This research seeks to cover the need to find the shortest route, considering the distance between geographical points, based on Haversine's theory, to find the optimal route of a set of points in space or gps. The artificial intelligence-based model called a genetic algorithm has been used. Applying the evolutionary model for optimization has resulted in a duration of 24.7 and 210.6 sec, with adaptation functions of 0.79 and 0.76, 76 and 206 generations to the tests carried out of 10 and 100 points respectively. Demonstrating that by applying the genetic algorithm it is possible to find the possible best solution, which is the short route of n geographical points.