The original interface of the tool included a flow-style visual builder.
The tool was rebuilt as a full-stack app with a React frontend and FastAPI backend to enhance user experience.
The app now features portfolio tracking tabs and detailed analyst breakdown per ticker.
Issues such as frontend crashes due to incompatible data formats and unhandled model outputs were resolved by updating the backend and implementing UI controls for better user experience.