Rich chocolate brown hair dye refers to a hair color that is a deep, luxurious shade of brunette, typically incorporating warm undertones like red or gold, which give it a vibrant and glossy appearance. It is a versatile and popular choice because it can be customized to complement a wide range of skin tones and hair types.