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Investment-grade GPU analysis, benchmark rankings, and infrastructure research for enterprise AI teams.

Featured Report

Investment ReportInteractive · Updated May 2026 · Requires email

AI Infrastructure Investment Report 2026

17 DC GPUs compared across CapEx, TCO, inference efficiency, and workload fit. Includes 3-year cost modeling, cloud vs on-premise break-even, 8 provider comparison, and CTO-level workload recommendations.

  • ✓NVIDIA B300, B200, H200 vs AMD MI355X, MI325X vs Google TPU v7 Ironwood
  • ✓3-year TCO analysis: cloud reserved, on-demand, on-premise break-even
  • ✓Efficiency rankings: tokens/sec, perf/watt, cost per inference
  • ✓6 CTO use cases with GPU shortlist by workload type
  • ✓Infrastructure guide: cooling, networking, lead times
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Market Intelligence

Pricing

Cheapest H100 Cloud

Live pricing across Lambda, CoreWeave, RunPod, and 7 more providers.

Inference

Cost per 1M Tokens

$/1M tokens by model and GPU — compare inference cost across the stack.

Comparison

H100 vs B200 Analysis

Head-to-head across throughput, memory bandwidth, and 3-year TCO.

Comparison

MI355X vs GB200

AMD CDNA4 vs NVIDIA Blackwell — benchmark and deployment tradeoffs.

Guide

GPU Sizing for RAG

Memory requirements, batch sizing, and latency targets for RAG systems.

Roadmap

GPU Release Roadmap

Confirmed and projected GPU launches — NVIDIA, AMD, Intel, Google.

Research & Reference

Use CaseBest GPU For DeepSeek
Use CaseBest GPU For LLaMA
ReferenceGPU Glossary
ReferenceData Methodology
BlogResearch Blog
DataBenchmark Data
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