Deep dive · Sunday, 8 November 2026

No end in sight for the GPU supply problem

Compiled by AI for Business and Life editorial - 8 Nov 2026 - AI for Finance

AI data centers are absorbing memory chips, so PCs, laptops and graphics cards cost more.

What happened

Computer hardware is getting more expensive because AI data centers are buying up memory chips as fast as they are made. Engadget reported on 7 Nov 2026 that there is no end in sight for the shortage.

The pressure starts with a type of memory called DRAM (dynamic random access memory).

AI companies need a specialized, faster version called HBM (high-bandwidth memory) to train and run their AI tools. HBM is made on the same factory capacity as ordinary memory.

Suppliers are shifting that capacity toward HBM because it sells for roughly 30 percent more than traditional DRAM. That leaves less for everyone else.

The market is also concentrated. Three companies, Micron Technologies, Samsung Electronics and SK Hynix, make roughly 90 percent of the world's DRAM. All three are expecting long-term shortages even while expanding production.

Micron stopped direct-to-consumer sales last year to put its resources into AI production.

The price effect is large. A JP Morgan report says DRAM prices will have risen by 400 percent since 2024 by the end of 2026. The Consumer Price Index for software and accessories has risen by nearly a quarter over the last two years.

The Economist found similar rises in the prices of video game consoles and laptops, and PC shipments have fallen.

What it means for you

Your technology budget is likely to be under pressure for longer than you planned. If your forecast assumes laptop or workstation prices will ease in 2027, the article's evidence points the other way.

Micron's CEO, Sanjay Mehrotra, said on an earnings call to expect supply to be "much tighter in calendar 2027 and 2028" than in 2026. SK Hynix's CEO, Kwak Noh-jung, told Reuters that next year will be the worst year in the industry's history from the supply perspective.

For finance teams, this is a timing and cash question. Do you buy now at high prices, or wait and risk paying more or facing delays?

Each choice has a cost, and your finance team should compare them side by side.

Do not forget indirect effects. The knock-on effects across the consumer electronics market have been shocking. Look at your whole equipment list, not just PCs.

If you run a business that sells or services consumer electronics, the squeeze is also an inventory issue. Resellers have marked up some items. GameStop markets Sony's PlayStation 5 Pro for roughly $500 above MSRP (manufacturer's suggested retail price), according to the article.

What it costs and what it saves

This story is about costs rising, not savings.

DRAM prices: JP Morgan expects a 400 percent rise since 2024 by the end of 2026.
Graphics cards: The Tom's Hardware chips tracker found that Nvidia's GeForce RTX 5090 retails for $4,920 above the $1,999 suggested price at its January 2025 launch.
Other countries: In Japan, some gaming graphics cards have risen roughly 41 percent above their American counterparts.
Software and accessories: The Consumer Price Index category has increased by nearly a quarter over the last two years.
Console resale: The PlayStation 5 Pro is marketed at roughly $500 above MSRP at GameStop.
Supply already sold: Micron has reportedly sold 75 percent of its 2027 HBM output, at prices "much higher than 2026 prices."
Samsung: It has sold almost 80 percent of its 2027 memory output, according to KB Securities, with roughly 70 percent tied up in five-year contracts.

Risks and limits to watch

He said production would lag 20 percent behind demand until at least 2030.

Some expect the crisis to extend into the 2030s.

Not everyone agrees the shortage will last.

Acer CEO Jason Chen told DigiTimes that prices could plateau next year, citing a potential influx of cheap Chinese alternatives. A South Korean publication in October 2026 quoted experts predicting a "flood of new supply" in 2029.

Nvidia's head, Jensen Huang, dismissed the idea of a surplus. He told CNBC, "One of the things that's really great about memory is that you can always use more of it."

So the forecasts conflict.

How to use this

The other assumes they level off, as Acer's CEO suggested.

Key takeaways

AI data centers are consuming much of the memory supply, and component prices are skyrocketing, including for GPUs and consumer electronics
Suppliers have already sold much of their 2027 output, and industry leaders warn that 2027 and 2028 could be tighter than 2026.
Some voices expect prices to level off or supply to flood in later, so avoid locking in very long commitments you cannot adjust.

Frequently Asked Questions

Why are computer prices rising because of AI?

AI data centers need huge amounts of a specialized memory called HBM. Memory suppliers have reoriented production toward HBM, which sells for roughly 30 percent more than traditional DRAM; the source does not say this leaves less supply specifically for PCs, laptops and consoles

How long will the memory shortage last?

Forecasts differ. Micron CEO Sanjay Mehrotra expects supply to be much tighter in calendar 2027 and 2028 than in 2026, and SK Hynix's chairman Chey Tae-won said production will lag 20 percent behind demand until at least 2030 Acer's CEO thinks prices could plateau next year.

Sources

Memory shortage keeps computer hardware prices high

Keep learning

Look up the finance and accounting terms behind this story. Finance & Accounting Dictionary

How this brief is made

Daily AI Updates are compiled with AI from public sources and checked against our house style. Every story links to its original source. Our editorial note