Dr Meera Santosh argues that healthcare AI must progress from promising algorithms and pilots to clinically validated, safe, and trustable bedside tools. She emphasizes clinical involvement from problem definition through validation, robust governance, integration with hospital workflows, accountability, and ongoing monitoring to ensure AI improves outcomes, supports decision-making, and remains reliable in real-world patient care.