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At the Renal Research Institute’s most recent symposium in Houston, Linda Moore, PhD, RN, Director of the Scientific Core, Department of Surgery at Houston Methodist Hospital, presented Precision Nutrition Needs & Precision Tools. In this session, Dr. Moore explores how advances in AI, natural language processing, and data standardization can help transform nutrition care. She discusses how unstructured dietitian notes can be summarized and analyzed to reveal meaningful patterns, support quality improvement, and enable more personalized care planning for transplant and chronic kidney disease patients. The presentation also examines future possibilities, from using metabolomics to identify dietary patterns through routine blood tests to integrating patient-reported dietary data directly into clinical workflows. Throughout, the focus remains on reducing documentation burden, improving efficiency, and helping care teams see the full nutritional picture of their patients. This session offers a practical and aspirational look at how precision tools can help deliver truly precision nutrition.