Gwangju to Seoul High-Speed Train
The KTX and Korail trains are the fastest and often cheapest methods of transportation between Gwangju and Seoul. The trip between these two Korean cities takes around 2 hours on an Economy Class seat or Business Class seat if that sounds more like what you're looking for. The tickets can be booked online before boarding.
Rail.Ninja is an online ticket booking platform