RF power changing with different bandwidth selected
My question is, when they claim a 1W radio, do they look for a peak of the signal or is it an integration of the entire bandwidth that is 1W.

Power is necessarily the integral of all of the output across frequency.
A helpful way to think about it, is if you transmitted into a resistor, how much would you heat it up?  Some broadband power meters actually work that way.