Review design
Define purpose, risk, scope, protocol context, data sources, event categories, and review criteria.
Audit trail review
See the sequence, context, and evidence together.
High-volume audit trail data becomes meaningful only when events are interpreted in relation to protocol context, sequence, timing, user role, and associated activity.
Perspective
Quality Associates combines structured data preparation, assisted analysis, and qualified expert review. AI helps surface patterns and organize evidence; it does not independently decide what an event means or reach the final conclusion. Engagements can begin as a bounded pilot or proof of concept to evaluate data readiness, review logic, and fit before broader use.
Accountability model
AI assists. Experts conclude.
Qualified experts remain responsible for interpretation and conclusions. Source evidence is preserved, and any normalization or consolidation must remain traceable to the originating records.
Capabilities
Specialist support, connected to the whole system.
Scope is tailored to the engagement; these are the core areas in which Quality Associates can contribute.
Data normalization
Normalize heterogeneous audit trail data into a canonical event model so related technical records can be consolidated into meaningful events.
Evidence consolidation
Preserve source evidence, lineage, and traceability as related records are connected for review.
AI-assisted analysis
Use assisted methods to organize events, identify relationships, and direct expert attention.
Expert interpretation
Qualified reviewers assess significance in context and remain responsible for conclusions.
Pilot engagements
Evaluate feasibility, data readiness, review logic, and value through a bounded pilot or proof of concept before broader use.
Approach
Context first. Evidence throughout.
A clear sequence keeps the work rigorous while avoiding unnecessary process.
- 01
Prepare
Confirm questions, protocol context, systems, source formats, access, and preservation requirements.
- 02
Normalize
Translate and, where appropriate, consolidate related source records into consistent canonical events without losing their evidentiary relationship.
- 03
Relate
Examine sequence, timing, identity, role, linked records, and surrounding activity.
- 04
Interpret
Apply qualified human judgment, document rationale, and reach traceable conclusions.
Typical applications
Where this work can apply.
- Clinical trial audit trail reviews
- Data-integrity investigations
- Targeted system reviews
- Method feasibility assessments
- Pilot and proof-of-concept engagements
Start a conversation
Bring the right level of assurance to the next decision.
Begin with a focused discussion about context, risk, evidence, and the outcome you need.