BOT's influences on system planning and operation in the course of electricity market are analyzed, and a BOT's cost-benefit analysis model is presented based on long-term generation expansion planning (GEP). To incorporate the additional constraints brought by BOT's entry and to solve GEP problem more efficiently, a genetic algorithm based GEP method is developed. Finally, the feasibility and effectiveness of the proposed method are demonstrated on a practical test system.