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AI Infrastructure Insights

Technical guides, hardware comparisons, and procurement best practices for teams building and buying enterprise AI infrastructure.

Featured Articles

Workstations

Best AI Workstations for Enterprise AI Development in 2025

A practical guide to choosing the right AI workstation — RTX 5090, RTX PRO 6000, and dual-GPU configurations — with the trade-offs that actually matter for enterprise teams.

12 min readMay 28, 2025
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GPU Servers

H100 vs H200: Which GPU Server Is Right for Your Enterprise?

A side-by-side look at NVIDIA's H100 and H200 for enterprise AI workloads — and a clear framework for deciding when the H200 premium is worth it.

10 min readMay 20, 2025
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All Articles

Enterprise AI Infrastructure Resources

Workstations

RTX 5090 vs RTX PRO 6000: The Enterprise AI Workstation Showdown

Consumer flagship versus professional GPU. When does the RTX PRO 6000's ECC memory and certified drivers justify the step up from the RTX 5090?

9 min readMay 12, 2025
Planning

Enterprise AI Infrastructure Planning: A Complete Guide

Everything to think through before investing in on-premises AI infrastructure — compute sizing, networking, storage, power, and cooling.

18 min readMay 5, 2025
Planning

How to Build an AI Lab for Your Organization

A step-by-step approach to designing and procuring an AI lab — from a first research cluster to a full-scale internal AI platform.

15 min readApril 28, 2025
Procurement

The Complete AI Hardware Procurement Guide

How to navigate GPU allocation, authorized channels, and lead times — and build a procurement process that delivers on time and on budget.

14 min readApril 20, 2025
GPU Servers

Choosing the Right GPU Server for Your AI Workload

Match your workload — training, fine-tuning, or inference — to the right GPU server configuration, interconnect, and scale.

11 min readApril 14, 2025
Storage

Storage Requirements for Large Language Model Training

Throughput, capacity, and architecture for LLM training data — and why storage, not compute, is often the real bottleneck.

10 min readApril 7, 2025
Networking

Enterprise Networking for Multi-GPU AI Clusters

InfiniBand versus high-speed Ethernet, fabric topology, and why the network determines whether your GPU cluster actually scales.

9 min readMarch 31, 2025
Trends

The Future of AI Infrastructure: Trends for 2025–2026

Blackwell-class compute, liquid cooling, and the shift toward owned infrastructure — what infrastructure teams should plan for.

8 min readMarch 24, 2025
GPU Servers

AMD MI300X vs NVIDIA H100: An Enterprise Perspective

When AMD's high-memory MI300X makes more sense than the H100 — and when it doesn't. A workload-driven comparison.

12 min readMarch 17, 2025
Procurement

Total Cost of Ownership: AI Workstations vs Cloud Computing

A clear-eyed look at when owned AI hardware beats cloud GPUs — and when it doesn't — over a realistic three-year horizon.

13 min readMarch 10, 2025