I am a self employed consultant and work in multiple states throughout the year, usually for less that 3 months each. Where do I file taxes?

You have to file taxes in each of the states where you physically worked and earned money. Here's an article on this topic:
Ttp://arborlaw.biz/blog/2008/02/01/income-taxes-in-multiple-states/