GPU
Compute capacity
Accelerators, advanced packaging, cloud availability, and supply concentration influence cost and time-to-capability.
GLOBAL / INFRASTRUCTURE & MARKETS
AI has no borders.
Infrastructure does.
AI economics are shaped by where capital flows, where compute is available, how energy systems scale, and how policy changes the feasible set of choices.
Explore the data ↓CAPITAL FLOWS
COMPUTE
ENERGY
POLICY
GLOBAL / 03CAPITAL · COMPUTE · ENERGY · POLICYEXPLORE THE SYSTEM ↓
01 / INVESTMENT MAP
Capital is concentrating
at extraordinary speed.
Investment figures show the scale of the AI buildout, but the global opportunity is not evenly distributed. National ecosystems differ in capital, talent, infrastructure, and regulation.
GLOBAL CORPORATE AI INVESTMENT
US dollars · billionsThree years of acceleration
2023–2025● SOURCE-CITED DATA
Source: Stanford HAI, 2026 AI Index Report — Economy. The U.S.-to-China comparison refers to private AI investment; the report’s total global corporate investment measure includes multiple investment categories.
02 / THE INFRASTRUCTURE STACK
Four layers shape
the AI advantage.
Leaders should evaluate these dependencies together, not as isolated technical workstreams.
ϟ
Power & cooling
Data-center growth raises the strategic importance of reliable electricity, grid connections, cooling, and location.
✳
People & know-how
Competitive advantage depends on combining technical depth with domain knowledge, product judgment, and change leadership.
✓
Policy & trust
Regulation, security, privacy, and assurance practices shape which applications can scale and across which markets.
The infrastructure stack is an original conceptual framework. For current investment and adoption data, see the linked Stanford HAI and McKinsey sources cited on the main page.
NORTH AMERICAEUROPEASIA-PACIFIC
03 / STRATEGIC RESILIENCE
Design for a world
of constraints.
Build scenarios around the factors that can change economics or continuity—not just the base case forecast.
01Map critical dependencies and single points of failure.
02Stress-test energy, compute, policy, and supplier assumptions.
03Separate reversible bets from long-lived commitments.
04Track leading indicators and define decision triggers.
GLOBAL PERSPECTIVE
Think globally.
Allocate deliberately.
Connect market signals to the choices that matter for your organization.
Explore insights ↗