The food industry is increasingly recognizing the opportunities offered by artificial intelligence, but the path to successful AI applications starts with data. This presentation explores the prerequisites for AI adoption, including digitalization, data management and data quality. We will also demonstrate how generative AI creates new opportunities to build training datasets faster and more efficiently.