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OpenAIOpenAISan Francisco, CA

Strategic Compute Capacity Planning Lead

Lead OpenAI's capacity planning, allocation, and forecasting for GPU, CPU, and storage infrastructure. Translate research/product demand into disciplined plans, model tradeoffs/ROI, and build strategic operating models and executive cadences for infrastructure decisions.

341k – 397k/yr
Hybrid7+ YOETechnical Program Management

About the role

Responsibilities

  • Build the operating model for capacity planning across GPUs, CPUs, storage, and other critical infrastructure.
  • Forecast demand across training, inference, research, product, and enterprise workloads.
  • Translate demand forecasts into infrastructure requirements, including compute shapes, timing, location, vendor needs, and financial plans.
  • Develop frameworks for allocating scarce capacity across competing research, product, and business priorities.
  • Model ROI, total cost of ownership, utilization, and strategic tradeoffs for major compute and infrastructure decisions.
  • Partner with Strategic Partnerships and infrastructure teams on capacity deals, vendor strategies, and supply commitments.
  • Build scenario plans for demand spikes, supply constraints, product launches, and changes to the research roadmap.
  • Establish an executive operating cadence for capacity reviews, allocation decisions, forecast updates, and escalations.
  • Create clear visibility into supply gaps, demand risks, utilization tradeoffs, and infrastructure investment choices.
  • Move capacity planning from an ad hoc process to a rigorous, repeatable, and forward-looking strategic function.

Requirements

  • Strong experience in strategic planning, finance, operations, infrastructure strategy, partnerships, or complex commercial deals.
  • Ability to translate technical requirements and uncertain demand signals into clear operating and financial plans.
  • Experience evaluating infrastructure investments through ROI, cost, utilization, and scenario-based frameworks.
  • Comfortable working across Research, Product, Engineering, Finance, and business teams with different priorities and planning horizons.
  • Ability to create decision-making frameworks for allocating scarce resources across competing needs.
  • Strategic judgment paired with a willingness to work hands-on, especially when building a new function or operating process.
  • Strong communication skills to communicate complex tradeoffs clearly and drive alignment with senior technical and business leaders.
  • Ability to operate effectively in a fast-moving environment where supply, demand, and organizational priorities can change quickly.

Nice-to-Haves

  • Experience in infrastructure strategy or complex commercial deals.

Skills

Capacity Planningdemand forecastinginfrastructure strategyroi modelingfinancial planningscenario planningresource allocationStrategic Partnershipsgpu infrastructurecpu infrastructure
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