The "just" in having to analyze some results and come to the conclusion that I need to rerun the query with some prefix is not so convincing. I've already wasted time at that point.
As to rerun the query, that's what the back button is for. Simply hit back, add your bang and enter. Most browsers keep that page in cache so going back is pretty quick.