Verification of compliance with data minimization principles and consent management in AI systems, focusing on GDPR and privacy regulations. Includes testing for data collection proportional to the purpose, validation of informed consent mechanisms, control of retention policies, verification of anonymization and pseudonymization, and auditing of personal data usage in AI model training and inference.