AI Infrastructure Is Absorbing NAND Supply: TrendForce Now Expects Prices to Surge 85%–90% in Q1 2026

Key Takeaways

• TrendForce now expects overall NAND flash prices to rise 85%–90% QoQ in 1Q26, up sharply from 33%–38% in its January outlook and 55%–60% in its February revision, highlighting how quickly supply conditions tightened.
• The top five NAND suppliers generated $21.17 billion in 4Q25 revenue, up 23.8% QoQ, largely driven by enterprise SSD demand tied to AI server deployments, alongside HDD shortages and extended lead times.
• Supplier commentary and channel data reinforce the trend: Micron reported record fiscal Q1 2026 revenue linked to AI demand, Samsung said it is prioritizing high-value AI-related memory products, and ECIA sentiment data shows unusually strong demand conditions across the electronics channel.

On March 3, TrendForce reported that the top five NAND flash suppliers generated $21.17 billion in combined revenue in the fourth quarter of 2025, representing 23.8% quarter-over-quarter growth. More importantly, the research firm sharply raised its forecast for NAND flash pricing in Q1 2026 to an 85%–90% quarter-over-quarter increase.

This is the third major upward revision in just a few months. TrendForce initially projected 33%–38% growth in January, increased the outlook to 55%–60% in February, and then raised the forecast again in March as demand conditions strengthened.

The primary driver is surging enterprise SSD demand linked to large-scale AI server deployments, particularly from North American cloud service providers. At the same time, HDD shortages and extended lead times are pushing additional storage demand toward NAND-based solutions.

Taken together, these factors point to a structural shift rather than a typical cyclical rebound. AI infrastructure is increasingly absorbing NAND supply, leaving less flexibility in the market for other applications.

Enterprise SSDs are Now the Center of Gravity

The most important development in the NAND market is the growing dominance of enterprise storage demand.

AI workloads require massive data throughput and storage density, which is accelerating the adoption of high-capacity enterprise SSDs. TrendForce notes that suppliers are rapidly expanding development of QLC-based enterprise drives, including 122TB and 245TB configurations, designed to support generative AI training and inference environments.

However, NAND manufacturing capacity cannot expand quickly enough to match this surge in demand. As a result, suppliers are increasingly directing production toward higher-value enterprise storage products, where margins and strategic importance are greater.

TrendForce expects this allocation trend to persist through 2026. If it does, the NAND market could remain tight even if demand in some consumer segments begins to soften.

Earlier research from already pointed to a growing demand divergence between consumer electronics and AI-related infrastructure, with enterprise SSDs becoming the largest growth segment in the NAND ecosystem.

Supplier commentary reinforces the outlook

Recent supplier commentary supports the same market narrative.

Micron reported fiscal Q1 2026 revenue of $13.64 billion, up from $11.32 billion in the previous quarter, citing strong AI-driven demand for memory and storage products. The company also said it expects continued growth through fiscal 2026 as AI infrastructure investment accelerates.

Samsung has signaled a similar strategic direction. In its latest earnings commentary, the company said its Memory Business will continue prioritizing high-value products for AI applications and plans to expand sales of high-performance TLC NAND solutions optimized for AI inference workloads.

NAND supply is not expanding evenly across all markets. Instead, suppliers are actively optimizing their product mix toward AI infrastructure demand, which may limit supply availability in other segments.

In such an environment, allocation decisions can become as important as total industry capacity.

Implications beyond hyperscale buyers

Although hyperscale cloud providers are the primary drivers of AI infrastructure demand, the effects are likely to extend throughout the electronics ecosystem.

TrendForce notes that rising NAND prices are already creating structural divergence across end markets. Consumer demand may soften as costs increase, but enterprise SSD demand linked to AI deployments remains strong.

At the same time, suppliers are shifting production toward higher-layer NAND and advanced process nodes, potentially tightening supply for mature NAND technologies such as MLC and SLC. These technologies remain important for industrial, embedded, and automotive applications, meaning tightness in those categories could persist even if consumer markets weaken.

Channel sentiment data reinforces the broader demand backdrop. According to ECIA’s Industry Pulse survey, January 2026 recorded the strongest sentiment in more than 4.5 years, with the overall sales index reaching 138.0 and memory IC sentiment hitting a record level of 180. February sentiment rose again to 139.7, marking the ninth consecutive month of strong demand signals across the electronics channel.

The industry entered 2026 with strong demand momentum rather than excess capacity, increasing the likelihood that memory tightness could spread across the broader component supply chain.

Downstream cost pressures are already emerging

Rising memory costs are already influencing downstream product planning.

TrendForce recently warned that higher component costs could reduce 2026 global smartphone production by approximately 10% year over year, potentially lowering shipments to around 1.135 billion units. Smartphone manufacturers may need to either increase retail prices or reduce device specifications to protect margins.

Notebook markets are facing similar pressures. TrendForce has lowered its notebook shipment outlook, citing rising costs across multiple components, including memory, CPUs, PCBs, batteries, and PMICs.

Softening demand in consumer markets does not automatically translate into improved component availability. If suppliers continue prioritizing AI-related products, certain categories may remain constrained even as downstream production forecasts decline.

What procurement teams should monitor next

The critical question moving forward is not simply whether NAND prices remain elevated, but where supply will be allocated next.

Procurement teams should closely monitor whether enterprise SSD contracts continue absorbing incremental NAND output, whether suppliers maintain a strong mix toward server and inference-related storage products, and whether mature NAND categories such as SLC and MLC remain constrained for industrial and embedded applications. Buyers should also watch for signs that downstream OEMs begin modifying specifications, delaying builds, or expanding qualification programs.

These signals will provide early insight into whether the current NAND price surge remains concentrated within AI infrastructure or evolves into a broader supply challenge across the electronics value chain.

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