Intelligence Update · edition 2026-09-12 · September 2026 Past editions · Methodology · Independence
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Rubin Faces Delay Risks; Blackwell to Dominate 70%+ of NVIDIA High-End GPU Shipments in 2026

TrendForce's April 2026 analysis confirms Blackwell will account for over 70% of NVIDIA's high-end AI chip shipments this year, while the next-generation Rubin architecture faces supply chain adjustment delays.

April 8, 2026 TrendForce GPU
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Verified Articles
32
Source Domains
6
Months Covered
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Real Sources

All Articles — January 2026 to June 2026

June 2026
Jun 15, 2026 GPU
NVIDIA B300 System Pricing: $300K–$350K Per DGX Rack
Analyst estimates place NVIDIA DGX B300 systems at $300K–$350K per unit, with 8–12 week lead times for DGX configurations and 40+ weeks for full NVL72 rack deployments.
Industry Analyst Reports Source ↗ Read more →
Jun 12, 2026 Market
AI Infrastructure Capex Forecast: $2.59 Trillion in 2026 (+47% YoY)
Global AI infrastructure spending is projected to reach $2.59 trillion in 2026, representing a 47% year-over-year increase driven by hyperscaler data center expansion and GPU procurement.
Multiple Analyst Firms Source ↗ Read more →
Jun 10, 2026 Market
Cloud GPU Spot Pricing: H100 at $1.03/hr, B200 at $2.12/hr
Cloud GPU spot pricing has stabilized with H100 instances at approximately $1.03/hr and B200 instances at $2.12/hr across major providers, while reserved pricing remains higher.
Cloud Provider Aggregated Data Source ↗ Read more →
Jun 8, 2026 GPU
H100 Secondhand Market: Prices Settle at $12K–$18K
The secondary market for NVIDIA H100 GPUs has stabilized at $12K–$18K per unit as enterprises upgrade to Blackwell, creating a liquid market for budget-conscious AI deployments.
Industry Reports / Reseller Data Source ↗ Read more →
May 2026
May 28, 2026 Supply Chain
TSMC CoWoS Capacity to Reach 125K+ Wafers/Month by End 2026
TSMC's advanced CoWoS packaging capacity is on track to exceed 125,000 wafers per month by end of 2026, but demand from NVIDIA and Broadcom continues to outpace supply.
Silicon Analysts / Morgan Stanley Source ↗ Read more →
May 20, 2026 Supply Chain
AI Chip Packaging Bottleneck: TSMC CoWoS Crisis Deepens
By reserving the majority of TSMC's most advanced CoWoS capacity, NVIDIA has effectively built a moat around AI chip production, squeezing competitors and extending lead times.
May 15, 2026 Memory
TrendForce: HBM Shipments to Exceed 30 Billion Gb in 2026
TrendForce forecasts 2026 HBM shipments will exceed 30 billion Gb, with HBM4 becoming mainstream by late 2026 as Samsung and SK Hynix ramp production.
Ampheo / TrendForce Source ↗ Read more →
May 10, 2026 Market
DRAM Prices Up 40–50% Since Q3 2025 on AI Demand
DRAM spot and contract prices have surged 40–50% since Q3 2025, driven by insatiable AI data center demand for HBM and conventional memory modules.
Industry Reports Source ↗ Read more →
April 2026
Apr 16, 2026 GPU
NVIDIA B300 (Blackwell Ultra) Specs, Pricing, and Benchmarks
NVIDIA shipped the B300 (officially "Blackwell Ultra") in January 2026 with 288 GB of HBM3e memory, 8 TB/s bandwidth, and 15 petaFLOPS of dense FP4 compute per chip.
Spheron Network Source ↗ Read more →
Apr 8, 2026 GPU
Rubin Faces Delay Risks; Blackwell to Dominate 70%+ Shipments
TrendForce reports NVIDIA's high-end AI chip shipment mix will shift significantly in 2026, with Blackwell accounting for over 70% while Rubin faces supply chain adjustment delays.
Apr 5, 2026 GPU
AMD MI400 vs NVIDIA B300: Performance, Pricing, Migration
AMD confirmed the MI400 series (MI455X, MI430X, MI440X) for 2026, challenging NVIDIA's B300 with competitive TCO and CDNA 5 architecture advantages.
Spheron Network Source ↗ Read more →
Apr 1, 2026 GPU
AMD Positions Instinct MI400 Against NVIDIA Vera Rubin
AMD's MI400 series, based on CDNA 5 architecture, targets NVIDIA's Vera Rubin timeline with aggressive pricing and open software ecosystem strategy.
March 2026
Mar 25, 2026 Data Center
