People spend too much time browsing platforms without settling on a movie. This project transforms that indecision into a guided, data-driven process: collect preferences, apply structured filters, and return high-quality suggestions. If no film matches perfectly, the system progressively relaxes optional criteria to provide the closest possible results rather than returning zero matches.