Devices, systems, and methods for real-time peeling are disclosed. Peeling can include including evaluating and controlling one or more peelers to remove peel from organic materials. Evaluation can be performed by an evaluation system including a convolutional neural network to determine a peel value. Control can be performed by a machine learning model on the basis of the peel value. Control can include determination of real-time settings for peeler tool speed and/or gate position.