Reliability scorecard

Agreement, calibration, stability/PSI, subgroup robustness — with thresholds and risk flags.

Traceability findings

Lineage gaps, versioning controls, evidence requirements for audit readiness.

QC coverage plan

Sampling strategy, escalation routes, and documented reconciliation policy.

Certification pathway

Remediation plan and the fastest route to certified releases and monitoring baselines.