I also think this is a good idea, and hereby vow to buy a membership when HPMoR is finished for this purpose of voting it for Best Novel. As pointed out, even being nominated would get it a lot more attention.

I'm hoping for something like Neil Gaiman had when he won and then they banned comics/graphic novels afterwards.