AI Bottleneck Roadmap Year-by-Year (2026-2031): The Next 10x Stocks

Outlier Capital · Outlier Capital · June 24, 2026 at 12:46 · ⏱ 10 min read  | Read on Substack ↗
Summary
AI infrastructure bottlenecks will sequence through memory, optics, power, packaging, cooling, and 3D integration from 2026-2031, creating multi-bagger opportunities for companies with scarce IP and commercial traction. The article provides a verified, year-by-year roadmap with specific stock picks across each phase, arguing that these chokepoints mirror the memory supercycle that made MU and SNDK multi-baggers.
  • •HBM supply remains tight into 2027, giving MU content per GPU and pricing power as GPU demand compounds.
  • •POET's optical interposer platform secured a $50M initial purchase order from Lumilens, with framework potentially scaling to $500M+ over five years.
  • •800V DC power distribution becomes a 2027 reality, benefiting WOLF (SiC), VICR (vertical power modules), and NVTS (GaN).
  • •LPK's TGV LIDE process for glass core substrates shows strong Q1 2026 orders (book-to-bill 1.4) and targets sustainable double-digit EBIT margins by 2028.
  • •Co-packaged optics market projected to exceed $20B by 2036 at 37% CAGR from 2026.
  • •By 2031, 3D DRAM and microfluidic cooling become necessary, benefiting LRCX (etch tools) and VRT (cooling).
Read time 10 min
Length 10,104 chars
Category finance
Ideas
Outlier Capital Substack author, Outlier Capital
HBM supply tightness through 2027, GPU demand compounding, content per GPU massive, pricing power and margin expansion continue as supply lags demand.
MU HIGH
Outlier Capital Substack author, Outlier Capital
Perkinamine electro-optic polymers for high-speed low-power modulators with superior bandwidth vs legacy options. PDK work and Fortune 500 CPO programs targeted for H1 2026. Pre-revenue platform with
Perkinamine electro-optic polymers for high-speed low-power modulators with superior bandwidth vs legacy options. PDK work and Fortune 500 CPO programs targeted for H1 2026. Pre-revenue platform with design-win torque.
LWLG HIGH
Outlier Capital Substack author, Outlier Capital
Clear leader in Through-Glass Vias (TGV) via LIDE laser process for glass core substrates. Strong Q1 2026 order intake (book-to-bill 1.4). Classic leveraged equipment re-rating setup with mid-term dou
Clear leader in Through-Glass Vias (TGV) via LIDE laser process for glass core substrates. Strong Q1 2026 order intake (book-to-bill 1.4). Classic leveraged equipment re-rating setup with mid-term double-digit EBIT margin target by 2028.
LPK.DE HIGH
Outlier Capital Substack author, Outlier Capital
Optical interposer platform enabling semiconductor-style manufacturing for photonics. Recent $50M purchase order from Lumilens scaling to $500M+, early commercial traction with asymmetric upside.
POET HIGH
Outlier Capital Substack author, Outlier Capital
SiC leader for 800V solid-state transformers and high-efficiency conversion. Dedicated data-center team and qualified capacity positions it to capture rising content per MW.
WOLF HIGH
Outlier Capital Substack author, Outlier Capital
High-power InP DFB lasers and arrays critical for external light sources in CPO and AI optical links. Strong synergy with interposer platforms for complete solutions.
SIVE HIGH
Outlier Capital Substack author, Outlier Capital
Niche but critical for frontier racks with high current and thermal compliance with liquid cooling. Benefits from 800V power architecture shift and rising content per MW.
VICR HIGH
Outlier Capital Substack author, Outlier Capital
GaN power ICs for efficient conversion in 800V architecture. Content per MW jumps sharply as efficiency premiums and design wins compound.
NVTS HIGH
Outlier Capital Substack author, Outlier Capital
Equipment enabler for glass core substrates and advanced packaging. Multi-year visibility and margin expansion from platform shift.
AMAT HIGH
Outlier Capital Substack author, Outlier Capital
Embedded and adaptive liquid cooling moves from optional to mission-critical as power densities explode. Captures increasing system value.
VRT HIGH
Outlier Capital Substack author, Outlier Capital
Direct beneficiary of 3D DRAM ramp in 2031, providing another multi-year visibility cycle for etch and deposition tools.
LRCX HIGH
Outlier Capital Substack author, Outlier Capital
Article cites competition from vertically integrated giants like Broadcom in optics as a risk to POET and LWLG margins and market share.
Article cites competition from vertically integrated giants like Broadcom in optics as a risk to POET and LWLG margins and market share. Risk: Broadcom's scale and integration could limit upside for smaller photonics pure-plays.
AVGO
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This newsletter, published June 24, 2026, features Outlier Capital discussing MU, LWLG, LPK.DE, POET, WOLF, SIVE, VICR, NVTS, AMAT, VRT, LRCX, AVGO. 12 trade ideas extracted by AI with direction and confidence scoring.

Speakers: Outlier Capital  · Tickers: MU, LWLG, LPK.DE, POET, WOLF, SIVE, VICR, NVTS, AMAT, VRT, LRCX, AVGO