Demo build · illustrative data. Create counts are representative figures for engine demonstration, not live measurements. Artist origin, language composition, and the cultural moments referenced are based on public record. The scoring, gating, exclusion, provenance, confidence and export logic shown is the production logic; the live data layer connects once vendor access is in place.