Food delivery platforms struggle to generate authentic product photography at scale without human photographers

Food delivery services like Just Eat need high-quality, accurate photos of restaurant dishes to drive orders, but hiring professional photographers for thousands of restaurants is prohibitively expensive and slow. AI-generated food images are unreliable and produce visibly fake, unappetizing results (bacon in cola, chips in muffins) that damage brand trust and reduce conversion rates. Current solutions fail because AI lacks the contextual understanding of food composition and plating that humans possess.