AI Governance for BFSI and Public Sector: Building Trust Into the Pipeline

Controls at every stage

Risk & Compliance IQ treats model risk the way mature institutions treat credit risk: documented, monitored and owned. That means lineage from source record to recommendation, and evidence retained for every automated action.

A practical control set

These are the controls examiners and inspectors ask about first.

• Data lineage and access control by role and jurisdiction
• Human-in-the-loop thresholds tied to materiality
• Immutable audit trails for advice, approvals and automation
• Drift, bias and performance monitoring with alerting
• Documented model inventory, owners and review cadence

Trust compounds

Institutions that instrument governance early expand AI faster, because each new use case inherits controls that are already approved.