Scoring Metric Submissions are evaluated using Root Mean Squared Error (RMSE). RMSE measures the average difference between the Total_Bill predicted by your AI agent and the actual mathematical ground truth. Because we are dealing with financial invoices, precision is critical. If your agent hallucinates a calculation or skips the discount tool, your error rate will spike. The lower your RMSE, the higher your rank on the leaderboard.