Pain points
Problems we solve
- Manual inspection is slow, inconsistent, and hard to audit
- Defects escape until end-of-line or customer complaints
- Visual standards vary by shift and inspector
- Field inspection cycles create costly downtime windows
- Evidence for quality decisions is incomplete
