Commerce Graphs,
State & World Models
We research how companies, products, facilities, payments, logistics, regulation, trust and events connect into machine-readable economic systems.
State is more than a snapshot.
Commerce is constantly changing. We study how entities, relationships and events evolve over time — creating a rich, queryable history and forward-looking view of the global economy.
A dynamic view of global commerceEntities
Companies, products, facilities and more.
Relationships
How entities connect across markets.
State & Transitions
Changes over time — ownership, location, status.
Evidence
Grounded in real data and verifiable sources.
Outcomes
Richer insight for decisions and simulations.
Multiple layers. A connected system.
Our research integrates diverse graph layers to represent the many dimensions of global commerce — from physical goods to financial flows to regulation and trust.
Company Graph
Ownership, structure, relationships and market presence.
Product Graph
Products, components, categories and real-world flows.
Transaction Graph
Commercial transactions, payments and value flows.
Logistics Graph
Movement of goods, facilities, routes and supply chain networks.
Regulatory Graph
Regulations, policies, compliance and government actions.
World Models
Integrated, multi-scale models of the global economy.
Explore scenarios.
Understand impact.
We build and test economic scenarios using graph-based models, real-world data and causal reasoning — helping surface risks, opportunities and potential outcomes.
Learn about our methodsFive programs. A broader perspective.
Commerce Graph
Entity and relationship models for global commerce.
Commerce State Engine
Tracking and modeling economic state over time.
Commerce World Model
Integrated, multi-scale models of the global economy.
Country Intelligence
Data-driven insights on countries, markets and trade environments.
Scenario Simulation
Simulate shocks, policies and future scenarios to inform decisions.
Questions we are exploring.
How can we build a more complete, real-time view of global commerce?
What data, models and methods are needed to represent the true complexity of the real world?
How do shocks propagate across the global commerce system?
How can we identify vulnerabilities and build more resilient systems?
How can simulation and world models inform better decisions?
What scenarios, interventions and policies lead to more inclusive and sustainable growth?
Open research, responsible innovation.
This page describes public research themes and directions. It does not disclose proprietary data, models or implementation details. Our goal is to advance understanding of global commerce while respecting privacy, security and commercial confidentiality.