Insights & Analysis

GPU Intelligence Blog

Benchmarks, pricing analysis, and buying guides for data center and consumer GPUs.

Data Center2026-03-1518 min read

NVIDIA B300 Ultra vs AMD MI355X: A Deep-Dive into the 2026 Data Center GPU Battle

We tear down the specs, run the numbers on TCO, and examine the software stack maturity of both flagships to help infrastructure teams make an informed choice.

NVIDIAAMDB300MI355X
AI Training2026-03-1220 min read

Choosing the Right GPU for LLM Training in 2026: A Practitioner's Guide

After overseeing dozens of LLM training deployments, here is what actually determines training speed, cost, and reliability — and which GPU fits each model scale.

LLMAI trainingGPU selectiondistributed training
Cloud Pricing2026-03-1015 min read

GPU Cloud Pricing in 2026: We Compared 7 Providers So You Don't Have To

An honest breakdown of GPU cloud pricing across AWS, Azure, GCP, Lambda Labs, CoreWeave, Together AI, and Crusoe — including the hidden costs that vendor pricing pages won't mention.

cloud pricingAWSAzureGCP
Cost Analysis2026-03-0516 min read

How to Calculate GPU Total Cost of Ownership Without Fooling Yourself

Most GPU TCO estimates are wrong because they leave out half the costs. Here is a framework from someone who has reviewed dozens of GPU procurement proposals.

TCOcost analysisinfrastructure planningcloud vs on-premise
Technology2026-03-0111 min read

HBM3e Memory Explained: Why It Matters More Than TFLOPS for AI Workloads

A technical deep-dive into High Bandwidth Memory, why it has become the defining spec for AI GPUs, and how to evaluate memory subsystems when comparing accelerators.

HBM3ememory bandwidthGPU architectureAI inference
Infrastructure2026-02-2514 min read

Building Your First GPU Cluster: 9 Expensive Mistakes I've Seen Teams Make

After consulting on GPU cluster builds for startups and enterprises, these are the mistakes that cost the most time and money — and how to avoid them.

GPU clusterinfrastructureprocurementInfiniBand