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Practical Governance for Enterprise AI

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Sensitive Data

Sensitive data refers to information that requires protection due to its confidential, personal, or regulated nature, including personally identifiable information (PII), financial records, health information, trade secrets, and proprietary business data. In AI governance and compliance contexts, proper handling of sensitive data is critical because AI systems trained on or processing such information create significant privacy, security, and regulatory risks if not adequately safeguarded. Organizations must implement technical controls, access policies, and audit mechanisms to ensure sensitive data used in AI workflows complies with regulations like GDPR, HIPAA, and CCPA while maintaining data integrity and preventing unauthorized disclosure.

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