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Artificial intelligenceData centersElectrification

Phase 2 of the Artificial Intelligence Buildout

Fading9 new signals this week

The second phase of the AI buildout is shifting investor attention from standalone chips to the physical systems required to deploy computing at scale. Power generation and distribution, liquid cooling, high-speed networking, optical cabling and advanced memory become critical bottlenecks as rack densities rise. This broadens the winner basket across industrials and Asian supply chains, while AI agents threaten labor-intensive service providers.

How this story could end...

The endings this story genuinely supports, written from the same evidence as the story updates. The value ranges are illustrative examples of how the affected companies as a group could re-rate — not forecasts, targets or advice.

Mapping out the endings…

How the two sides have traded

The bull and bear baskets for this story, equal-weighted and indexed so the two lines start together.

Each scenario's basket — 3 months

Both sides on one chart — 9 stocks on the bull side, 1 stock on the bear side. Neither side is emphasised.

Each line tracks the 10 companies most exposed to this story, so a broad basket of loosely related names does not flatten it. The full list below is unchanged.

Jul 20, 2026 – Oct 19, 2026 · 66 sessions

Bull case -4.78%Bear case +40.21%

Equal-weighted performance of the 10 most exposed stocks over the last 3 months.

Most affected stocks

Bull case

ANETArista Networks, Inc.
$182.79
Today+3.08%3 months+7.94%
200-session avg $163.78+11.61% vs that average
High exposureLargely priced in

Large AI clusters require high-bandwidth, low-latency Ethernet networks, expanding demand for Arista's switches and software.

NVDANVIDIA Corporation
$217.34
Today+1.24%3 months+6.92%
200-session avg $203.47+6.82% vs that average
Exposure: not rated yetLittle priced in

Its Blackwell platforms anchor increasingly complex AI systems and pull through spending on networking, cooling and power infrastructure.

200-session avg $2190.66+9.78% vs that average
Exposure: not rated yetLargely priced in

TSMC is the key foundry and advanced-packaging supplier for leading AI accelerators and custom silicon.

5803.TFujikura Ltd.
$4484.00
Today-1.30%3 months+0.27%
200-session avg $4839.82-7.35% vs that average
High exposureLargely priced in

Its optical-fiber and high-density interconnect products benefit from rapidly expanding AI data-center connectivity requirements.

ETNEaton Corporation plc
$391.65
Today+0.01%3 months-2.19%
200-session avg $395.36-0.94% vs that average
Medium exposureLittle priced in

Data-center expansion drives orders for electrical distribution, backup power and grid-connection equipment.

SU.PASchneider Electric SE
$251.80
Today-1.04%3 months-4.87%
200-session avg $267.01-5.70% vs that average
Exposure: not rated yetLittle priced in

Schneider supplies the power-management, automation and cooling systems needed to operate energy-intensive AI facilities.

005930.KSSamsung Electronics Co., Ltd.
$215750.00
Today-0.80%3 months-11.58%
200-session avg $241123.28-10.52% vs that average
Medium exposureLargely priced in

Scaling AI servers increases demand for high-bandwidth memory, advanced DRAM and enterprise storage.

ENR.DESiemens Energy AG
$131.72
Today-2.36%3 months-13.71%
200-session avg $154.84-14.93% vs that average
Medium exposurePartly priced in

AI-driven electricity demand supports investment in generation capacity, transformers and transmission-grid equipment.

VRTVertiv Holdings Co
$205.70
Today-0.45%3 months-29.48%
200-session avg $272.11-24.41% vs that average
High exposurePartly priced in

Higher-density AI racks create urgent demand for liquid cooling, power management and data-center thermal equipment.

Bear case

TEP.PATeleperformance SE
$76.08
Today+1.90%3 months+40.21%
200-session avg $58.19+30.74% vs that average
High exposureLittle priced in

Generative-AI agents could automate customer-service volumes and pressure pricing for human-intensive outsourcing contracts.

Reporting behind this story

Looking at what moved this story…