Sourcing agents
Identify suppliers, compare capability evidence and prepare options for human review.
Explore researchResearching conversational and autonomous systems that can turn economic intent into bounded, reviewable action while keeping people meaningfully in control.
We study how autonomy changes as systems move from human-led assistance toward bounded, multi-agent coordination—with human authority preserved.
Answer questions, surface evidence and support next steps.
Human ledExecute defined tasks within permissions, approvals and explicit guardrails.
Human on the loopMultiple agents coordinate complex workflows while people retain command authority.
Human in commandDelegated systems may reduce repetitive coordination and help smaller organizations access capabilities once reserved for large teams. But autonomy without clear authority can create financial, legal and relationship risks.
Models, tools and interfaces for long-horizon economic work.
Planning, delegation and coordination among specialised actors.
Control, oversight, escalation and revocation.
Permissions, budgets and approval thresholds.
Interactions among agents representing buyers, sellers and institutions.
When human-led, assisted or delegated operation is appropriate.
An illustrative research flow showing how specialised systems could coordinate bounded tasks across commerce.
Find and evaluate suppliers.
Prepare and review terms.
Check rules and screen risk.
Track commitments and exceptions.
Track, reroute and adapt.
Execute only within authority.
Confirm evidence and close the loop.
Research scenarios show where permissioned agentic systems may reduce coordination burden while retaining human accountability.
Identify suppliers, compare capability evidence and prepare options for human review.
Explore researchCoordinate contracts, documentation and counterparties across borders.
Explore researchSupport multi-party workflows where authority and evidence are explicit.
Explore researchWe may publish principles for permissioned autonomy, human control and recovery. Internal agent policies, prompts, authorization thresholds and security-sensitive orchestration remain protected.
Learn moreBuilt-in safeguards, revocation and risk controls.
Explainable actions and clear audit trails.
People retain responsibility for consequential outcomes.
Standards, identity and controlled delegation.
Authority, revocation and recovery for consequential agent actions.
Persistent economic work with state, approvals and changing dependencies.
When human-led, assisted or delegated operation is appropriate.