Commerce as Computation
Formal models for representing commercial relationships, state transitions and coordination across multiple actors.
Ninety public-facing programs across one connected research system.
From frontier questions to real-world impact, our research programs explore how people, institutions and intelligent systems can build a more open, resilient and prosperous world.
Our 90 research programs are organised across 18 research areas, each designed to explore important questions, develop practical solutions and generate open public outputs.
Learn more about our approachA shared structure for a more connected world.
Focused on high-impact questions and real-world applications.
AI, commerce, physical systems, people and policy.
Open research, datasets and insights for progress.
Mechanisms that help people, firms, institutions and machines coordinate under incomplete information and asymmetric incentives.
Temporal, multi-relational representations of companies, products, facilities, transactions, finance, logistics, regulation and outcomes.
Time-indexed state with source, authority, confidence, history and evidence.
Benchmarks for commerce knowledge, reasoning, compliance, negotiation, finance, logistics, fraud and evidence.
Controlled environments in which agents can learn workflows, policy constraints and recovery behavior.
Experimental markets where multiple economic actors interact under explicit rules.
Evidence that a supplier, factory or service provider can perform a specific commercial task.
AI support for need definition, sourcing, qualification, negotiation and supplier-side market development.
Interoperable payment and settlement approaches for multi-currency commerce.
Methods for linking products, components, batches and physical identifiers across commercial systems.
Research into country-specific law, payments, logistics, institutions, language and commercial practice.
Dynamic links between climate hazards, agriculture, infrastructure, ports and industrial production.
Our research programs are linked across research areas, shared infrastructure, data and methods — multiplying insight and real-world impact.
Explore the research ecosystemAddress real-world questions.
Data, compute and evaluation.
Open outputs for global use.
Researchers and institutions.
Identify important questions and real-world needs.
Develop methods, data, models and evaluation environments.
Open research, datasets, tools and insights.
Work with partners to test, adopt and expand impact.
Formal models for representing commercial relationships, state transitions and coordination across multiple actors.
How goals, constraints, preferences, authority and uncertainty can be represented—and how successful economic outcomes should be measured.
Mechanisms that help people, firms, institutions and machines coordinate under incomplete information and asymmetric incentives.
Research into contracts, registries, reputation, dispute processes and market rules that can become more machine-readable while remaining accountable.
Measurement of information, trust, regulatory, financial, semantic, logistics and institutional friction across commercial journeys.
Research into model adaptation for durable competence in commerce across documents, products, firms and events.
Evaluation of constraint satisfaction, risk-aware planning, regulatory reasoning, sourcing, pricing and other commercial decisions.
Long-horizon context that preserves relevant history without allowing stale information to masquerade as current state.
How models can respect country, language, industry and institutional differences without losing global interoperability.
Using AI to identify patterns, hypotheses and hidden structures while clearly separating correlation from evidence.
How people express incomplete commercial intent and how systems should clarify missing constraints.
Persistent economic work that may last hours, weeks or months while preserving state, approvals and dependencies.
Permissions, budgets, approval thresholds, revocation and emergency stop for economic agents.
Interaction between agents representing buyers, sellers, banks, logistics firms and institutions.
When human-led, AI-assisted or delegated operation is appropriate based on consequence, complexity and reversibility.
Temporal, multi-relational representations of companies, products, facilities, transactions, finance, logistics, regulation and outcomes.
Time-indexed state with source, authority, confidence, history and evidence.
Simulation of transactions, supply networks, policy changes, shocks and strategic behavior.
Methods for distinguishing structural drivers from correlated commercial signals.
Firm, corridor, port, supply-chain, country and industry models that can be updated from evidence.
Benchmarks for commerce knowledge, reasoning, compliance, negotiation, finance, logistics, fraud and evidence.
Controlled environments in which agents can learn workflows, policy constraints and recovery behavior.
Experimental markets where multiple economic actors interact under explicit rules.
Invariant tests, red-team scenarios and formal checks for consequential agent actions.
Metrics that combine correctness with cost, delay, risk, human burden and real transaction success.
Identity for people, firms, facilities, agents and machines, including role and authority to act.
Evidence that a supplier, factory or service provider can perform a specific commercial task.
Research into impersonation, forged records, payment diversion, synthetic evidence and other forms of commercial deception.
Methods for connecting observations and measurements to claims that can support commercial decisions.
Protection and recovery for commerce state, credentials, payment instructions and machine interfaces.
Measurement of qualified demand, response quality, repeat trade and execution performance across categories and corridors.
