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Practical Governance for Enterprise AI

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PII Exposure

PII exposure refers to the unintended disclosure or compromise of personally identifiable information such as names, addresses, social security numbers, financial data, or health records. In AI governance, PII exposure is a critical compliance concern because machine learning models trained on or processing sensitive personal data can leak this information through model outputs, training data memorization, or inference attacks. Organizations must implement strict data governance, access controls, and privacy-preserving techniques to prevent PII exposure and meet regulatory requirements under GDPR, CCPA, HIPAA, and similar frameworks.

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