Gochujang is a Korean chili paste that is spicy and sweet. If you can't find gochujang at your grocery store, it should be available at a local Asian market or online. If you need a substitute, you can make your own substitute following this recipe. In a pinch, make a mix of red pepper flakes, soy sauce and brown sugar and substitute it for the gochujang.