With the A2 being too radical, Southgate penned the Arrows A3 for 1980. The car was competitive, and it was used during the following season as well. In , Patrese scored the team's only Formula One pole position in Long Beach, which he led until retiring with mechanical problems on lap 33 of 80. Arrows finished joint eighth in the Constructors' Championship that year.