Prediction markets often surface useful information — but not all markets deserve participation. The biggest losses don’t come from missing information. They come from engaging with markets that are structurally flawed from the start. Poor resolution mechanics, misaligned incentives, thin liquidity, and asymmetric risk quietly turn “reasonable” bets into bad decisions. By the time prices move, the damage is already done. Prediction Quant exists to evaluate decision quality before participation — filtering markets through structure, risk geometry, and cross-market alignment before conviction ever enters the picture.