Where the World’s AI Runs: US vs China vs Europe
Frontier AI compute sits inside a handful of American data centers. China’s fast-growing domestic build and Europe’s publicly funded push compete for what is left. Key finding: Frontier AI compute is concentrated in the United States, with China a distant second and Europe building from a much smaller base. The United States owns about 75% […]
Blackwell Ultra Hits Volume Production
Volume production has not shortened the wait. Enterprise buyers ordering Blackwell Ultra capacity today still face lead times measured in the better part of a year, even as finished racks ship from assembly lines and land inside hyperscaler data centers. Key finding: Blackwell Ultra hardware has reached volume production, but enterprise buyers without prior capacity […]
InfiniBand vs Ethernet
InfiniBand and Ethernet are the two network fabrics that connect GPUs in a training cluster. The choice between them sets how much of a cluster’s theoretical compute turns into finished work. The interconnect sets the ceiling. Accelerator generation fixes the theoretical peak. The network decides how much of that peak a distributed training job ever […]
Which NVIDIA GPU Fits Your Workload?
The best NVIDIA GPU for AI is the one that matches the workload. A model serving millions of small inference requests has almost nothing in common, at the hardware level, with a trillion-parameter training run. Consequently, matching the GPU to the job is a larger cost and performance lever than chasing the lowest hourly rate. […]
Big Tech AI Spend and Why Enterprises Get Squeezed Out
Big Tech AI spend reaches $725 billion in 2026, and the spenders keep most of the capacity it buys. The four largest hyperscalers claim GPU supply before it reaches the open market. The pattern held for Blackwell and repeated with Vera Rubin. As a result, enterprises buying through standard channels face 36 to 52-week waits […]
Axe Compute Signs $1.5B Contract
Axe Compute, Inc. (NASDAQ: AGPU) today announced a new five-year customer agreement with total committed contract value of more than $1.5 billion. Under the agreement, Axe Compute will design, deploy, own, and operate a dedicated, single-tenant cluster of more than 9,200 NVIDIA Blackwell B300 GPUs in the United States, secured through Axe Compute Build, the […]
Axe Compute Secures $1.3B in AI Infrastructure Contracts
Enterprises building the next generation of AI need infrastructure designed for exactly what they are creating. Axe Compute Inc. (NASDAQ: AGPU) has signed more than $1.3 billion in new customer contracts across the United States and Europe to deliver precisely that. The milestone moves the company past its 2026 goal of $1 billion in signed […]
Vera Rubin: The Right Compute as You Scale
The cost of serving AI in production is becoming the number that decides what you can ship. NVIDIA built Vera Rubin to change that, and teams are claiming the first allocations now. Early access is open at Axe Compute, ahead of the general-availability queue. The Inference Bill Is Outrunning the Budget Picture where most AI […]
NVIDIA Blackwell GPU Comparison: B200, B300, GB200, GB300
Key finding: NVIDIA’s Blackwell architecture introduced four distinct products for AI factory deployments: the B200, GB200 NVL72, B300 (Blackwell Ultra), and GB300 NVL72. Each is built for a different performance and infrastructure profile, and choosing the wrong one affects model training timelines, inference economics, and data centre power requirements. This guide maps each GPU to […]
Two Enterprise Contracts. Two Frontier AI Workloads. $25.9 Million in Committed Compute.
Axe Compute (NASDAQ: AGPU) has closed $25.9 million in total contract value across two long-term enterprise agreements, with $12.9 million already received in advance payments. The contracts span two of the fastest-growing compute categories in enterprise AI: large-scale inference infrastructure and physics-based simulation for autonomy, gaming, and robotics. Key finding: Two long-term enterprise agreements total […]