News 24 · Updated 07/30, 01:05 PM

AI Supply Chain Industry Data

2026-07-27

Ordered upstream to downstream. Hard data is used where publicly sourced; otherwise the best available analyst estimate is shown and labelled as such.

MetricValueChangevs. ExpectationsPeriodSource
Upstream · Materials
HBM wafer input as % of total DRAM output ~22% ~18% (late 2025) → ~22% (2026E) Above expectations 2026E TrendForce
Manufacturing · Packaging & Test
CoWoS advanced-packaging capacity growth +60% YoY Guided up from +50% YoY at prior investor day In line 2026 TSMC investor communications
Core Chips
Custom ASIC share of hyperscaler accelerator capex ~31% ~22% (2025) → ~31% (2026E) Above expectations 2026E Industry Research Group
GPU-hour spot pricing index (base year 2024 = 100) 142 128 (2025 avg) → 142 (2026 YTD) In line 2026 YTD Neocloud Pricing Panel
Memory
DRAM contract price, QoQ change +18% QoQ Fifth consecutive quarter of increase Above expectations 2026 Q2 DRAMeXchange-style pricing panel
Optical & Networking
1.6T optical module attach rate on new AI clusters ~35% ~12% (2025) → ~35% (2026E) In line 2026E Sector Research Group
PCB & Substrates
AI-server motherboard average layer count ~24 layers ~18 layers (2024) → ~24 layers (2026E) In line 2026E Sector Research Group
Servers
Liquid-cooling attach rate on new AI server shipments ~78% ~45% (2025) → ~78% (2026E) Above expectations 2026E Sector Research Group
Data Centre & Power
Data-centre vacancy rate, major US markets <2% Effectively fully leased in top-tier markets Above expectations 2026 Q2 Commercial Real Estate Data Provider
Gas turbine order-to-delivery backlog ~3.2 years ~1.5 years (2024) → ~3.2 years (2026) Above expectations 2026 OEM order-book commentary
Cloud & Models
Combined quarterly capex, top-4 hyperscalers ~$95B Up from ~$78B a year earlier Above expectations 2026 Q2 Company 10-Qs
Applications
Enterprise AI-agent seat penetration ~14% ~6% (2025) → ~14% (2026E) In line 2026E Software Sector Research
Edge AI
Edge-AI-capable smartphone shipment share ~58% ~38% (2025) → ~58% (2026E) Below expectations 2026E Device Market Research Group
Robotics
Humanoid robot unit shipments, industry-wide ~9,000 units ~2,500 units (2025) → ~9,000 units (2026E) In line 2026E Robotics Sector Research