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OpenAI Launches Guaranteed Capacity for Long-Term Compute Reservations

OpenAI launched Guaranteed Capacity, a new enterprise offering that enables organizations to reserve dedicated compute for critical AI workloads. Customers can enter into one-to-three-year commitments to ensure reliable access to inference (the process of running a model to generate outputs) without the risk of being throttled by global demand.

As organizations move from experimental prototypes to production-grade OpenAI's agentic coding pilots, infrastructure reliability has become a primary bottleneck. This program mirrors traditional cloud reservation models, providing predictable budgeting and capacity certainty. It also supports OpenAI's multi-cloud strategy by allowing spend across various supported cloud providers.

You can now right-size compute allocations based on multi-year adoption plans and forecasted demand for autonomous AI agents. Discounts are tiered based on the size and duration of the annual commitment, and spend applies across the entire OpenAI product portfolio. Interested organizations must contact the sales team to evaluate eligible production workloads.

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Introducing OpenAI Guaranteed Capacity: a new offering that enables customers to guarantee long-term access to OpenAI compute. We’ve made long-term investments in infrastructure, partnerships, and capacity planning to help customers scale reliably. Now, Guaranteed Capacity helps customers plan ahead for critical workloads in a compute-constrained world. https://t.co/TN4OkZr2Uo

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Still wondering? A few quick answers below.

OpenAI Guaranteed Capacity is a new enterprise reservation program that allows organizations to secure long-term access to compute. By moving away from purely on-demand usage, customers can ensure they have the necessary infrastructure to run critical production workloads, autonomous AI agents, and customer-facing applications without the risk of being throttled by global demand spikes.

Customers can choose between one-year and three-year commitments for their compute reservations. These multi-year plans are designed to help organizations align their infrastructure needs with long-term AI adoption strategies and forecasted growth. Discounts are tiered, meaning the level of savings increases based on the length and volume of the annual commitment.

Guaranteed Capacity provides flexibility across the entire OpenAI product portfolio. Customers can draw down from their committed spend to use various model families and services as their business needs evolve. This allows organizations to maintain a single compute reservation while shifting their usage between different OpenAI tools and models over the course of the commitment.

Yes, OpenAI Guaranteed Capacity is designed to work across supported cloud providers. This multi-cloud approach allows enterprises to use their reserved compute allocations within their existing infrastructure setups. Organizations can work directly with the OpenAI team to evaluate the specific infrastructure requirements and cloud configurations that best suit their most important AI workloads.

This offering is specifically targeted at enterprise customers with critical production infrastructure and high-scale AI workloads. It is not a self-service feature for individual users; instead, interested organizations must contact the OpenAI sales team or fill out a capacity planning form to evaluate their eligibility and determine the right infrastructure setup for their specific needs.

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