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.
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