This study used non-invasive optical and atomic force microscopy techniques to investigate collagen glycation in equine pericardium tissue treated with ribose. Increased two-photon excited fluorescence and decreased second harmonic generation signals indicated formation of pentosidine crosslinks, with Raman spectroscopy achieving 90% accuracy in classifying glycated tissue after 30 days. These multimodal methods offer a label-free approach to monitor glycation-related structural changes relevant to diabetic complications.