The Drake equation almost always appears as a single multiplication. That's wrong by construction: every factor has orders-of-magnitude uncertainty, and propagating the uncertainty changes the answer qualitatively. The Monte Carlo runs 10⁴ samples over your prior cube and returns the posterior on N — including P(N < 1), the probability humanity is alone in the Milky Way.