The purpose of the bootloader in computer systems is to initialize hardware and load the operating system (OS) during the startup process. It acts as a bridge between the hardware and the OS, performing essential tasks such as hardware checks and configuration. Bootloaders may vary in complexity, from simple ones used in embedded systems to more complex ones like Grub for Linux, which can offer multifaceted options for booting different operating systems.