Phil Steinmeyer wrote an blog entry ‘From Concept To Completion’ which shows how he tested different art concepts before actually started the game development. I find this interesting way to research what you players want. Same testing can be applied to other different aspects as well.
In the end – it’s the players who decide whether they play your game or not. Art made for them is more important than art made for only you.