Physical AI · Research expansion in progress

GAA and backside power delivery technology and investment research

Next gen transistor/power routing architectures for leading edge logic PXS Research maps this technology to Physical AI and the AI Factory & Cloud Training Infrastructure, Edge Compute & Control Silicon layer.

Universe
Physical AI
Layer
AI Factory & Cloud Training Infrastructure · Edge Compute & Control Silicon
Mapped
6 stocks
Editorial status
Research expansion in progress

Next gen transistor/power routing architectures for leading edge logic

GAA and backside power increase process complexity and tool intensity; enable performance/watt scaling

GAA and backside power delivery: technology and investment research

437 words · Vault research updated Jul 12, 2026

Technical bottleneck

  • Bottleneck type: process integration / yield
  • Technical constraint: nanosheet/RibbonFET integration, backside power, patterning, deposition/etch complexity
  • Economic constraint: high R&D/capex; few foundries can execute; external-customer validation critical

Adoption

  • Driver: AI ASIC/CPU/GPU demand, foundry competition, Intel 18A/14A, TSMC N2
  • Blocker: node delays, external-customer failure, yield issues

Product categories

process tools, metrology, EDA/IP, materials

Public companies exposed

AMAT, KLAC, LRCX, ASML, INTC, TSM

  • NVDA (NVDA)
  • ON (ON)
  • AVGO (AVGO)
  • MRVL (MRVL)

Validation signals

node milestones; customer tape-outs; yield progress; fab tool orders

Invalidation signals

yield failure; customer pullback; capex cuts

Related product map rows

  • AMAT — Consensus: Digital Infra/AI HW → Semicap equipment toll road: every advanced fab needs AMAT tools · confidence low

Sources

7 cited sources from the research vault and public framework used to define this capability.

  1. sec.govSEC Applied Materials 10 K FY2025Open source ↗
  2. sec.govSEC KLA Corp 10 K FY2025Open source ↗
  3. sec.govSEC Lam Research 10 K FY2025Open source ↗
  4. sec.govSEC ASML 20 F FY2025Open source ↗
  5. ieee-iedm.orgIndustry IEEE IEDM 2025 — GAA and BSPDN PapersOpen source ↗
  6. tsmc.comtsmc.comOpen source ↗
  7. intel.comintel.comOpen source ↗
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Stocks mapped to this technology

Compare the current investment signal, conviction, target and research freshness for each stock.

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Technology questions

Direct answers about the technology, its infrastructure layer and mapped public stocks.

What is GAA and backside power delivery?

Next gen transistor/power routing architectures for leading edge logic PXS Research maps this technology to Physical AI and the AI Factory & Cloud Training Infrastructure, Edge Compute & Control Silicon layer.

Which universe and layer is GAA and backside power delivery mapped to?

GAA and backside power delivery is mapped to Physical AI across AI Factory & Cloud Training Infrastructure, Edge Compute & Control Silicon.

Which stocks are mapped to GAA and backside power delivery?

PXS Research currently maps 6 public stocks to GAA and backside power delivery, including AMAT, AVGO, KLAC, MRVL, NVDA, ON.