Primary producers are organisms that convert inorganic substances into organic matter, serving as the foundation of the food chain by providing energy for all other trophic levels. They primarily include plants, algae, and certain bacteria that perform photosynthesis or chemosynthesis to produce energy-rich compounds like glucose.