A method for monitoring cooking in an oven appliance includes drawing cooking vapors or gases from a cooking chamber to a fluid analysis assembly and exposing a plurality of fluid sensors of the fluid analysis assembly to the cooking vapors or gases. The method also includes establishing a response pattern of the plurality of fluid sensors with a machine or statistical learning model(s) and determining a cooking status of the food item within the cooking chamber based upon the response pattern of the plurality of fluid sensors.