Thoughts on the Market

The High Cost of AI Memory

AI's intense demand for memory chips is driving prices up and creating supply shortfalls that impact everything from data centers to smartphones.

AI infrastructure buildouts are driving a sharp increase in memory chip demand, causing prices to rise more than six-fold and creating a two-tier market where large buyers secure priority access while traditional buyers face shortfalls.

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5 minJun 8, 2026Thoughts on the Market

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The High Cost of AI Memory

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Key takeaways

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01

AI Drives Unprecedented Memory Demand

AI has become intensely memory hungry, with newer AI chips using 7.2 times more high bandwidth memory (HBM) than earlier generations. Total HBM usage has jumped from roughly 10 terabytes in 2020 to about 18 petabytes in 2026.

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02

Supply Chains Struggle to Keep Pace

New memory capacity takes years to build and qualify, creating a supply relief process rather than an switch. This lag has led to a two-tier market where large AI and cloud buyers secure priority access through long-term agreements.

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03

Shortfalls Impact Consumer Electronics

Traditional buyers like PC and smartphone makers face significant shortfalls. In 2027, PC memory demand could face a 15 percent shortfall (58 million PCs), and smartphones could face a 12 percent shortfall (134 million units).

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04

Market Value Surges

The memory market is projected to grow from about $220 billion in 2025 to $890 billion in 2026, with expectations for 2026 revenue rising 71 percent in just three months.

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Keep the question moving.

01

How does the two-tier memory market affect smaller tech companies?

02

What are the long-term implications of HBM demand on semiconductor manufacturing?

03

How might memory price fluctuations influence consumer electronics pricing in 2027?

Background reading

The context behind the episode.

Understanding Memory Chips

Types of Memory and Their Roles

DRAM is the fast memory inside servers, PCs, and phones, while NAND stores files in solid-state drives. HBM, or high bandwidth memory, is the high-performance version sitting right next to the AI chip to help move huge amounts of data quickly.

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Questions

Questions to carry into the episode.

How has AI changed the trajectory of memory chip prices?

Memory prices have risen more than six-fold over the last year, marking a sharp break from decades when the cost of DRAM generally kept falling.

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What is the impact on the broader economy?

The direct impact on headline CPI is estimated at about 0.1 percent in 2026, but pressure is showing up in producer prices, corporate margins, cloud costs, and delayed technology upgrades.

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How are companies responding to memory shortfalls?

Companies may have to raise prices, cut specifications, delay launches, and accept lower profits to compete for remaining memory supply.

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Experts

Voices named in the source.

Shawn Kim

Head of Morgan Stanley’s Europe and Asia Technology Team

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Sources and disclosure

Where this guide comes from.

This guide is based on the episode 'The High Cost of AI Memory' from the show 'Thoughts on the Market', published on June 8, 2026.

  1. Publisher show notes

    The Head of our Europe and Asia Technology Team, Shawn Kim, explains how AI’s appetite for memory chips is boosting the cost of everything from data centers to smartphones, with consequences that may reach far beyond the tech industry.

  2. Publisher show notes

    Read more insights from Morgan Stanley.

  3. Publisher show notes

    ----- Transcript -----

  4. Publisher show notes

    Shawn Kim: Welcome to Thoughts on the Market. I’m Shawn Kim, Head of Morgan Stanley’s Europe and Asia Technology Team.

  5. Publisher show notes

    Today, we’re talking about chipflation – when memory chips stop getting cheaper over time, and become more expensive and even harder to find.

  6. Publisher show notes

    It’s Monday, June 8th, at 3pm in London.

  7. Publisher show notes

    Memory chips are easy to ignore, until your laptop slows down, your phone costs more, or your cloud bill jumps.

  8. Publisher show notes

    Memory is the computer’s workspace.

  9. Publisher show notes

    It holds whatever the machine needs at that moment, whether that is a web search, a video, a spreadsheet, or an AI model answering a question.

  10. Publisher show notes

    DRAM is the fast memory inside servers, PCs and phones.

  11. Publisher show notes

    NAND is what stores files in solid-state drives.

  12. Publisher show notes

    And HBM, or high bandwidth memory, is the high-performance version sitting right next to the AI chip, helping them move huge amounts of data quickly.

  13. Publisher show notes

    That last one – HBM – is key because AI has become intensely memory hungry. Memory prices have risen more than six-fold over the last year, a sharp break from decades when the cost of DRAM generally kept falling.

  14. Publisher show notes

    The pressure is coming from AI infrastructure buildouts. We see servers accounting for 59 percent of DRAM demand by 2028, up from 37 percent in 2023. We also see enterprise solid-state drives reaching 65 percent of NAND demand, up from 18 percent. And simply put, data centers are taking a much bigger share of the memory pie.

  15. Publisher show notes

    AI memory use is climbing fast, and at every scale. A newer AI chip uses 7.2 times more HBM than earlier generations. A full system uses about 65 times more. Across an entire AI data center buildout, the jump gets even bigger. HBM has gone from roughly 10 terabytes in 2020 to about 18 petabytes in 2026, orders of magnitude more.

  16. Publisher show notes

    This demand is running into a supply chain that cannot respond quickly.

  17. Publisher show notes

    New memory capacity takes years to build, qualify and ramp up.

  18. Publisher show notes

    Supply relief is a process, not a switch.

  19. Publisher show notes

    And that creates a two-tier market.

  20. Publisher show notes

    Large AI and cloud buyers can sign long-term agreements, prepay and secure priority access.

  21. Publisher show notes

    Traditional buyers, including PC makers, smartphone makers and industrial hardware companies, must compete for what remains.

  22. Publisher show notes

    This impacts everyday products. In 2027, we see PC memory demand potentially facing a 15 percent shortfall, equivalent to about 58 million PCs. Smartphones could face a 12 percent shortfall, equivalent to about 134 million units. Companies may have to raise prices, cut specifications, delay launches, and accept lower profits.

  23. Publisher show notes

    We see the memory market growing from about $220 USD billion in 2025 to about $890 billion in 2026.

  24. Publisher show notes

    Expectations for 2026 memory revenue rose 71 percent in just three months.

  25. Publisher show notes

    That implies roughly $600 USD billion of incremental memory revenue in 2026, more than the annual market for smartphones, PCs, or servers, each taken on its own.

  26. Publisher show notes

    The broader economy may not see a significant direct inflation shock. We estimate the direct impact on headline CPI at about 0.1 percent in 2026. But pressure is showing up in producer prices, in corporate margins, cloud costs, capital spending plans and delayed technology upgrades.

  27. Publisher show notes

    AI has turned memory from the cheapest part of the digital economy into one of its most contested resources. These tiny chips most people never think of may now decide what gets built or delayed, and how much we all end up paying.

  28. Publisher show notes

    Thanks for listening. If you enjoy the show, please leave us a review wherever you listen and share Thoughts on the Market with a friend or colleague today.

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