In addition to caption generation, the predictive control module of the system proved to be a valuable tool for forecasting future behaviors of gas capture processes. The accuracy of the predictive model, as measured by Mean Absolute Error (MAE) and Root Mean Squared Error (RMSE), demonstrated that the system could provide reliable predictions that operators could use to make informed decisions. .