Police say the shooting happened just before 11 p.m. Wednesday.
They say three men got into some kind of disturbance before the deadly shooting at the H2O Sports Bar & Lounge.
"They were leaving and were followed and shot down while driving down Richmond," Detective Aarington said. "At this time, we don't have a lot of information as far as who the suspect is. We're still checking video surveillance cameras and interviewing witnesses."
Police say a passenger in the car was shot and killed.
They say the gunman fired seven to nine shots.
If you have any information, you're urged to call Crime Stoppers.