Systems, computer program products, and methods are described herein for intelligent multimodal classification in a distributed technical environment. The present invention is configured to retrieve one or more multimodal communications from a data repository; initiate one or more feature extraction algorithms on the one or more communication modalities to extract one or more features; generate a training dataset based on at least the one or more features extracted from the one or more communication modalities; initiate one or more machine learning algorithms on the training dataset to generate a first set of parameters; receive an unseen multimodal communication; generate an unseen dataset based on at least the unseen multimodal communication; classify, using the first set of parameters, the unseen multimodal communication into one or more class labels; and initiate an execution of one or more actions on the unseen multimodal communication based on at least the classification.