 The artificial neural network ANN was able to accurately predict the release rate of nano-encapsulated phenolic compounds, PC, at five hours after incubation. The model had a mean square error of 0.0516 and a correlation coefficient of 0.8413. This article was authored by Luz America Espinoza Sandoval, Claudia Isabel Ocho Martinez and Alfredo Adolfo Ayala Ponte.