Sohy is correct. A comparison between two uses cheaper, a comparison between three or more uses cheapest.
Similarly, if I say "my older sister", I mean I have only one sister and I am younger than two. If I say "my oldest sister", I mean I have more than one sister and I'm referring to the one born first.