We began by analyzing the behavior of binge-watchers — their patterns, pain points with existing streaming platforms, and desires (e.g., quick access to the next episode, genre clustering, offline downloads, etc.). Insights were drawn from platforms like Netflix and Hulu, but we aimed to solve for smoother content flow and recommendation fatigue.