Layer 2 — Memory & storage

Position in the die→grid hierarchy: inside the server.

Memory and storage attached to the accelerators and servers: HBM stacked on the package, DDR5 on the board, the interface silicon between them, and the NAND, SSDs and nearline drives that hold checkpoints and training data.

Layer 2 covers everything that stores or holds data for an AI system, from the memory stacked on the accelerator package down to the bulk drives that hold training sets and checkpoints. The chain runs in order of proximity to compute: HBM sits directly on the accelerator package for the fastest, most capacity-constrained tier; DRAM and memory modules serve the host CPU a step further out, assembled with buffer chips that keep signal integrity as module capacity rises; CXL controllers and PCIe/CXL switches extend that memory beyond a single board when a platform chooses to pool it; and NAND flash, packaged into enterprise SSDs, forms the fast local storage tier that stages data and checkpoints ahead of the bulk, lower-cost HDD tier. AI storage systems sit above all of it as the software and appliance layer that aggregates drives into throughput a large GPU cluster can actually consume. The investable choke points cluster at the two ends of this chain: HBM, where a small number of qualified suppliers sell into an accelerator roadmap they do not control, and the storage-system layer, where specialized vendors built around GPU-direct access patterns compete against both enterprise storage incumbents extending existing lines and hyperscalers building in-house. In between, buffer chips, memory expanders, and SSD controllers are narrower, qualification-driven niches that reset with every new platform generation.

Parts in this layer

Public plays in this layer

Listed companies with the most part placements in layer 2. Placement count is breadth, not revenue exposure.

CompanyTickerParts herePriceMkt cap
Samsung Electronics005930.KS7215500 KRW1403.32T
MicronMU7878 USD992.9B
SK Hynix000660.KS61277000 KRW930.76T
MicrochipMCHP374.05 USD40.2B
MarvellMRVL3229 USD205.4B
Kioxia285A.T312755 JPY20.38T
SeagateSTX2630 USD143.4B
SanDiskSNDK21238 USD178.9B
RambusRMBS285.65 USD9.3B
Phison8299.TWO21880 TWD415.8B
Montage688008.SS2180 CNY219.7B
Astera LabsALAB2257 USD44.6B
Winbond2344.TW1155 TWD695.3B
Western DigitalWDC1344 USD128.6B
SupermicroSMCI132.94 USD21.3B
Silicon MotionSIMO1187 USD6.4B
Renesas6723.T12887 JPY5.28T
EverpureP1123 USD41.1B
Penguin Solutions/SMARTPENG153.41 USD2.7B
NetlistNLST15.86 USD2.1B
NetAppNTAP1215 USD42.3B
Nanya2408.TW1414 TWD1.43T
IBMIBM1254 USD239.6B
HPEHPE156.69 USD75.3B
Hanmi Semiconductor042700.KS1191000 KRW18.12T