Yes. Merchants in the Chase rewards restaurants category are merchants whose primary business is sit-down or eat-in dining, which includes fast food restaurants. Keep in mind, some merchants that sell food and drinks that are located within larger merchants such as sports stadiums, hotels and casinos, theme parks, grocery and department stores will not usually be included.