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Authorization Failure

Authorization failure occurs when a user, system, or process is denied access to a resource or action due to insufficient permissions or credentials. In AI governance contexts, these failures are critical because they prevent unauthorized modifications to models, datasets, and deployment pipelines that could compromise system integrity or introduce bias. Tracking and analyzing authorization failures helps enterprises identify security gaps, enforce principle of least privilege, and maintain audit trails required for compliance frameworks like SOC 2 and HIPAA.

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