State attorneys general are leveraging existing consumer protection and privacy laws to police artificial intelligence. This strategy bypasses the need for new AI-specific statutes to trigger regulatory scrutiny. Compliance teams must now audit LLM deployments against legacy professional licensing standards. Failure to align with these established rules risks immediate enforcement actions.