Cloud AI Absorbs Resources, Non-AI Semiconductor Recovery May Lag Expectations
nashnova research
AI data centers keep absorbing memory capacity and corporate budgets; consumer-electronics prices have risen for nine straight months, pushing the recovery window for non-AI chips further out.
Consumer electronics are getting pricier — why is that bad news for chips?
Over the past nine months, consumer-electronics prices have risen faster than overall inflation. This means → the long-standing logic of "gadgets get cheaper → chip shipments expand" has reversed in 2026.
Rising memory costs are pushing up smartphone and PC prices; shipments have slowed noticeably. Last quarter's PC shipment decline was far steeper than forecast.
In plain terms = when devices cost more, fewer people buy them — and fewer devices sold means fewer chips sold.
HBM demand is surging — how does the cost pressure spread?
Bloomberg Intelligence analyst Kunjan Sobhani notes that each new generation of AI accelerator carries substantially more HBM — high-bandwidth memory, a type of high-speed memory built specifically for AI chips — than the last.
Bloomberg Intelligence estimates that by 2030, each AI chip will carry roughly 480 GB of HBM. Even if spot prices ease, per-accelerator HBM cost will keep climbing.
This means → HBM is locking an ever-larger share of memory capacity into the AI lane, pushing memory's share of total server cost significantly higher. Sobhani warns: if supply stays tight, affordability problems will surface fast.
Where is corporate spending going?
A Bloomberg Intelligence survey of 604 senior executives found 92% expect their AI budgets to grow, by an average of roughly 14%.
By 2029, AI data centers are projected to account for 29% of global IT spending, up from 19% in 2025.
In plain terms = corporate R&D budgets are migrating en masse toward AI data centers, leaving less and less for every other chip segment.
Why can't central banks tame this round of inflation?
Hilltop Economics economist Duncan Meldrum points out that this inflation wave is driven mainly by the supply side — energy and supply-chain disruptions from the Iran war, plus extreme-weather shocks to food prices.
This means → the root cause sits on the supply side; rate hikes have limited effect, and a quick monetary-policy fix is unlikely.
This reflects a deeper imbalance: global growth has not tipped into recession, but the distribution of that growth is extremely uneven, with consumer markets bearing the brunt of inflation.
Where is global investment concentrated — and what's the risk?
Incremental global investment is heavily concentrated in the United States, almost entirely in computers, data centers, and software — all AI-related. Investment growth outside the U.S. has nearly stalled.
Meldrum sees this imbalance as a risk that deserves close attention during the AI boom.
In plain terms = as AI data centers keep absorbing memory capacity and corporate budgets, the annual consumer-electronics price-decline cycle is unlikely to return soon, and the recovery timeline for non-AI semiconductors may be pushed back further.
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