I prefer cornstarch for beef gravy. In this beef gravy recipe, cornstarch creates a thickened sauce that is translucent and glossy, without diluting the beefy flavor. Flour technically works, but it creates a thicker, more opaque brown gravy that needs to cook longer to cook out the flour taste.