates is 15% formatting and 25% structural typing. Root cause analysis time remain about the same — you still need to review. But you start with suggestions instead of a blank page. The 90% time reduction claim you see — that's only true if you mean copy-pasting into a form. If you're doing actual root cause analysis, AI help but won't replace that effort. The Numbers Over 3 months: 8D time dropped from ~3h to ~1h. Operator error root causes dropped to zero. Customer rejections dropped from 15% to 5%. That last metric — customer rejections — is what actually matters. The Industry Data I shared my results with a group of quality engineers from about 30 manufacturing companies. About half reported similar savings — 60-80% reduction in 8D creation time. The other half reported less, around 30-40%. The difference seemed to depend on how experienced the engineer was. Experienced engineers who already had good templates saw smaller gains because their baseline was already efficient. Engineers who were still doing everything from scratch saw the biggest improvements....