In 2012, he attempted to qualify for the Daytona 500 in a family-owned No. 23 Toyota, but failed to make the field. Richardson ran the 2013 DRIVE4COPD 300 in the No. 23 car to 9th place, his best career finish, and ran a limited schedule for the remainder of the year.