To mitigate privacy concerns, consider using reputable AI tools from trusted sources, review their privacy policies, and be mindful of the data you share and the rights associated with the generated outputs. When in doubt, consult legal or privacy professionals who can provide specific guidance based on your circumstances to turn 2D images into 3D.