CineLobby

CineLobby is a movie recommendation app built on real collaborative filtering — not a popularity list with your name on it. HOW IT WORKS Rate a handful of well-known movies — not for me, haven't seen, liked it, or loved it — and CineLobby blends three signals to build your list: • Collaborative filtering: your ratings are matched against patterns learned from a large real-world ratings dataset, the same technique behind the recommendation engines you already use. • Content matching: genre similarity to what you rated highly. • A quality signal: a statistically adjusted rating that keeps a movie with 3 ratings from outranking one with 300, so thin, noisy data doesn't skew your picks. Not enough signal yet? CineLobby asks for a few more ratings rather than guessing — quality over speed. FIND SOMETHING YOU HAVEN'T SEEN Filter recommendations by genre, decade (from classic-era film through…