Automated use case evaluation, onboarding and gamification

Systems and methods for improving an onboarding process of a use case received from a user device using machine learning by automatically evaluating a potential to implement machine learning on the use case and automating the onboarding process, which may include receiving and processing an initial use case data set using a trained tractability machine learning model to generate a first determination whether the use case is machine learning tractable. The trained tractability machine learning model is trained using historical tractability data. Generating an onboarding machine learning model for solving the use case based at least upon the first determination the use case is machine learning tractable. Receiving a feedback data set and processing the initial use case data set and the feedback data set using the trained onboarding machine learning model.