Compliance layer

Evidence & Governance Framework

Complete audit trails and governance infrastructure for institutional AI systems.

A comprehensive governance framework that maintains complete evidence chains, audit logs, and compliance records for all AI operations, predictions, and decision processes.

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Evidence architecture

SQL-based evidence storage that captures every stage of the prediction pipeline, from raw data ingestion to final model outputs, with complete traceability.

Pipeline run registry and execution logs

Model training records and performance metrics

Prediction history with confidence scores

Risk calculations and exposure tracking

Compliance features

Built for institutional requirements with automated audit trails, version-controlled models, and reproducible research standards.

Governance dashboards

Dedicated governance dashboards provide visibility into system health, compliance status, and operational metrics for risk managers and auditors.

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