I'd also suggest invoving sales in the process. Ultimately these leads are going to end up in their hands and in our experience, the sales team had some great insights into the characteristics of a qualified lead in their eyes.
Not saying you should let them dictate how you set things up and how you weight certain behaviors/demographics, but their opionions can be valuable!