One variation of a method for personalizing food orders includes: from a patron, receiving a taste feedback for a first food item in a first food order submitted previously by the patron; predicting an absolute food preference of the patron from the first food order; predicting a relative taste preference of the patron based on the taste feedback and a recipe of the first food item; generating a taste profile of the patron based on the absolute food preference and the relative taste preference; from the patron, receiving a selection for a second food item in a new food order, the second food item different than the first food item; applying the taste profile of the patron to a recipe for the second food item to generate a personalized recipe; and submitting the personalized recipe with the new food order to a robotic food assembly apparatus.