Having a credible monetary policy also makes it possible to abstain from reacting to most relative price shocks.
For example, if a sudden jump in the world price of oil translates into a greater-than-expected rise in the CPI, the fact that we are focusing on inflation 18 to 24 months down the road means that we can ignore this effect, since it will likely have no impact on inflation expectations.