What happens in the plant
- Scrap and rework signals are reviewed after production windows close
- Defects are logged without line, shift, or asset context
- Process drift is detected late during sustained runs
- Startup losses are mixed with normal production losses
- Root-cause actions begin after patterns have already repeated
Why it matters
Late quality feedback increases rework load, slows throughput, and hides the process conditions that triggered defects. Without structured context, teams contain symptoms but fail to prevent recurrence at source.
What teams need to see
Teams need defect, drift, and process-condition visibility by line, shift, asset, batch stage, owner, and corrective status in one timeline.
Decisions this problem affects
- Which defect pattern needs immediate containment this shift?
- Which process drift indicator should trigger intervention first?
- Which line or asset condition is driving recurring rework?
- Which owner must close corrective action before next batch?
- Which quality risk requires escalation before handover?