NVIDIA CorporationNvidia is positioned to benefit more from the 2026 AI infrastructure buildout as hyperscalers' capex is heavily directed to AI infrastructure, with GPU-based servers being the largest component.
Nvidia is positioned to benefit more than Micron from the 2026 AI infrastructure buildout because a greater share of hyperscaler capital spending goes toward its accelerators than toward memory chips. Hyperscalers Amazon, Microsoft, Alphabet, and Meta Platforms are expected to spend around $700 billion in combined capex in 2026, with roughly two-thirds directed at AI infrastructure, and GPU-based servers are the largest component within those budgets. Nvidia's GB200 Grace Blackwell Superchip and NVL72 systems tie together dozens of CPUs and GPUs, keeping the company at the center of procurement decisions, while Micron supplies high-bandwidth memory such as HBM3E that Nvidia uses in its H200 and Blackwell GPUs. Micron has locked in price and volume agreements for all of its 2026 HBM output and expects the HBM market to grow from about $35 billion in 2025 to around $100 billion in 2028, giving it leverage from tight supply and high attach rates. Still, Nvidia captures a larger absolute share of AI infrastructure dollars because AI campus specifications are set around its computing roadmap before memory, networking, and power are considered.
NVIDIA CorporationNvidia is positioned to benefit more from the 2026 AI infrastructure buildout as hyperscalers' capex is heavily directed to AI infrastructure, with GPU-based servers being the largest component.
Amazon.com Inc
Alphabet Inc Class C
Meta Platforms Inc.
Microsoft Corporation
Micron Technology IncMicron has locked in price and volume agreements for all of its 2026 HBM output, with HBM market expected to grow from $35B in 2025 to $100B in 2028.