Where to deploy AI inference: a guide to economics

Although cloud platforms often offer the lowest cost for AI inference, on-premises deployment may be preferable due to application architecture, data locality and control requirements.

Capacity allocation and the next generation of AI-era KPIs

PUE measures facility energy overhead relative to IT load, but it does not show how much of a site's provisioned power envelope ultimately reaches IT. Power and compute effectiveness (PCE) introduces a metric that makes this allocation visible.

As capacity demands surge, operators rethink cloud strategies

Growing workload demand continued to drive capacity growth in 2025. Results from the Uptime Institute Service Providers and Capacity Survey 2025 offer an insight into trends in capacity growth and the adoption of hybrid strategies.

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