The shooting happened just after 8 p.m. in the 4700 block of Chamounix Drive near Belmont Mansion Drive.
Police said officers in the area heard gunshots and then stopped a Jeep riddled with bullet holes that was speeding through the area.
Inside the vehicle, officers found a 28-year-old man and a 27-year-old woman suffering from gunshot wounds.
Both victims were taken to a hospital and are listed in stable condition.
Police have not identified any suspects.
There's no word on what led up to the gunfire.