A process is implemented in a printer having a release agent application system that enables a controller in the printer to detect gel ink in the release agent application system exceeding a predetermined threshold. The process monitors a plurality of print characteristics with reference to print data and quantifies a risk of gel ink developing in the release agent application system. The print characteristics include a print area value identifying a total surface area of a print, an inked area value identifying an area of surface area covered with ink, and a print type indicating whether the print is a simplex print or a duplex print.