The good news is, if you've run this process a bunch of times with votes, you should have a lot of raw material from which to make a rubric, and then the only process change you need is "lose the vote, and instead randomly select someone to evaluate the rubric against the submission". Your process will get more efficient and more accurate at the same time, which isn't usually a win you get to have. :)