Power-On Self-Test (POST) is a diagnostic testing sequence that a computer's firmware runs to ensure that hardware components such as memory, disk drives, and peripherals are functioning correctly before the operating system loads. It is crucial for detecting hardware failures early in the boot process, providing error codes or beeps to indicate issues to the user or technician.