I've eased both Wedge Keyboard and Mouse with my Surface RT and still achieved 7 hours and they work well, but I haven't used it much anymore as I only use my Touch Cover.
It's reviewing well and Microsoft has a history of making good keyboards, but one reason I was attracted to the Surface over the other RT options was the slick touch cover. One less thing to carry around.