What you are describing has been touched on by a few other commenters here, and it really works for me too. Psychology even has fancy terms for why this works: devision fatigue and the paradox of choice.
I've taking minimizing my decisions to an extreme in some areas. My meals normally consist of food from a small group and when I'm travelling, the local food I go out to try or when I'm meeting people is normally burgers.