Abstract: Systems and methods are provided that automatically detect and correct website and application layout anomalies to improve the overall user experience. The detection and correction system may leverage at least one algorithm that is trained using a dataset. The dataset may be a compilation of webpage and application layouts associated with various combinations of devices, hardware, and software components. Each detected layout anomaly and corresponding corrective action, along with associated operating environment characteristics, may be used to augment the dataset to improve the efficiency and effectiveness of the detection and correction system. In this way, a consistent and positive user experience across website versions, application versions, device types, etc., may be delivered to users.