When unit price information appeared on shelf tags, shoppers saved an average of 1 percent on their grocery bills. They did so mostly by purchasing the larger-sized packages of whatever brand they bought. However, when unit prices appeared on lists comparing different brands, shoppers saved an average of 3 percent on their bills. They did so now mostly by purchasing not larger sizes, but cheaper brands.