Regardless of the time of day you decide to fly, the ticket price will remain around the same. Book flights from Wilmington to Augusta as you normally would.
This is defined as Wilmington New Hanover County Airport (ILM) and Augusta Bush Field Airport (AGS). Codes like Augusta Bush Field Airport are often used to just call airports uniquely.