To The Moon

semiconductor and memory chip stocks have delivered outsized returns, propelled by insatiable demand for high bandwidth memory, GPUs, and related hardware amid hyperscaler capital expenditure surges. Memory names have seen dramatic gains on AI driven pricing power and volume growth.However, the AI capital expenditure wave, projected at hundreds of billions for hyperscalers in 2026 alone, is far broader. Equity gains have concentrated heavily in semiconductors, select hyperscalers, and hardware, while adjacent infrastructure layers remain relatively underappreciated or have only partially rerated. Key opportunities lie in power generation and utilities, data center cooling and electrical infrastructure, select networking and enabling hardware, and pockets of enterprise software and industrials that enable AI deployment at scale but have lagged due to valuation caution, longer lead times, or slower monetization visibility.This report explores these themes, assesses relative positioning, and outlines investment approaches for a multi year AI buildout.

The AI Stack: Where the Moves Have and Have Not HappenedLeaders that have already rerated include semiconductors focused on compute and memory, which have captured the narrative. AI training and inference require massive high bandwidth memory, driving a supercycle with strong pricing. Hyperscalers continue heavy spending, but pure play chip exposure has led returns.Partial participants such as some data center REITs and cooling or power equipment names have performed well but show bifurcation based on contract visibility.Laggards with tailwinds are sectors critical to sustaining the boom but yet to fully price in multi year demand growth.Primary Opportunity: Power and Utilities – The Bottleneck Becoming a CatalystAI data centers are projected to drive unprecedented electricity demand growth, potentially adding the equivalent of major countries consumption by 2030. US data center power demand could reach tens of gigawatts with significant shortfalls in available supply, necessitating new generation, transmission, and grid upgrades.Utilities have outperformed the broader market in periods of recognition, but the sector remains differentiated. Regulated utilities offer stability with rate base growth, while independent power producers and specialized players provide higher beta exposure.Key plays include regulated utilities with data center exposure such as Southern Company, Entergy, Ameren, and CenterPoint. These benefit from predictable capital recovery on infrastructure investments. Independent power producers and generation players like Vistra or NextEra, plus equipment providers like GE Vernova for turbines and Bloom Energy for fuel cells and on site power, also stand out. Nuclear and small modular reactor exposure for reliable baseload power is attractive as hyperscalers seek 24/7 carbon free supply.Visibility on contracts is improving, but valuations have not fully reflected the structural shift from flat historical demand to explosive growth. Risks include regulatory delays and execution on capital expenditure plans.

Secondary Themes: Cooling, Electrical Infrastructure, and Enabling TechnologyData centers require advanced cooling solutions as power densities rise with next generation chips. Liquid cooling and related thermal management companies have seen interest but remain far from fully priced for the multi year opportunity. Electrical infrastructure players supplying transformers, switchgear, and power distribution equipment face tight supply and long lead times, supporting pricing power and volume upside.Networking equipment and optical interconnect providers that facilitate high speed data movement inside and between data centers offer another avenue. While some leaders have moved, second tier or specialized names have lagged.Enterprise software and industrial automation companies enabling AI deployment, optimization, and facility management have seen selective gains but lack the broad multiple expansion seen in chips.How to Play This ThemeInvestors can approach this theme through a diversified basket approach rather than single stock concentration. Allocate across regulated utilities for defensive exposure, higher growth independent power and equipment names for upside, and targeted industrials in cooling and electrical infrastructure.Focus on companies with visible data center customer wins, strong balance sheets to fund growth, and management teams articulating AI tailwinds. Given long lead times in power and infrastructure, position ahead of accelerating order flow and contract announcements expected in the coming quarters.Maintain a multi year horizon as the AI buildout unfolds in phases. Monitor hyperscaler capital expenditure guidance, power purchase agreements, and regulatory approvals as key catalysts. Pair with core semiconductor holdings to capture the full stack while rotating into these laggards for relative value and diversification.This rotation theme offers a compelling way to participate in the ongoing AI infrastructure supercycle beyond the already celebrated chip rally.