A print setting prediction method in a print system for providing print data to a printer across a network includes accepting document data as a print target; issuing print data based on print setting indicated by the print request; causing an accumulation unit to accumulate, as collected data, print setting used for issued print data and document attribute information indicated by document data in association with each other; generating, from the collected data, training data including a pair of input data containing the document attribute information and ground truth data containing the print setting; generating, by machine learning, a learning model by using the training data; predicting print setting by using the learning model and by using document attribute information indicated by the prediction request; and providing the predicted print setting to a request source.