I try to always give the pizza guy at least his 15%. I know from when friends did it, that you typically use your own vehicle and have to pay for your own insurance and gas, so the minimum wage you're paid doesn't really add up to much.
Minimum wage? I got 50 cents a pizza, which didn't cover my expenses. If I didn't get decent tips, I didn't make any money at all.