Context: Regulated analytics platform modernization
Challenge: Validation evidence was fragmented across teams and tools.
Approach: Aligned intended use, rebuilt traceability, and embedded control reviews into delivery cadence.
Deliverables: Validation strategy, traceability matrix, and evidence pack templates.
Outcome: Audit-ready evidence and clearer operational ownership.