Billy Dukes of Taste of Country gave the song three and a half stars out of five, writing that "strong songwriting and clean country-rock production help ‘Point at You’ resonate with fans new and old." Ashley Cooke of Roughstock gave the song four stars out of five, calling it "lyrically a bit more adventurous and fun with a lyric that rings true to Justin's own life."
The music video was directed by Peter Zavadil and premiered in May 2013. It tells the story of a man whose patient girlfriend repeatedly bails him out of jail and distracts the police when he gets in dangerous situations and fights. His girlfriend in the video is played by 2014 Miss Alabama USA winner Jesica Ahlberg.
"Point at You" debuted at number 57 on the U.S. BillboardCountry Airplay chart for the week of March 30, 2013. It also debuted at number 33 on the U.S. BillboardHot Country Songs chart for the week of April 6, 2013. It also debuted at number 97 on the U.S. BillboardHot 100 chart for the week of June 15, 2013. It also debuted at number 100 on the Canadian Hot 100 chart for the week of August 10, 2013.