The challenge
Paper PM logs failed cGMP scrutiny routinely; calibration cycles drifted from manufacturer specifications; deviation investigations took 6–8 weeks to close because retrospective batch-impact analysis was a manual paper exercise. The site had received maintenance-related 483 observations on every FDA inspection in its 22-year history.