Systems and methods are disclosed for visualizing products in a single-page application. Consistent with disclosed embodiments, an application system can receive from a client system, during rendering of a webpage received by the client system from a host system, a request for a script associated with the host system. The script can be executable by the client system to perform operations including modifying the webpage to include a visualization application in response to a selection of a visualization control in the webpage by a user of the client system. Consistent with disclosed embodiments, the application system can receive, from the visualization application, a request to display a product in a first image. A location can be identified in the first image using a machine learning model. Instructions can be provided to the visualization application for displaying the product at the location.