As consumer awareness around health, nutrition, and dietary transparency grows, accurate calorie information has become a critical requirement for food businesses, aggregators, and health-tech platforms. In highly regulated and competitive markets like the United States and Australia, accessing reliable menu-level calorie data at scale is both essential and challenging.