AI’s Big Guns Have a Serious Inflation Problem
AI cost inflation is finally going mainstream.
AI infrastructure costs just keep on rising. (…) The artificial-intelligence boom is also crowding out supplies of more conventional chips. (…)
Some of the most cash-generative tech firms and best-funded startups in history are frantically competing to secure enough hardware, fearing that otherwise they’ll be left behind in the race for superintelligence. And while these buyers are relatively price-insensitive, their chip suppliers tend to have dominant market positions with huge technical and financial barriers standing in the way of more competition. Controlling these bottlenecks is proving very lucrative. (…)
Hyperscalers’ latest earnings reports reveal the painful sting of inflation. Microsoft expects higher component prices to add $25 billion to its full-year capital spending bill, which now totals an eyewatering $190 billion. Meta hiked the midpoint of its forecast capex range by $10 billion, attributing it mostly to component costs, particularly memory chips. (…)
SK Hynix’s operating margins reached a record 72% in the latest financial quarter. Customers are “prioritizing securing volume over pricing,” the South Korean company says, unabashed. Samsung’s average selling prices for DRAM increased by more than 90% in the same three-month period compared with the quarter preceding it.
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n aggregate, spending on various types of memory could account for 30% of hyperscalers’ capex in 2026, according to research firm SemiAnalysis. It was just 8% in 2024. (…)
[GPU] Rental prices are “increasing across the board,” says CoreWeave Inc., a prominent neocloud. (…)
Amazon expects Trainium to save it tens of billions of dollars yearly on its own spending. Claude and ChatGPT’s owners, Anthropic PBC and OpenAI, have signed multibillion dollar contracts for the chips with Jeff Bezos’s firm, although in the near term most supplies are sold out or reserved.
Among other promising innovations, Google’s TurboQuant compression technique could help curb memory spending, and Arm Holdings Plc expects its new CPU to cut the cost of a gigawatt of datacenter capacity by $10 billion or so. Meantime, the tech elite’s largess is having unwelcome spillover effects. (…)
And beyond the AI frenzy, manufacturers of smartphones, games consoles and PCs are struggling to secure memory chip supplies because their makers are prioritizing the more lucrative datacenter market and long-term contracts with hyperscalers. Consumer-tech product firms must either pass on price increases, lower device specifications or swallow a hit to their margins. Global smartphone sales are projected to decline around 13% this year, with budget handsets particularly affected. Nintendo Co. Ltd. has lifted the price of its Switch 2.
Semiconductor factories take years to build, so there’s no prospect of a swift supply response. It’s a notoriously cyclical industry and several companies suffered heavy losses not so long ago, making them wary of overexpanding.
When you factor in higher electricity prices caused by power-hungry data centers, AI will probably be quite inflationary for a while. (…)
Perhaps as a case in point, CoreWeave stock sunked 18% since May 6, after beating revenue estimates by 5% to +112%, showing a revenue backlog up 49% QoQ and contracted power reaching 3.5GW from 850MW at the end of 2025. Goldman Sachs suspects the “stock reaction is a function of the increase in capex reflecting increases in component pricing”.
From yesterday’s Daily Edge, in case you missed it:
David and I have been strong believers in AI. The February 9, 2026 post Railroaded? and the March 13 deep dive The AI Supercycle: A Deep Dive offered our supporting analysis.
Concluding Railroaded? I wrote:
- AI is truly transformational and will be quickly widely adopted for productivity and competitiveness imperatives.
- Unlike the railroads and the IT infrastructure booms, there is little front-loading “hoping/waiting for demand” investments, nor much leveraging at this time.
- Prices/costs are coming down fast, necessary to boost demand/usage along the way.
- Agentic AI will be huge.
- In the AI era, moat is crucial and bigger is better.
- Diversified revenue/cashflow streams are desirable.
- No or low indebtedness is preferable.
From a macro perspective,
- AI is clearly and significantly boosting GDP growth.
- AI is clearly inflationary in some sectors (construction, commodities, power), disrupting other sectors by hording resources.
- The massive hyperscalers expenditures (almost the size of the US defense budget) are redirecting their excess cash from the fixed income markets into the real economy with high multiplier effects. Will productivity gains offset demand-pull inflation?
- Will these financial flows (reduced corporate demand) impact US interest rates?
Only 4 months later, demand is even stronger than expected thanks to Anthropic’s Claude Code. Compute demand is even too strong, too quickly, forcing Anthropic to tame demand through higher prices and controlled access until more data centers add to compute supply.
The various expected roadblocks have materialized, e.g. power (Power Play Sept 23, 2024), equipment, workers and NIMBY protests, slowing supply growth but extending the buildout cycle.
Costs are rising fast, magnified by the US war on Iran and its effects on various supply chains. An increasing part of AI capex is scarcity-induced inflation, positive for suppliers’ margins dealing with scrambling, price insensitive buyers.
BTW, this is a dangerous situation for inflation. Consider:
- Exploding AI compute is fueling significant demand other than chips and memory for resources such as power (oil, gas, solar, nuclear), labor (construction, plumbers, electricians) and specialized hardware (turbines, transformers, cooling equipment). Time is of the essence so hyperscalers are totally price insensitive, a situation likely to persist through 2030.
- Hormuz is forcing countries and corporations to build reserves and hoard various critical resources and materials as protection from constrained supply chains. Hoarding of oil, gas, helium, fertilizers, chips, etc. is now required in an increasingly selfish, uncooperative environment. This will permanently raise resource costs across the world and reduce/eliminate operating efficiencies built during globalization.
