Excellence in Energy Efficiency Act of 2012 or the E Prize Act of 2012 - Requires the Secretary of Energy (DOE) to establish a program to award a $1 billion prize to the first automobile manufacturer incorporated in the United States to manufacture and sell in the United States 60,000 mid-sized sedans that operate on gasoline and can travel 100 miles per gallon.