Your Ultimate Guide to Food and Nutrition Labels - Aaptiv Labels. "Food labels are basically any claim made on a food product, from hard-core facts regulated by government agencies—FDA, USDA—to promotional hype generated by advertising agencies," Passler explains. This is where labels can get misleading. Terms such as "light" and "enriched with" have specific, regulated meanings.