I was asked to create this list as a newbie in my hometown of Atlanta. I spent the last 13 years eating my way through NYC, here are my suggestions for people like me in Atlanta.
Pepper: This should be the Gramercy Tavern of Atlanta. Best food, hands down. Clean, fresh, creative but not so Southern in that it has bacon in everything. Bar is good for eating.