AI Governance Institute logo
AI Governance Institute

Practical Governance for Enterprise AI

← All news

Topic

Data Leakage

Data leakage refers to the unauthorized or unintended disclosure of sensitive business or personal information outside an organization's secure boundaries. In the context of AI governance, data leakage is critical because AI systems trained on or processing confidential data can inadvertently expose that information through model outputs, embeddings, or inference logs, creating compliance violations under GDPR, HIPAA, and other regulations. Organizations must implement strict data handling protocols, access controls, and monitoring mechanisms to prevent leakage and maintain the confidentiality guarantees required for responsible AI deployment.

1 item