Three constraints in pharmaceutical manufacturing
The batch record is still on paper.
Manual signature rounds and fragmented documents recreate audit risk with every batch.
Deviations are analyzed after the fact.
QC results in Excel and the shift logbook do not raise real-time alerts.
Line planning runs on experience.
The impact of downtime and deviations on the plan shows up only after the delay has grown.


