Abstract: Systems and methods are described for operationalizing AI models using web-based user interfaces. The system may receive a first user input uploading of a software container, wherein the software container comprises a data model written in a first programming language. The system may generate for display, in a user interface of a web application, a prediction based on the data model, wherein the web application is written in a second programming language, and wherein the web application is configured to receive selection of the parameter and execute, in the software container, the data model.