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AI Governance Institute

Practical Governance for Enterprise AI

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Enterprise Controls

Enterprise controls are systematic policies, processes, and technical mechanisms that organizations implement to manage risk, ensure compliance, and maintain operational integrity across their business functions. In the context of AI governance, enterprise controls encompass access management, audit trails, data lineage tracking, model validation, and decision oversight to ensure AI systems operate within approved parameters and regulatory requirements. These controls are essential for enterprises to demonstrate accountability, reduce liability exposure, and maintain stakeholder trust in their AI deployments.

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