A method of operation of a compute system includes: capturing an image of a surface of a tire; identifying a tire wear in the image; categorizing the tire wear as a bald region, a crack, a foreign object, low tread, or a combination thereof; generating a wear report includes identifying the tire wear as the bald region, the crack, the foreign object, low tread, or the combination thereof; and transferring the wear report for displaying on a display.