Case Studies

LIMS Validation for Biotech Scale-up

Risk-based CSV program package (URS/FRS, RA, IQ/OQ/PQ, TR) cut validation cycle time by 30% while meeting Annex 11 expectations.

eQMS Implementation for CDMO

QMS harmonization, SOP suite, and inspection‑readiness program reduced deviations by 22% in the first quarter.

AI-assisted Test Evidence Collection

Controlled AI tooling auto-generated test evidence and summaries, improving coverage and auditability.

GxP AI/ML Validation Governance

Defined intended use, risk stratification, dataset governance, model versioning, and monitoring controls to operate AI under GxP with clear audit trails.

ISO/IEC 17025 Readiness for Oil & Gas Laboratory

Built calibration program, uncertainty budgets, and instrument lifecycle docs (DQ/IQ/OQ/PQ) to pass third‑party accreditation.

Enterprise Data Integration: Instruments → LIMS → ERP/MES

Led target architecture, governance, and implementation of API/ETL pipelines and master data governance to eliminate manual transcription, improve data integrity, and accelerate batch release.

Environmental Lab LIMS & Data Integrity

Implemented LIMS with audit trails and user controls; trained staff on ALCOA+; reduced transcription errors by 40%.

FinTech SOC 2 Readiness & Control Mapping

Established control framework, evidence collection process, and SDLC/change-control practices to support SOC 2 audit readiness without slowing delivery.

Payments & Data Integration Modernization

Designed target architecture and integration plan for a payments/data platform, improving traceability, reducing manual reconciliations, and enabling real-time reporting.