AI data security testing focused on data retention, lifecycle management, and secure deletion for training and inference datasets. Verifies compliance with retention policies, complete deletion of sensitive data when requested, PII management in trained models, and data deletion capabilities post-training. Also covers backup security and protection against data remanence in ML storage.