AI startups must comply with data privacy laws like the General Data Protection Regulation (GDPR) in the EU, the California Consumer Privacy Act (CCPA) in the U.S., and other regional laws. These regulations govern data collection, processing, storage, consent, and user rights, requiring startups to implement strict privacy, security, and transparency practices.