Augmented reality techniques for monitoring and controlling continuous sheetmaking systems superimpose real-time sheet quality measurements onto images of the sheet and/or machine during production. A portable, hand-held computer device that is equipped with a camera, such as a tablet or smartphone, enables an operator to direct the device at the sheet along specific locations of the papermaking machine and view an indication of one or more quality measurements that are superimposed over the image of the paper. The operator can assess and resolve problems associated with the sheet being produced and/or machine.