Write-back Solutions

Close the loop by safely writing curated, governed insights back to operational systems such as EDC and CTMS. We implement API-first, auditable write-back patterns with proper gating, validation, and rollback to improve quality and operational efficiency.

EDC write-back

  • Automated query creation for detected anomalies and reconciliation gaps
  • Programmatic corrections with maker–checker approvals and traceability
  • Derived flags (e.g., protocol deviations, risk signals) synchronized to forms
  • SAE reconciliation status and queries synchronized to EDC

CTMS write-back

  • Risk score updates to enable targeted monitoring and SDV/SDR strategies
  • Visit scheduling and action items driven by centralized insights
  • Milestone and enrollment forecast updates for portfolio planning
  • Payment triggers and accrual adjustments with full auditability

Controls & validation

  • Role-based gating and change control with approvals
  • Idempotent APIs, retries, and rollback strategies
  • Versioning, lineage, and end-to-end audit trails

Compliance-ready patterns

  • 21 CFR Part 11–ready processes and documentation support
  • Segregation of duties and controlled promotion workflows
  • Runbooks for exception handling and inspection readiness

Design

Define eligible write-back actions, guardrails, and approval paths per system.

Implement

Build APIs, auditors, and monitoring; validate end-to-end with representative data.

Operate

24×7 monitored operations with approval logs, rollbacks, and reporting.

Enable safe, auditable write-back

Close the loop with governed updates to EDC and CTMS.