Foundation Model Training Bottlenecks: Memory Bandwidth, Not GPU Count

Foundation model training infrastructure depends on GPU memory bandwidth and interconnect, not GPU count. Here's the data behind it

What's Driving RTX Pro 6000 Blackwell Prices Higher in 2026

RTX Pro 6000 Blackwell price has risen 87% since launch. What's behind the GDDR7 shortage driving it, and what it means for buy-vs-rent decisions.

Why Series A AI Companies Are Moving Off AWS GPU Before They Have To

Why Series A AI companies are moving off AWS GPU before a forcing function makes the decision for them, and how bare metal changes the math

B300 vs. H200: How to Decide Which Node Your Workload Actually Needs

B300 vs H200: a technical decision framework for bare metal GPU infrastructure, covering memory, FP4 throughput, cooling, and workload fit.

What a 24-Month Bare Metal Contract Actually Looks Like, And Why It Changes How You Plan

What a 24-month GPU infrastructure contract actually locks in, what stays flexible, and how it changes capacity planning for AI teams.

10 Questions That Reveal the Real Cost of Your Cloud GPU Setup

10 questions that expose the real cloud GPU cost behind egress, idle capacity, and hidden fees, and how to calculate what dedicated infrastructure actually saves.