The aim of this work is to present the analysis of the rate of convergence of a stochastic particle method for 1D viscous scalar conservation law equations. The convergence rate result is \mathcal O(\D t + 1/\sqrt{N}), where N is the number of numerical particles and \D t is the time step of the first order Euler scheme applied to the dynamic of the interacting particles