Decision first
Every engagement starts from a management decision, not from a generic dashboard or dataset.
Strategic intelligence for a more connected and uncertain world.
We combine economic reasoning, AI-assisted analysis, and supply-network evidence to help leaders act on trade, finance, logistics, sourcing, and market-entry decisions before uncertainty becomes disruption.
We advise global partners seeking stronger supply-chain management and clearer navigation of geopolitical exposure, operational dependency, and cross-border risk.
Motivation
Human judgment. Machine analysis. Better decisions.
Our foundation is the idea of symbiosis: people set the question, interpret context, and choose criteria; computational systems expand the evidence base, map hidden relationships, and test scenarios at scale.
Evidence with judgment
Models, public records, trade data, and client facts are interpreted through economic and institutional context.
Traceable conclusions
Outputs separate data, assumptions, caveats, and decision thresholds so leaders can see why a recommendation follows.
Human judgment
Domain expertise Institutional context Strategic criteria
Symbiosis engine
Economic models + network intelligence + machine learning
Decision intelligence
Exposure maps Scenario comparison Actionable recommendationsResearch highlight
AIR 001 turns tariff schedules and import exposure into a management screen.
The public research layer demonstrates how our advisory work connects policy change, product-level trade data, supply-chain concentration, and executive choices.
$449.6B2024 U.S. imports from China
52strategic HS6 proxy products
$8.8Bgross scheduled duty-base screen
14.2%China share of U.S. import baseline
Physical AI Product Network maps robots, sensors, controls, and actuation exposure as a hardware stack.
The newest public report separates physical-AI deployment from the hardware platform that enables it: robots, machine vision, navigation devices, control boards, power electronics, sensors, motors, supplier qualification, and downstream production-network incidence.
$72.53BU.S. physical-AI platform imports
$9.06BU.S. China-origin platform imports
$13.04BU.S. IO gross-output footprint
U.S.-China Strategic Tariff Exposure Radar
Where 2024-2026 Section 301 actions change U.S. sourcing, cash flow, and supplier resilience. The report isolates strategic product exposure and identifies which nodes deserve management attention.
Export exposure
$449.6B
China-origin imports
Duty-base screen
4 high-concentration products are flagged inside the $8.8B gross duty-base screen.
China import share
14.2%
baseline share
| Product group | China imports | Duty-base screen | Signal |
|---|---|---|---|
| Lithium-ion batteries | $16.5B | $4.1B | High import concentration |
| Facemasks | $3.4B | $1.7B | High tariff sensitivity |
| Semiconductors | $2.2B | $1.1B | Strategic product breadth |
| Electric vehicles | $0.7B | $0.7B | Policy rate shock |
Evidence in use
Clean evidence, not another dashboard.
The public AIR 001 example now shows a quieter standard for client-facing visuals: values remain visible, caveats stay attached to the estimate, and the path from signal to decision is readable without decoding a dense interface.
Start broad, then narrow to the management question.
The third bar is scaled within the strategic proxy universe. It is a screening estimate, not a final customs or liability determination.
Our practices
Integrated expertise across trade, supply chains, finance, logistics, and AI-assisted economic analysis.
International finance
Capital flows, credit exposure, trade finance, and macrofinancial risk.
Trade and policy intelligence
Tariffs, origin rules, industrial policy, sanctions, and cross-border constraints.
Logistics and corridors
Route economics, port exposure, transit bottlenecks, and infrastructure constraints.
Supply-chain management
Supplier networks, substitution limits, procurement risk, and resilience design.
Market-entry strategy
Regional production shifts, institutional friction, customer demand, and partner context.
Sourcing and procurement
Category strategy, supplier scouting, contract exposure, and alternative qualification.
AI-assisted economic analysis
Custom models, data extraction, forecasting, scenario design, and stress testing.
About Us
We are PhD economists and AI specialists focused on the real architecture of global business.
Our team works at the intersection of international finance, trade, logistics, supply chain management, sourcing strategy, and machine-assisted research. We help clients make decisions where data is fragmented, policy is moving, and operational exposure is difficult to see from inside one function.
Capabilities clients use us for
- Trade exposure and policy-impact screens
- Supplier-network mapping and resilience reviews
- International finance and working-capital analysis
- Market-entry and regional production assessments
- AI-assisted data pipelines, extraction, and scenario modeling
- Decision memos for executives, boards, and investment committees
Let us work on what matters.
Bring the decision, geography, sector, timeline, and known constraints. We will respond with whether the question fits and what a focused advisory scope could look like.