A Practical Guide To The 6 Categories Of AI Cloud Infrastructure In 2026
The New Stack, Monday, March 16th, 2026
The 2026 AI cloud market has fragmented into six categories. Here's a taxonomy and evaluation framework to help platform teams match workloads to providers.
Platform teams and AI engineers are facing an unprecedented wave of decision paralysis. The rollout of NVIDIA's Blackwell and GB200 architectures has flooded the market with new GPU options. At the same time, a parallel explosion of specialized providers now competes for every stage of the AI pipeline. Picking the right cloud for an AI workload used to mean choosing between three hyperscalers. In 2026, that question has fractured into dozens of sub-decisions.