In the case of three people sharing one pizza:

Slice the pizza in four, and eat three of the quarters (the two people who aren't slicing picking first of course). Repeat with the remaining quarter until what's left is not worth being disappointed about.

I would never actually do this, but it's a good illustration of limits of geometric series.