Automated food item consumption and nutrition tracking and analytics. By providing closed-form visual food item consumption data entry generally contemporaneously with food item consumption, nutrition characteristics of the consumed food items are analyzed to compile reports and identify trends. A reporting service generates reports of food item consumption and associated nutrition intake for distribution to computing devices via a communications network.