It takes about two to three weeks for sweet potatoes to grow eyes. This is a relatively fast process compared to other vegetables, which can take several weeks or even months to develop eyes. Sweet potatoes need warm temperatures and plenty of moisture in order to grow properly. If the conditions are too cold or too dry, the potato will not develop eyes and will not be able to sprout.