Case file — 7ECD2349
The idea
“Lucid is a dating platform built around radical algorithm transparency, where users can see and understand the same social and matchmaking signals normally hidden by traditional dating apps. Instead of opaque matching systems, Lucid openly displays metrics such as profile rating, swipe ratios, match quality, attraction trends, compatibility movement, and how user actions affect their standing in real time. The system functions similarly to an Elo-style ranking model, where every interaction dynamically changes visibility, desirability, and placement within the network. Users can see how many people viewed, liked, skipped, or matched with them, how selective they are compared to others, and how their profile evolves over time based on behavior and engagement. The core mechanic transforms dating from a hidden recommendation engine into a visible social market where perception, status, attraction, and compatibility are quantified transparently, creating a highly interactive feedback loop that encourages optimization, curiosity, competition, and self-awareness while still facilitating real romantic connections.”