Game Theory in AI involves analyzing strategic interactions where rational agents make decisions to maximize their own outcomes. It helps in designing algorithms for multi-agent systems, negotiations, and competitive environments by predicting behaviors and outcomes. This mathematical framework is essential for developing AI that can effectively collaborate, compete, or coexist in complex, multi-agent scenarios.