Governance First: Why AI Safety and Control Must Precede Scale

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Key Topics

 

  • The components of enterprise AI governance: policies, standards, procedures, controls, and oversight
  • Risk frameworks for classifying and managing AI risk across use cases
  • Governance structures: AI Governance Council, Model Risk Committee, SME Review Panels
  • Escalation logic: Teaching AI when not to answer
  • Monitoring, drift detection, and continuous compliance
  • What happens when governance is missing: real-world failure patterns

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