Key steps to scale Physical AI in organizations

Physical AI deployment in homes, factories, and hospitals requires machines to perceive, interpret context, and act autonomously in the real world. Leaders must overcome edge device constraints, regulatory compliance, and environmental considerations. They also need to demonstrate manageable operational costs and clear ROI to senior leadership for scaling.