Metrics and Observability: Make Compliance Measurable
Metrics drive defensible decisions and make compliance auditable. Define and operationalize a metrics catalogue that maps to obligations: robustness, fairness, explainability stability, and provenance completeness. Instrument pipelines to produce those metrics continuously and surface them with alert thresholds tied to SLAs and compliance SLIs.
Key points
Create a metrics catalogue mapped to regulatory obligations.
Continuously produce and store metrics from pipelines for dashboards and alerts.
Tie thresholds to SLAs and compliance SLIs for automated gating.
Use metrics for executive reports and technical/legal alignment in post-mortems.
Read the full framework and prescriptive recommendations: versprite.com/blog/navigatin…#AIMetrics#ComplianceEngineering#EUAIAct#MLObservability#Governance
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