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In this article, Peakbridge explores the potential of AI and machine learning to address food safety, transparency and quality challenges across the food supply chain. Examples of challenges faced by the food industry are the disruption of the global food value chain due to the COVID-19 pandemic, the Avian Flu outbreak in the United States, and climate change. AI and blockchain decentralized tracking networks could be used to collect infectious disease data transparently and reliably and to forecast supply and demand with an optimized food network distribution.