The challenge
Process drift on the line was only caught after a spec breach — meaning scrap, rework and unplanned downtime that nobody saw coming.
What we built
Real-time, line-level variance models that watch the process continuously and flag anomalies hours before a breach, with alerts routed to the floor team.
The outcome
Plant OEE rose 6.2 points and scrap fell by nearly a third. Operators now act on early signals instead of reacting to failures.
