Empirical evidence shows monetary shocks have two temporary effects on the distribution of prices: the dispersion of prices increases and some prices change in the ‘wrong’ direction. We present a model that produces the observed relations between monetary shocks and the distribution of prices. In our model, firms are related to each other through a production network. New money enters the economy through some firms and percolates to other firms through demand and supply linkages.