This research work investigates the possibilities to develop a computational model able to produce natural language meaningful summaries of posts referring to a specific topic, using social media information. For this target, Artificial Intelligence techniques as Transformer based Neural Networks are used as well as a combination with other relevant techniques, to propose an effective model suitable for the cases of large amount of information.