Pharmaceutical manufacturing
Batch-record QA review, rebuilt around the checks that mattered.
- Problem
- Manual batch-record reviews created compliance risk and consumed thousands of hours of expert QA time.
- Intervention
- Mapped all 47 compliance checkpoints, then built an AI review assistant that links every finding to the exact page and field.
- Outcome
- QA time per batch record fell from 6.4 to 1.8 hours and re-reviews from 34% to 9%. Now running on every active product line.
- Evidence
- Measured in pilotAgainst baselines agreed before any code was written.






