Peterson qualified for the 2012 U.S. Open through sectional qualifying. In the third round, he was paired with his mentor and fellow LSU alum David Toms, and Peterson also got a hole in one at the par 3 13th hole. He finished the tournament tied for fourth, which earned him exemptions to the 2013 Masters Tournament and U.S. Open.