The AI Investment Lens.
How we evaluate where AI investment in emerging markets can compound — and where constraints will slow it. Two complementary lenses, adapted from the IFC & World Bank Group handbook “Accelerating Artificial Intelligence Investment in Emerging Markets” (2026).
Two lenses, read together.
One lens overstates momentum from isolated wins; the other underestimates the teams that route around gaps. Used together, they reveal the feedback loop — early ecosystem wins justify infrastructure bets, and infrastructure unlocks the next wave of AI solutions.
The Ecosystem Lens
Who builds & enables AIMaps the actors and innovations — the AI-enabling building blocks and the AI-enabled vertical solutions — and where early value can be captured.
Read alone, it overstates traction by mistaking short-term ingenuity for structural readiness.
The Structural Elements Lens
What makes it lastTests the foundations — data & digitization, energy & construction — that convert pilot wins into durable, scalable capacity.
Read alone, it turns fatalistic — right on constraints, but blind to teams that route around them.
The AI-enabling building blocks.
The investable layers underneath every AI solution. We map which an opportunity owns — and which it depends on.
Hard infrastructure
The physical backbone: connectivity, AI data centers and cooling, high-performance compute and chips, edge and compute-as-a-service.
Soft infrastructure
The human and institutional layer: digital & AI skills, accelerators and incubators, research labs, academic hubs and open AI communities.
Digital public infrastructure
Shared, population-scale systems for identity, payments, data exchange and registries that AI plugs into — the fastest path to trusted, compliant scale.
AI building blocks
The modular software: foundational models (LLMs), MLOps and data-preparation tooling — proprietary or open-source / open-weight.
AI-enabled · Vertical AI
10 sectorsSpecialized AI built for a specific industry — where local advantage compounds, since it's tuned to local data, workflows and regulation.
The foundations that turn pilots into capacity.
As foundational models and tooling commoditize, the durable edge shifts to these — and to proprietary data, trusted workflows and supply-chain positioning.
Data & digitization
Access to high-quality, local, well-governed data — and the digitization that creates it. As models commoditize, trusted local data becomes the durable moat.
Energy & construction
Reliable, clean power; efficient cooling; green materials and grids — the operational capacity that lets workloads run, iterate and scale locally.
Where the durable edge sits
Score a market in 30 seconds.
Rate a market across both lenses to get an indicative AI-investment readiness profile, the layer to lead with, and the binding constraint to watch.
Rate a market
Two lensesAI investability profile
Framework-basedSequence digital public infrastructure and data & digitization first to unlock the next wave of AI value.
Three rationales, one trajectory.
Economic
Competitiveness, productivity, new industries and markets — and human capital for the future of work.
Developmental
Quality, access and affordability of services — health diagnostics, adaptive learning, inclusive credit.
Sovereignty
Strategic autonomy, technological sovereignty, and a seat in shaping global AI governance and standards.
The maturity ladder
Traditional → Generative → AgenticPattern recognition & decision support in defined domains. High human involvement.
e.g. Fraud detection, crop-yield forecasting
Creates content and handles open-ended tasks. Moderate human involvement.
e.g. Marketing copy, an AI tutor in a local language
Autonomous agents that plan and complete multi-step tasks and adapt to feedback. Low human involvement.
e.g. End-to-end customer service, supply-chain management
Put the lens to work on a real market.
Country Analysis applies this thinking to live data — attractiveness, risk, sectors and active deals — for any market you cover.
Adapted by Inclusive Capital Hub from IFC & World Bank Group, Accelerating Artificial Intelligence Investment in Emerging Markets (2026). This is our independent adaptation for screening purposes and is not an official IFC or World Bank Group product or endorsement.
Inclusive Capital Hub