When the monthly trade figures arrive, commentary tends to focus on the headline: up or down, record or slump. For AI, that framing misses the more important story. Over the past three years the composition of buyers, the structure of contracts and the geography of production have all changed, and the data only now reveals it.

I do not want to be pessimistic. The fundamentals are sound, the talent is there and the buyers are interested. But the next three years will reward the prepared and punish the complacent, and the data already shows which group is pulling ahead.

The signal behind the headline

It also changes how we should read the incentives that already exist. Production-linked schemes have drawn capital to the sector, but their real test will be whether they produce firms that can win contracts without support. Early evidence from $418 million of disbursements is encouraging but incomplete.

Second, contracts are changing shape. Index-linked pricing now appears in 31.3% of new agreements, up from about a third three years ago. Suppliers accept lower headline prices in exchange for volume floors, and the effect is to shift risk from the order book to the cost base. Firms without hedging capability are exposed.

Fourth, compliance as a moat. Product-level traceability, carbon accounting and conformity paperwork are no longer back-office tasks. In AI, they are becoming the filter through which buyers decide who even gets to quote. For many small suppliers, the cost of compliance is higher than the cost of capacity.

“Compliance is the new capacity: you cannot ship what you cannot document.”

Contracts, geography and compliance

A word of caution on forecasts. Most projections assume a smooth trajectory of 11.8% annual growth. History says otherwise: trade in AI has moved in step changes, driven by a tariff change here and a supply shock there. Planning for resilience will pay off more than planning for the average.

Third, geography. The production map has become more distributed. Firms that once served the world from one site now maintain regional assembly or finishing points, often within 60 days of the customer. This pattern reduces freight risk and shortens response times, but raises the capital required to compete.

Finance and policy implications

Fifth, finance. The cost and availability of trade credit shape which suppliers can offer open-account terms, and in a market where buyers expect 60 to 90 days, access to receivables finance is a competitive advantage. Banks are responding, but pricing varies widely by size and sector familiarity.

What does this mean for policy? The temptation is to chase headline incentives. A better use of public money, in my view, is the unglamorous plumbing: faster refunds of duties, shared testing laboratories, and common data standards. These reduce the fixed costs of competing for smaller firms and expand the supplier base.

Practical steps for firms

For companies, three practical steps follow. Invest in the compliance stack before you need it. Build a second market so that a policy change does not become a crisis. And renegotiate contracts to share more of the risk, even at the cost of some headline price.