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Claim under review / Semiconductor supply

Advanced memory is becoming an AI supply bottleneck

High-bandwidth memory and advanced packaging capacity may constrain accelerator shipments.

MU TSM NVDA AMD

Current assessment

No material update

The timeline for relief from advanced memory constraints is extending further into the future. Industry executives now project that RAM shortages will persist through 2028, pushing memory prices for 2027 significantly higher than current levels. This prolonged supply-demand imbalance reinforces the status of high-bandwidth memory as a durable bottleneck in the AI hardware supply chain.

Latest development: Industry expectations for the duration of the memory shortage have extended, with executives now forecasting constraints to last through 2028 and driving 2027 prices significantly higher.

Last material update
1 Oct 2026
Last checked
13 Oct 2026

Development history

2 updates

  1. Industry expectations for the duration of the memory shortage have extended, with executives now forecasting constraints to last through 2028 and driving 2027 prices significantly higher.

    The timeline for relief from advanced memory constraints is extending further into the future. Industry executives now project that RAM shortages will persist through 2028, pushing memory prices for 2027 significantly higher than current levels. This prolonged supply-demand imbalance reinforces the status of high-bandwidth memory as a durable bottleneck in the AI hardware supply chain.

  2. Micron confirmed that demand for its memory products will continue to outstrip supply through fiscal 2027, driven by an eleven-fold increase in data center revenue.

    Advanced memory continues to be a critical constraint on AI hardware supply, with no immediate relief in sight. Micron's latest earnings report revealed an eleven-fold jump in data center revenue, driven by insatiable AI demand. Crucially, the company signaled that demand for its memory products will continue to exceed available supply through fiscal 2027, confirming that high-bandwidth memory remains a durable bottleneck in the accelerator supply chain.