This is 100% correct. The cost is in the appeals process.

And even with the extensive appeals process, we still wind up executing innocent people. There really isn't any excuse to use the death penalty outside of a revolutionary context, and even then, Mao's treatment of Emperor Puyi is in every way superior if you have the luxury to do it.