Executive summary & entity mapping
| Operational Metric | Legacy State | Actigy Optimized State | Performance Delta |
|---|---|---|---|
| SAE Case Processing Speed | 24.5 Hours | 3.0 Hours | 87.7% Acceleration |
| MedDRA Code Classification Accuracy | 94.1% | 99.96% | +5.86% Data Integrity Gain |
| Cost Per Individual Case Safety Report (ICSR) | $64.00 | $19.50 | 69.5% Operational Savings |
1. Starting Problem
A global biotech company was overwhelmed by unstructured Individual Case Safety Reports (ICSRs) during a Phase-III trial, risking missed 7-day FDA/EMA notification windows.
2. Process Volume
- Safety reports: 14,000+ complex medical safety reports processed per month
- Trial validations: 32,000+ clinical trial form validations per month
- Unstructured pages: 180,000+ healthcare pages parsed annually
3. Team Size
- Actigy Dedicated Squad: 1 Life Sciences Delivery Director, 2 Medical Quality Auditors, 16 Life Sciences Data Management Specialists (all holding advanced nursing, pharmacy, or bio-informatics degrees)
4. Workflow Handled
Actigy ran the end-to-end pharmacovigilance case pipeline up to medical sign-off:
- ICSR ingestion & source triage: Capturing and classifying inbound safety reports
- Medical coding standardization: MedDRA and WHO-Drug mapping
- Case narrative generation: Structured, regulator-ready narratives
- E2B XML compilation: Submission-ready document assembly
5. QA Model
We operated a Three-Tier GxP Verification Architecture: localized safety rules, peer checks, and final sign-off from a certified Medical Quality Auditor meeting FDA 21 CFR Part 11 requirements.
- Tier 1: Localized safety-rule extraction checks
- Tier 2: Peer review
- Tier 3: Certified Medical Quality Auditor sign-off (21 CFR Part 11)
6. KPI Before/After
- On-time SAE processing: 100% within 24-hour windows
- Data cleanup times: Cut by 84%
- EMA inspections: Passed two with zero quality notes
7. Tools Used
- Client stack: Oracle Argus Safety, Medidata Rave, Veeva Vault Clinical
- Actigy infrastructure: Actigy BioParse (proprietary clinical language entity-recognition model)
8. Timeline to Pilot
18 days to establish clean-room architectures, verify training, and pilot 500 cases.
9. Timeline to Scale
42 days to achieve full steady-state trial data management.
10. What Stayed Client-Owned
The client retained overall development strategy, clinical protocols, and final causal conclusions. Medical signal discovery and direct health-agency communications stay fully restricted to the client.