AI Use Case Catalog
Curated library of AI use cases relevant to pharmaceutical operations. Track maturity from idea to production.
Total use cases
15
In pilot
8
Validated / Production
5
Ideas
2
Function
AI Type
Status
| ID | Use case | Function | AI type | Data sources | ROI | Complexity | Status | Owner | |
|---|---|---|---|---|---|---|---|---|---|
| UC-01 | Error detection in batch manufacturing records | Production | Hybrid | eBMR, MES | Fast | Medium | Pilot | R. Kapoor | |
| UC-02 | Yield deviation alerts | Production | Traditional ML | MES, LIMS | Fast | Low | Validated | R. Kapoor | |
| UC-03 | Equipment usage & abnormal activity detection | Production | Traditional ML | Equipment logbooks | Medium | Medium | Pilot | A. Khan | |
| UC-04 | Trend analysis & root cause suggestion | QA | GenAI | Deviations, CAPA | Medium | High | Pilot | S. Iyer | |
| UC-05 | CAPA effectiveness tracking | QA | Traditional ML | CAPA records | Fast | Low | Production | S. Iyer | |
| UC-06 | Audit observation pattern analysis | QA | GenAI | Audit reports | Medium | Medium | Idea | S. Iyer | |
| UC-07 | QC anomaly detection on test results | QC | Traditional ML | LIMS | Fast | Medium | Validated | E. Chen | |
| UC-08 | Instrument data integrity checks | QC | Hybrid | Instrument audit trails | Medium | High | Pilot | E. Chen | |
| UC-09 | Stability trend prediction | QC | Traditional ML | Stability LIMS | Slow | Medium | Pilot | E. Chen | |
| UC-10 | Inventory mismatch detection | Store | Traditional ML | WMS, ERP | Fast | Low | Validated | M. Rao | |
| UC-11 | Expiry & shortage alerts | Store | Hybrid | WMS | Fast | Low | Production | M. Rao | |
| UC-12 | Predictive maintenance | Maintenance | Traditional ML | CMMS, sensors | Medium | High | Pilot | A. Khan | |
| UC-13 | Failure pattern analysis | Maintenance | GenAI | CMMS notes | Medium | Medium | Idea | A. Khan | |
| UC-14 | EHS risk prediction | EHS | Hybrid | Incident logs, audits | Medium | High | Pilot | D. Shah | |
| UC-15 | PPE compliance monitoring | EHS | GenAI | CCTV, attestations | Fast | Medium | Pilot | D. Shah |