according to chili pepper madness, ranchero sauce is a tomato base sauce with a large amount of peppers. with the numerous peppers, the sauce tends to be spicy, bold, and flavorful. yet, the sauce is more than just tomatoes and peppers. depending on the recipe, herbs, spices, and dried chiles can be added to the mix.