AI applications are becoming a primary target for cyber threats due to their reliance on vast amounts of sensitive data. Traditional security measures often fall short in protecting AI-driven environments. A privacy vault is essential for securing AI data, ensuring that sensitive information is protected while enabling innovation. AI models depend on vast datasets for training and operation, but this dependency introduces critical security risks.