Testing plays a vital role in software development, but in the realm of video games, the process differs from traditional software development practices. Game developers typically rely on human testers who are provided with checklists to evaluate various elements. While major game developers already employ automated testing using script-based bots, the increasing complexity of video games is pushing the limits of scripted solutions, necessitating the adoption of more advanced testing strategies. To assist game studios in enhancing the quality of their games through automated testing, we propose the integration of Behavior Driven Development (BDD) with Reinforcement Learning (RL). This positional paper summarizes our proposal and framework under development.