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AI Risk Controls

AI risk controls are technical, operational, and governance mechanisms designed to mitigate potential harms and unintended consequences from AI systems across their lifecycle. For enterprises, implementing robust controls is essential to prevent model failures, data breaches, bias propagation, and regulatory violations that could damage reputation and incur substantial costs. These controls span model monitoring, access restrictions, output validation, and incident response procedures, forming a critical layer of organizational defense in responsible AI deployment.

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