Retrieval that considers specification, capability, landed cost, geography, regulation, trust and intent.
AI support for need definition, sourcing, qualification, negotiation and supplier-side market development.
Research into live interaction, translation, shared evidence and relationship state.
Mechanisms that reduce fraud and leakage while preserving legitimate human contact and brand-building.
How agents can act within purpose, amount, timing and evidence constraints.
Interoperable payment and settlement approaches for multi-currency commerce.
Credit and financing models informed by verified transaction progress and evidence.
Risk transfer informed by changing production, logistics, quality and compliance state.
Financing structures for commerce infrastructure, data, hardware, corridors and industrial capacity.
Research into secure devices, inspection systems and physical observation infrastructure.
Turning sensor, vision, location, dimension, environmental and other signals into economically meaningful events.
Research into capacity, production progress, quality, machine health and delivery risk.
Routing and exception management under cost, reliability, capacity, border and geopolitical constraints.
Inspection, handling, counting, measurement and other physical tasks that may produce commercial evidence.
Methods for linking products, components, batches and physical identifiers across commercial systems.
Machine-readable representation of standards, tolerances, tests, certifications and measured results.
Interoperable product records spanning compliance, repair, ownership, sustainability and provenance.
Packaging as identity, evidence, sensing and communication infrastructure.
Evidence models for labor, environmental and ethical sourcing claims.
Research into country-specific law, payments, logistics, institutions, language and commercial practice.
Representing rules with jurisdiction, effective date, exceptions, authority and uncertainty.
Machine-readable obligations, remedies and reviewable commercial terms.
Registries, identity, licensing, customs and other public services that can interoperate safely with economic systems.
Federation, local execution, data residency and cross-border sharing of derived evidence.
Controlled concepts for principals, products, capabilities, state, authority, evidence, actions and outcomes.
Interoperable patterns for discovery, requests, offers, negotiation, authority, evidence, fulfillment and settlement.
Retrieval across structured data, documents, current state, rules and evidence.
Provenance-aware knowledge that preserves version, source, authority and contradiction.
Measurement and reduction of losses created by language, units, classifications and schema mismatch.
Cost, latency, energy and reliability of AI inference as an economic input.
Secure execution, attestation and hardware-assisted trust for consequential commerce.
Commercial operation across low-bandwidth, intermittent, remote and disconnected environments.
Migration paths for long-lived identities, signatures, devices and evidence.
Selective disclosure, federated computation and other methods for reducing unnecessary data exposure.
Dynamic links between climate hazards, agriculture, infrastructure, ports and industrial production.
Economic decisions that consider energy price, reliability, carbon intensity and grid constraints.
Use of satellite, aerial and ground observation to estimate activity, capacity, congestion and disruption.
Research into vehicles, ports, capacity markets and autonomous movement under safety and regulatory constraints.
Long-horizon research into orbital logistics, remote-sensing markets and extreme-latency economic coordination.
When people want explanation, control, negotiation and relationship rather than delegation.
How communities, live interaction and social information shape trust and demand.
How AI changes trade, procurement, compliance, logistics and commercial professions.
Whether intelligent commerce reduces barriers for SMEs, low-resource languages, underbanked users and remote regions.
Protections against discriminatory ranking, coercive surveillance, opaque exclusion and excessive delegation.
Nowcasting from trade, logistics, inventory, payment and production signals.
How financial, supplier, cyber, climate and geopolitical shocks propagate through commercial networks.
Mechanism design for humans and agents operating under much lower search and negotiation costs.
Allocation of compute, energy, logistics capacity, industrial inputs and skilled labor under constraint.
Uncertainty-aware experiments for tariffs, sanctions, taxes, subsidies and infrastructure changes.
Review, reproducibility, research-data and publication systems for industrial research.
Capability gates that determine whether work should become a product, infrastructure, standard, patent or open publication.
Decision frameworks for openness, protected implementation, patents and trade secrets.
How grants, strategic capital, equipment finance and other resources support different research stages.
Research memory, governance, succession and evidence-based authority across long time horizons.
Identity, authority, liability and governance for institutions that include autonomous software actors.
Commerce that operates across interoperable protocols rather than a single dominant interface.
Research into trust, capability, evidence, compute, resilience and optionality as economic resources.
Long-horizon coordination for food, medicine, climate adaptation, industrial capacity and other shared challenges.
Observatories and processes designed to detect important technological or institutional discontinuities.
Partner with us to support research programs, contribute expertise, provide data or collaborate on real-world applications.