I'm not sure I'd consider it "almost nothing"; if your startup budget is $10k and ramen, it's a noticeable chunk of that. In California, it's $800 per year to keep an LLC incorporated, plus an extra $200 or so the first year in fees. In NYC, it's $1500 or so to set up an LLC. Some states are cheaper, though (Texas is a one-time $300).