An AI-based sandbox analyzes end users' journeys for app and product developers, providing in-app insights, user segments, and predicted configurations through server-to-server API integration. It enables Product, Monetization, and User Acquisition managers to conduct AI simulations for faster insights, exploration options, and product iterations, ultimately predicting churn, conversion, and lifetime value.