What we say: "We will learn from this"...
What we mean: I'm a person in public office whose department has been caught out being incompetent. BUT IT'S NOT MY FAULT!!
What it says about us: I'm a person who doesn't like being caught out, and my statement is intended to sound reassuring and innocent at the same time. Should make the dust die down quickly, hopefully.