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Welcome to RoLearn

RoLearn is a market intelligence platform that helps Roblox developers identify trends, predict market movements, and optimize monetization using ML predictions and real Roblox API data.

What can you do with RoLearn?

Prophet-based forecasting models predict future CCU trajectories for any tracked game. Revenue estimation combines gamepass analysis with player engagement data.
The Genre Opportunity Engine scores genres by saturation, growth rate, and revenue potential — helping you find the right niche before building.
Compare your game’s CCU, engagement, and monetization metrics against genre averages and top performers.
Track how your game updates affect player counts, with AI-powered analysis of what worked and what didn’t.

Architecture Overview

RoLearn pulls live data from the Roblox API every 5 minutes, processes it through ML pipelines, and serves predictions via a REST API that powers the dashboard.
Roblox API → Celery Workers → PostgreSQL + Redis → FastAPI → React Dashboard

         ML Models (LightGBM, Prophet, Gradient Boosting)
RoLearn tracks 50,000+ Roblox games with CCU data ingested every 5 minutes. New games are discovered automatically via smart scanning.