The bottom line is this - converting to insulated glass units with low-E and argon gas will make traditional, single glazed windows about 70% more efficient. Now, that doesn’t mean the room or the home is 70% more efficient, that’s just the windows. The expected savings for a room or the whole home is more in the 20% range. Below are some documents that back up put together by the U.S. Department of Energy.