US Data Center Power Demand Projected to Double by 2027
Goldman Sachs projects US data center power demand will surge from 31 GW in 2025 to 66 GW by 2027, driven by AI workloads requiring massive GPU clusters.
Goldman Sachs Source ↗ Read more →
Mar 18, 2026 Data Center
2026 Market Outlook: Global Data Center Market Enters Power-Constrained Supercycle
JLL Research reports the global data center market is entering a power-constrained supercycle, as AI demand drives capacity additions to record levels while grid connections lag.
JLL Research Source ↗ Read more →
Mar 12, 2026 Memory
Micron Forecasts Unprecedented Memory Shortage Through 2026
Micron's latest earnings report forecasts unprecedented memory shortages persisting through 2026, with HBM demand consuming an ever-larger share of total DRAM wafer capacity.
Micron Earnings / TraxTech Source ↗ Read more →
Mar 5, 2026 Memory
AI Memory Shortage 2026: What IT Leaders Need to Know
DRAM supply growth projected at just 16% YoY, well below demand. Memory prices climbing, lead times stretching, configuration options narrowing — the AI-driven crunch is here.
Mar 2, 2026 GPU
NVIDIA Data Center GPU Specs: A Complete 2026 Comparison Guide
Updated 2026 guide comparing Blackwell Ultra B300, B200, H200, and H100 performance metrics, pricing, and availability across cloud and on-prem deployments.
Intuition Labs Source ↗ Read more →
February 2026
Feb 28, 2026 GPU
NVIDIA Rubin vs. Blackwell: Rent B200/B300 Now or Wait?
Analysis compares Blackwell's current availability with the upcoming Rubin architecture, which promises 10x lower inference costs — but isn't expected until 2027.
Feb 22, 2026 Supply Chain
AI Data Centre Rush Raises Alarm Over Construction Supply Chain
Dutch Data Centers association warns that the AI data centre construction rush is straining supply chains for power equipment, cooling systems, and specialized construction materials.
Dutch Data Centers Source ↗ Read more →
Feb 18, 2026 Memory
SHI Insights: The Impact of the 2026 Memory Shortage on Data Centers
Hyperscalers are locking in years of advanced memory supply for AI needs, with unprecedented HBM and wafer demands reshaping the entire memory market for 2026.
SHI International Source ↗ Read more →
Feb 15, 2026 Market
AI Chip Manufacturing Demand Creates Historic Shortage
Extreme AI demand is causing historic shortages in the chip manufacturing sector, with lead times for advanced packaging extending to 40+ weeks for some configurations.
Feb 5, 2026 GPU
What is the NVIDIA B300? — DigitalOcean Deep Dive
At its core are 8 NVIDIA Blackwell Ultra SXM GPUs paired with Intel Xeon 6776P Processors, delivering unprecedented AI inference and training performance per watt.
DigitalOcean Source ↗ Read more →
Feb 1, 2026 Memory
Memory Shortage Crisis: AI Demand Disrupts Tech Supply Chains
Micron's forecasts confirm unprecedented shortages through 2026, as AI data center construction consumes available HBM and conventional DRAM supply.
January 2026
Jan 20, 2026 GPU
Global AI Server Shipments Forecast to Grow 28% YoY in 2026
TrendForce projects global server shipments to grow 12.8% YoY in 2026, while AI server shipments surge by more than 28% YoY, led by Google and Microsoft ramping production.
Jan 5, 2026 GPU
AMD Partners Share Vision for "AI Everywhere" at CES 2026
AMD previews its "Helios" rack-scale platform built on MI455X GPUs and EPYC Venice CPUs, while introducing the full MI400 series accelerator portfolio.
AMD Newsroom Source ↗ Read more →
Jan 5, 2026 GPU
AMD Instinct MI400 Launches in 2026 with CDNA 5 Architecture
AMD outlined its next steps at 2025 Financial Analyst Day: the MI400 series arriving in 2026 based on the new CDNA 5 architecture, targeting NVIDIA's data center dominance.
Jan 5, 2026 GPU
AMD Accelerates Data Center AI Innovation with Expanded GPU Roadmap
AMD confirms the 2026 arrival of the Instinct MI400 series and previews MI500 for 2027, expanding its data center AI accelerator roadmap aggressively.
AMD Investor Relations Source ↗ Read more →
Jan 5, 2026 Market
AMD MI400 Series: $7.2B AI GPU Challenging Nvidia
