Krijack, With brick, usually the windows are inset abit and a good seal can be made with caulking (make sure to get some that is for masonry as some won't adhere well), and as brick is a bit more stable than wood it moves less with the heat, cold and moisture.
Wood moves a bit with the varying conditions and it can be hard to get caulk to hold between the wood and the window.