A novel approach based on an artificial neural network (ANN) for lifetime prediction of 1.55 µm InGaAsP MQW-DFB laser diodes is presented. It outperforms the conventional lifetime projection using accelerated aging tests. © 2020 The Author(s) OCIS codes: (140.0140) Lasers and laser optics; (200.4260) Neural Networks.