- The Ukraine and Iran wars have significantly depleted ammo and equipment inventories which will need to be hastily rebuilt. At the same time, the world has also learned that alliances can be fickle, incentivizing many countries to find ways and means to protect themselves. Demand for military equipment will be firm and largely price insensitive for several years.
AI and productivity will not help offset the huge, world-wide demand for such a broad spectrum of resources and goods against largely price insensitive buyers.
This was already evident from April’s J.P. Morgan Global Manufacturing PMI:
The start of the second quarter of 2026 saw rates of expansion in global manufacturing output and new orders strengthen. However, price and supply chain pressures continued to build (…).
Manufacturing production increased for the ninth month running, with the rate of growth hitting a near five-year high. Expansions were signalled across the consumer, intermediate and investment goods sectors.
The increase in production was supported by faster growth of new business. (…)
The resulting input shortages and delivery delays led to a solid upswing in purchase price inflation, as demand exceeded available supply. Average input costs rose at the quickest pace since June 2022 and at one of the fastest rates in the 28-year survey history. (…)
Average output charges rose at the sharpest rate in 45 months, as manufacturers passed on part of the increase in costs to clients. Backlogs of work meanwhile rose for the third month running.
Superimposed on the above:
U.S. and Iran Are Locked in a Stalemate That’s Neither Peace Nor War The two sides are far apart from a deal but also don’t want to resume fighting
The U.S. and Iran are locked in a diplomatic stalemate over issues that have bedeviled the two sides for years, as the conflict settles into a gray zone that is neither war nor peace.
The cease-fire is entering its second month and, despite sporadic violence, has now lasted almost as long as the fighting which preceded it. There is little to indicate that either the U.S. or Iran is ready to compromise, but neither wants to start fighting again.
President Trump on Monday warned that the cease-fire with Iran is “on life support” and said he wouldn’t back off his goal of pressing Iran to abandon its nuclear program. Trump told reporters at the White House that Iran believed he would get tired or bored of the conflict, or feel pressure to end it because of rising energy prices.
“But there’s no pressure,” Trump said. (…)
- Iran Thinks Trump Is Bluffing The regime figures it can outlast the U.S. on the Strait and uranium.
The WSJ Editorial Board:
(…) By clinging to the cease-fire through it all, Mr. Trump sent the wrong signal. Iran’s regime clearly thinks it can outlast a President who no longer wants the fight. “They think that I’ll get tired of this or I’ll get bored, or I’ll have some pressure,” Mr. Trump recognized in his Monday remarks, “but there’s no pressure at all. We’re going to have a complete victory.”
The problem is that he is under pressure, and everyone knows it. Why else is the President now talking about pausing the gas tax? Mr. Trump is right about the regime’s perception of him, but he’ll have to prove it wrong. (…)
This is a regime that thinks it can absorb economic pain from the U.S. blockade longer than Mr. Trump can tolerate higher prices for oil and petrochemicals. Mr. Trump will have to persuade Tehran’s leaders they’ve underestimated him—and the pain.
While most pundits talk of a potential inflation flare, the biggest danger is in severe and persistent shortages of materials, resources, and components that will broadly impede production across the world. To wit:
- Wood Mackenzie expects aluminum prices to rise to around US$3,500 per tonne in 2026 due to supply deficits.
- Semiconductor makers face supply risks as Qatar helium supplies may take a while to return to pre-war levels, potentially hampering AI chip production.
- The effective closure of the Strait of Hormuz has jeopardized over 25% of the world’s helium supply (primarily from Qatar). Helium is indispensable for semiconductor lithography and cooling; without it, chipmakers face capacity constraints.
- Reports emphasize that the war has exposed a “security of supply” crisis for raw materials needed for the green transition, such as nickel and lithium. Morgan Stanley predicts an 80,000-ton shortfall in lithium carbonate equivalent (LCE). This is directly increasing the cost of U.S. power grid upgrades and electric vehicle production.
- Roughly 50% of the world’s seaborne sulfur trade transits through the Strait of Hormuz. China, the world’s top sulfuric acid producer, implemented export bans in May 2026.
- Sulfur is the primary ingredient for sulfuric acid, used to make phosphate fertilizers.
- Sulfuric acid is essential for leaching metals like copper, nickel, and cobalt.
- In Chile, sulfuric acid prices have more than doubled, threatening the production of copper needed for global electrification.
- High-purity sulfuric acid is a critical “workhorse” chemical in chip manufacturing. Analysts at The Soufan Center warn that the sulfur shortage is now a direct threat to the global defense industrial base.
- While the United States produces about 90% of its sulfur domestically, the current global “sulfur shock” is beginning to impact the U.S. economy through price contagion and supply chain friction.
- Shortages of yttrium and scandium—vital for defense tech and aerospace—are worsening, with some suppliers reportedly turning away clients as of late February 2026.
- A key pain point is yttrium, used in coatings that keep engines and turbines from melting at high temperatures. Without regular application of these coatings, engines cannot be used. Some coatings manufacturers are also now starting to ration material, according to company executives and traders. Executives at two North American firms that buy yttrium to make coatings told Reuters they have needed to temporarily pause production due to shortages. One is also now turning away smaller and offshore customers in order to conserve supply for larger clients, which include certain engine makers.
- U.S. semiconductor makers are running low on scandium, putting production of next-generation 5G chips at risk, said Dylan Patel, founder and CEO of research firm SemiAnalysis. (…) scandium plays small but important parts in fuel cells, specialty aluminium aerospace alloys and advanced chip processing and packaging. Major U.S. semiconductor manufacturers all rely on scandium for making chip components that “go into essentially every 5G smartphone and base station”, Patel said.





