The primary mechanism by which humans perceive taste is through taste buds, which are sensory organs located on the tongue. These taste buds contain taste receptor cells that respond to chemicals in food, allowing us to distinguish between different flavors like sweet, sour, salty, bitter, and umami. This perception is crucial for flavor identification and influences dietary choices.