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Watching Trillion Dollar Swings from a Steady Ship

Hyperscaler earnings exposed how much is being spent on AI and how little is known about the return, while capital kept rotating toward the physical infrastructure that powers the build-out.

Watching trillion dollar swings from a steady ship

For most of this year, markets have split companies into two camps, AI winners and losers. Last week, that divide sharpened as quarterly earnings from the largest technology businesses revealed precisely how much was being spent on artificial intelligence, but almost nothing about the return on that investment.

Meta saw its spare cash nearly vanish as capital expenditure raced ahead of revenues. Microsoft used an accounting change to reduce the reported cost of its AI spending without a single dollar less going out the door. Across the hyperscaler complex, buybacks were paused or scaled back as the sheer volume of capital directed toward AI left little room for shareholder returns. The demand for AI was evidently real. Whether the capital now being deployed at this scale would generate adequate returns remained entirely unanswered.

A significant unknown sat within one of the most closely watched parts of the AI supply chain: memory chips, the high-bandwidth components that feed data to AI processors and set the cost floor for much of the semiconductor industry. The major manufacturers signed multi-year supply deals with large buyers, but at undisclosed prices. Memory costs surged over the past year, and the market assumed these agreements were struck at today's elevated levels. If they were agreed lower, a meaningful portion of the sector's expected profits is simply guesswork.

The broader read was that last week resembled a retail washout rather than a systemic episode. Many names retraced to their April breakout levels, and capital continued rotating out of the crowded AI trade toward steady, infrastructure-heavy, cash-generative businesses that power the AI build-out without sitting at its most volatile edge. The theme gaining most traction was physical AI infrastructure. As the bottleneck shifts from chips to electricity, the companies that can deliver power to data centres reliably and efficiently, through high-voltage direct current (HVDC) transmission, grid modernisation and industrial software, carry multi-year order backlogs running into the tens of billions of dollars. European industrials with grid-scale power exposure and global engineering conglomerates bridging physical infrastructure with digital systems both found support last week, re-rating steadily on fundamentals rather than on momentum.

What Drove The Collective Ideas This Week

Collective Conviction Ideas: +3% WoW

The week's action mapped cleanly onto the themes we have been building around, physical AI infrastructure, power scarcity and diversification away from the most crowded parts of the AI trade. On the upside, physical-AI sensing and cloud infrastructure both contributed, the former recovering sharply as risk appetite returned to the growth end of the technology spectrum, the latter finding support as the market looked through elevated capital expenditure toward the strength of underlying demand. The offset came from the memory-pricing squeeze described above, where rising input costs across the semiconductor supply chain weighed on near-term guidance, though the pricing power to pass those costs through provided a floor. The net result reinforced the core thesis: the businesses positioned one step back from the front line of AI spending, the grid builders, precision engineers and industrial software names, continued to re-rate on fundamentals while the most direct AI capex beneficiaries carried the highest uncertainty. Both baskets finished higher in a week that punished crowded positioning and rewarded tangible cashflows.

Find out more about Collective ideas on CurationAI

Best Content Shared This Week

📺 The Digital Operator Playbook

Why Watch? VEON's latest quarter reinforces the shift from telecom operator to digital platform. Digital revenues now account for more than a quarter of group sales, while fintech, insurance and AI-enabled services continue to deepen customer engagement across emerging markets. With guidance raised again, a strengthened balance sheet and partnerships spanning Mastercard and Starlink, the story is increasingly about building digital infrastructure rather than selling connectivity. Watch the full Q2 breakdown here.

📚 When the AI Trade Meets Leverage

Why Read? One of the market's highest-profile AI-focused hedge funds was forced to liquidate its public equity portfolio after a sharp drawdown, highlighting how quickly leverage and concentrated positioning can amplify a change in sentiment. Beyond the headline, the story offers a useful look at how financing conditions, margin calls and capital allocation are becoming just as important to the AI investment case as the underlying technology itself. Read more.

Stock Of The Week

The Music Platform Trading Below Strategic Value

Universal Music Group has fallen sharply as investors focus on the near-term costs of integrating its Downtown Music acquisition. The deal expands UMG's presence in independent distribution, publishing administration and royalty services, but the associated integration costs have weighed on margins and sentiment despite the business continuing to grow.

The more interesting point is valuation. UMG now trades at roughly €26bn of equity value, materially below the level implied by recent strategic interest in the business. With EU regulatory approval removing a key uncertainty, a €500m buyback completed at higher share prices and EBITDA margins still around 20%, the market appears to be discounting temporary integration costs rather than the earnings power of the enlarged platform.

If management executes on the integration, UMG increasingly looks less like a traditional music label and more like a diversified music infrastructure business, with multiple revenue streams spanning recorded music, publishing, distribution and royalty administration.

Explore UMG

New or Updated Showcases

Cordiant Digital Infrastructure (LSE: CORD)

  • Cordiant Digital Infrastructure is a UK-listed investment company that owns essential digital infrastructure assets, including data centres, fibre networks and telecommunications towers across Europe and North America, providing exposure to the physical infrastructure underpinning the digital economy through long-duration, contracted cash flows. Read more.

JPMorgan Asia Growth & Income plc (LSE: JAGI)

  • A UK-listed investment trust investing in high-quality companies across Asia, combining long-term capital growth with a regular income stream, and providing diversified exposure to technology, rising consumer wealth, healthcare, and financial services across China, India, Taiwan, and South Korea. Read more.

PPHC (Public Policy Holding Company)

  • A US government and public affairs advisory group helping corporates, investors and organisations navigate regulation, public policy and geopolitical change, positioned to benefit from rising demand for policy expertise across AI, healthcare, energy, defence and financial regulation. Read more.

Ecofin Global Utilities and Infrastructure Trust (LSE: ECO)

  • Ecofin invests in listed companies providing essential infrastructure across electricity, water, transport, communications, and renewable energy, offering exposure to grid modernisation, electrification, decarbonisation and rising power demand alongside a sustainable income stream. Read more.

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