Don't forget that Confederate cavalry made it to the outskirts of Washington, DC during the Monocacy campaign later in 1864. The real beginning of the end didn't really come until Petersburg fell and, with it, the defensive perimeter for Richmond in February 1865.
Historians today recognize Gettysburg as the turning point. Back then, it was seen as just another major battle.