Corrosion is a natural undesirable occurrence due to chemical and electrochemical reaction of metals with encompassing environment, as a result it deteriorates and damages the surface of the metallic material. It has a significant short and long-time economic impact because it creates failure, leakage and damages of metal. Every year it causes billions of dollar damages. Because of diverse boundary of corrosion surface and different level of texture it is very difficult to detect corrosion using current technologies. Hence, there is a need to investigate the robust corrosion detection algorithms that are suitable for all degrees of corrosion level. In this paper firstly, we have illustrated different class of Artificial Intelligence and secondly AI application approached in corrosion monitoring is explained. The outcomes of this review paper will bring forward the new and additional knowledge to develop the different AI methods which can avoid unexpected failure and damages due to corrosion