Artificial Intelligence
AI is reshaping the technical stack from CPU-centric software toward GPU-heavy, token-driven infrastructure, making compute, data, networking, and model orchestration central to competitive advantage. The economy is changing fast: companies are now managing AI by token usage, GPU availability, power, and cloud strategy, while emerging opportunities are opening in AI infrastructure, inference optimization, data-center buildouts, and software that improves cost per token and returns on AI spend. In the U.S., this is creating new investment themes across model platforms, specialized chips, AI factories, edge inference, and compute financing structures, with tokenization even extending to packaging GPU capacity into tradable digital assets.
AI Applications
AI applications are shifting value from models to domain-specific, workflow-integrated software, making proprietary data, distribution, and user experience key to competitive advantage. Investment is accelerating across vertical AI, copilots, and autonomous agents, with monetization increasingly tied to usage and measurable business outcomes.
AI Models
AI models are shifting software toward foundation-model-centric architectures, making scale, data, and efficiency key to competitive advantage, with optimization focused on performance, latency, and cost per inference. Investment is accelerating across foundation model providers, open-source ecosystems, and model optimization layers, with pricing increasingly tied to usage, performance, and outcomes.
AI Infrastructure
AI infrastructure is shifting the compute stack toward GPU- and accelerator-driven systems, making compute access, networking, and power efficiency central to competitive advantage. Investment is accelerating across chips, data centers, cloud platforms, and orchestration layers, with new models emerging around compute financing and usage-based capacity.
Energy
Energy is shifting from centralized, fossil-fuel-based systems toward distributed, electrified, and renewables-driven infrastructure, making generation mix, storage, and grid resilience central to competitive advantage. Investment is accelerating across renewables, battery storage, grid modernization, and energy software, with new models emerging around decentralized generation, power trading, and energy-as-a-service.