Knowledge of liquid holdup and multiphase flow regimes in pipes is very important in pressure drop calculations and the design of surface facilities. To predict the holdup, the flow regime must be determined. Two artificial neural network (ANN) models were developed to identify the flow regime and calculate the liquid holdup in horizontal multiphase flow.