This research developed a new optimization model for creating constructive political discussion groups, focusing on political representativeness, lexical compatibility, and gender representation. The study introduced heuristic and metaheuristic algorithms to solve this optimization problem, effectively generating balanced and representative groups. These contributions are significant in computational political science, enhancing democratic and inclusive political discourse.