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What Are the Factors That Lower Token Cost?

Understanding how to optimize token cost requires looking at the equation for calculating cost per million tokens. In this equation, many enterprises evaluating AI infrastructure focus on the numerator: the cost per GPU per hour. For cloud deployments, this is the hourly rate paid to a cloud provider; for on-premises deployments, it’s the effective hourly cost derived from amortizing owned infrastructure. The real key to reducing token cost, however, lies in the denominator: maximizing the delivered token output. That denominator carries two business implications. Minimize token cost: When thi

Rethinking AI TCO: Why Cost per Token Is the Only Metric That Matters

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blogs.nvidia.com › blog › nvidia-at-kubecon-2026

Advancing Open Source AI, NVIDIA Donates Dynamic Resource Allocation Driver for GPUs to Kubernetes Community

… A Collaborative, Industry-Wide Effort NVIDIA is collaborating with industry leaders — including Amazon Web Services, Broadcom , Canonical , Google Cloud , Microsoft , Nutanix , Red Hat and SUSE — to drive these features forward for the benefit of the entire cloud-native ecosystem. “Open source will… …

Mar 24, 2026 · Justin Boitano