The Next AI Market Is Built Before It Is Sold

The World Development Report 2026 argues that developing countries do not need to build frontier models to benefit from AI, but importing tools is not enough. Connectivity, compute, local context, skills, institutions and a functioning business environment determine whether organisations can adopt and adapt them. ²

A separate World Bank programme assessed cloud and data-infrastructure conditions across 15 priority countries and concluded that supply, demand and rules must be developed together. Data centres and connectivity without customers create stranded capacity; demand without reliable infrastructure fails to scale; both remain fragile without data protection, interoperability, cybersecurity and workable procurement. ³

ITU's Africa-region statistics cover 44 economies. In 2024, mobile broadband covered 86% of the population, yet only 38% used the internet. Urban internet use reached 57%, compared with 23% in rural areas. These are regional figures from a defined period, not Nigeria's current market size, but they show why network coverage cannot stand in for a reachable customer. ⁵

UNDP reports that more than 500 million Africans still lack a verifiable digital identity. For a service that depends on eligibility, account opening, payments or trusted records, that is not a social-policy footnote. It changes conversion, fraud, support cost and who can participate. ⁴

Value may accrue to the model provider, but it may also sit with the operator that provides connectivity, the payment network that completes the transaction, the institution that owns the trusted workflow, the local firm that adapts language and support, or the government that creates anchor demand through services and procurement.

That changes partnership economics. Do not negotiate only a model price and reseller margin. Map who supplies the customer, identity, payment, data, support, authority and last operational step. Then decide which participant earns revenue, carries cost and owns the customer relationship. A market-entry plan that leaves these transfers invisible will overstate both demand and margin.

Put complement costs beside product revenue in the same investment case. Include customer acquisition, identity verification, payment failure, local support, data preparation, training and regulatory operation. Release capital in stages as anchor demand and repeat use appear. If the economics require a partner or public institution to absorb a cost indefinitely, describe that dependence explicitly rather than reporting it as a product margin.

OpenAI's Brazil expansion begins from substantial existing use. The company says 35% of classified messages from individual Brazilian accounts were work-related in June 2026, compared with 30% globally. That is supplier analysis of individual-account messages, not enterprise return or representative national adoption. ⁷

The operating response is still local: commercial staff in São Paulo, Portuguese developer events, mobile-first training with an SME institution and a public-service memorandum with the city. The same five complements apply, but the starting assets differ.

The World Bank's 28 August brief on African integration argues that the economic value of continental frameworks depends on the systems firms use every day: customs, transport, standards, payments, energy, finance, digital platforms and data. These systems often remain fragmented across national borders. ⁶

For an AI service, regional scale is therefore not a translation exercise. It is an interoperability and operating-model problem. Price the cost of country-specific identity, payments, data movement, support and compliance before claiming a regional addressable market. Fund shared rails where they improve several services; sequence country entry where they do not.

Choose one planned AI market entry. Replace the top-down population estimate with three denominators: people or organisations in scope, those who can reach and complete the service, and those who repeat a valued outcome. Record the date, geography and definition behind each figure.

Then budget five complements: anchor demand, delivery rails, local context, operating capability and rules. Name the partner and owner for each, the evidence that it exists and the condition that releases the next tranche of capital. Stop, narrow or sequence the entry when a critical complement has no owner or its cost breaks the unit economics.