AMD unveiled the full MI400 series at CES 2026, with CEO Lisa Su presenting five distinct SKUs targeting different segments of the AI accelerator market.
Tech Insider Source ↗ Read more →
Jan 20, 2026 Memory
Memory Chip Shortage 2026: HBM Takes 23% of DRAM Wafers
A single rack installation absorbs what would otherwise supply memory for thousands of consumer devices, as HBM production cannibalizes traditional DRAM wafer capacity.
Tech Insider Source ↗ Read more →
Jan 15, 2026 Memory
AI Memory Shortage 2026: Developer Hardware Costs Spike
HBM consumption per AI accelerator is driving up costs for developers and smaller enterprises, as hyperscalers lock in available supply through long-term contracts.
Jan 10, 2026 Memory
AI's Memory Bottleneck: HBM and DRAM Shortage Predicted
Industry analysts predict a severe HBM and DRAM supply crunch for 2026–2027 as AI training and inference workloads consume ever-larger shares of global memory production.
LinkedIn / Industry Analysis Source ↗ Read more →
Jan 8, 2026 Market
Beyond the Chip: Where the AI Money Goes Next
Capital is shifting from chipmakers to massive AI data center buildouts, with power infrastructure, cooling, and networking becoming the new bottlenecks in 2026.
Jan 20, 2026 GPU
NVIDIA DGX B200 vs B300: Blackwell System Comparison
Detailed comparison of the B200 unit backlog and the January 2026 ramp-up of B300 cloud shipments, highlighting performance-per-watt improvements.
Jan 20, 2026 Supply Chain
TSMC CoWoS Supply Chain: Demand Surges to 1.1M Wafers in 2026
TSMC's advanced CoWoS packaging demand surges to 1.1 million wafers in 2026, with NVIDIA, Broadcom, and AMD competing for limited capacity allocation.
Isaiah Research / LinkedIn Source ↗ Read more →
Jan 18, 2026 Supply Chain
CoWoS, Not HBM, Is the Real AI Supply Bottleneck
Chip-on-wafer-on-substrate packaging capacity, not memory supply, emerges as the primary constraint limiting AI chip production throughput in 2026.
Medium / Industry Analysis Source ↗ Read more →
Jan 15, 2026 Supply Chain
Morgan Stanley: TSMC CoWoS Capacity Analysis for 2026
Morgan Stanley's detailed analysis of TSMC CoWoS capacity allocation shows AI chip packaging demand exceeding supply by 30–40% through 2026.
Morgan Stanley Source ↗ Read more →
Jan 10, 2026 Market
NVIDIA H100 Price Guide 2026: GPU Costs, Cloud Pricing & Buy vs Rent
H100 price starts at $25,000 to buy or $2.69/hr to rent. Comprehensive comparison of cloud GPU pricing across providers for AI training and inference workloads.
Jan 8, 2026 GPU
NVIDIA B200 GPU: Specs, Pricing, and Cloud Availability
B200 cloud pricing ranges from $2.65/hr (CoreWeave reserved) to $5.50/hr (spot). Manufacturing cost reportedly ~$6,400 per chip, with memory accounting for ~55%.
Jan 5, 2026 GPU
NVIDIA B200 Specs and Price: 192GB Blackwell GPU for AI
NVIDIA B200 features 192GB HBM3e memory with manufacturing cost ~$6,400 per chip. Memory accounts for roughly 55% of total chip cost in the Blackwell generation.
Jan 5, 2026 Memory
Samsung and SK Hynix Raise 2026 HBM3E Order Prices by 20%
Samsung and SK Hynix have raised HBM3E order prices by 20% for 2026 contracts, driven by surging demand from NVIDIA and AMD for AI accelerator memory.
Reddit / Industry Reports Source ↗ Read more →
Jan 3, 2026 Memory
Global Memory Shortage Crisis: Market Analysis and Impact on Smartphone and PC Markets
IDC analysis warns a global memory shortage is reshaping smartphone and PC markets for 2026, as DRAM and NAND supply struggles to keep pace with AI-driven demand.
Jan 2, 2026 Data Center
NVIDIA GB200 NVL72 Systems: What to Know About Full-Rack Deployments
GB200 NVL72 rack-scale systems combine 72 Blackwell GPUs in a single liquid-cooled rack, with deployment lead times extending to 40+ weeks due to CoWoS packaging constraints.
Intuition Labs Source ↗ Read more →
Jan 1, 2026 Data Center
NVIDIA Blackwell Ultra: The Chip Powering the AI Factory Era
NVIDIA's Blackwell Ultra doesn't just scale compute — it scales memory capacity to meet the demands of next-generation AI factories and trillion-parameter models.
NVIDIA Developer Blog Source ↗ Read more →

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