Predictive Outreach 2D: AI Risk-Scoring Scatter Plot

A government AI-outreach pipeline scores every citizen's risk of missing a deadline — a tax payment, a benefit renewal — from noisy features, then decides who gets a proactive human contact before it's too late. This 2D version renders that pipeline as a live scatter plot: each citizen drifts downward from "time remaining" toward a deadline wall while the AI's risk score fixes their horizontal position, a threshold line shows exactly who gets flagged, and a hard staff-capacity cap decides who actually gets reached in time. Drag and zoom the plot, tune the flagging threshold, staff capacity and outreach effectiveness, and watch recall, precision, the live confusion matrix and the missed-deadline rate — compared against a no-program baseline — respond instantly, exactly the trade-off a real risk-scoring rollout has to navigate.