multi-environment digital twins that simulate normal vs. shock scenarios to deliver best in class resilient planning. The system is further enriched by our expansive vertical-specific global supply chain knowledge graph (vuGraph) that include all the external signals that capture the shocks as they emerge, including commodity spikes, macro-economic indicators, global trade signals etc.