AI tools now manage clinical scheduling, drug dispensing, and diagnostic decisions across the healthcare industry. This transition moves technology from controlled research environments into messy, real-world clinical workflows. Practitioners must now solve the harder problems of integration and reliability. Success depends on moving past pilot programs to achieve scalable, safe patient outcomes.