This article explores how computer vision in healthcare is transforming patient monitoring by detecting falls, distress, and unsafe behavior in real time. It supports staff by acting as an ever-watchful assistant, improving safety and response times. When used ethically, it enhances care without compromising patient privacy. Computer vision isn’t the future—it’s already here, quietly making hospitals smarter and safer.