Keep the extra innings just for the playoffs.
Replace the extra innings in regular season with shoot-out like system. Something on the lines of home run derby.
Games will get over quickly.
I mean this is a 162 game season and with so many games going extra innings, they need have a quick format to avoid these long matches.