How to apply for Critical Facilities Lead, Compute Infrastructure

About OpenAI

OpenAI is a frontier AI research and product company with teams working on alignment, policy, and security. It posts specific high-impact opportunities, and this role is part of building an AI infrastructure ecosystem with capital partners. The company states it does not necessarily recommend working at other positions at OpenAI, and it links to a career review on concerns about working at a frontier AI lab.

About the role

This role leads commissioning, deployment, and long-term operation of next-generation AI data centers. It bridges data center construction and hardware landing, ensuring mission-critical infrastructure integrates with hardware deployment timelines. The position defines and executes commissioning plans, supports infrastructure bring-up, and owns operations and maintenance for large-scale AI data centers.

A typical day

A typical day might involve reviewing commissioning schedules with construction and hardware teams, resolving integration issues between infrastructure and hardware deployment, and planning operations and maintenance activities for existing sites. You may also spend time defining repeatable processes for new builds and coordinating with external partners on site selection or deployment milestones. Exact daily routines are not specified in the job description, so ask about team structure and on-call expectations during interviews.

Who OpenAI is looking for

• Experience defining and executing sequences of operations, commissioning steps, and bring-up processes for mission-critical data centers.
• Background in data center construction-to-operations transition, including hardware landing and integration with deployment timelines.
• Ability to collaborate with design, construction, and hardware teams to define repeatable processes for new builds.
• Hands-on operations and maintenance experience for critical facilities supporting high-density compute infrastructure.

Tips for this application

• OpenAI posts specific opportunities it considers high impact and does not necessarily recommend other positions, so tailor your application strictly to this Critical Facilities Lead role and its listed responsibilities.
• The job description mentions collaboration with capital partners and external executives, so highlight any experience working with external partners on data center projects.
• The role is remote in the US but involves site work and commissioning, so address your ability to travel to data center sites as needed.
• Since the team sits at the intersection of commercial, technical, and operational domains, provide concrete examples of projects where you balanced cost, engineering, and operations.
• OpenAI links to an 80,000 Hours career review on concerns about working at a frontier AI lab; read it and be prepared to discuss your reasoning for applying.

What to cover in your cover letter

['Specific examples of commissioning and bring-up processes you have defined or executed for mission-critical facilities.', 'How you have bridged construction and hardware deployment timelines in past data center projects.', 'Your approach to defining repeatable processes for new data center builds across design, construction, and hardware teams.', 'Your experience owning operations and maintenance for large-scale critical facilities, including reliability and performance metrics.']

Research before applying

• Read OpenAI's posted materials on its infrastructure strategy and any public statements about data center buildouts with capital partners.
• Review the 80,000 Hours career review on working at an AI lab to understand the ethical concerns OpenAI references.
• Look up OpenAI's recent announcements about compute infrastructure, partnerships, and site selection to understand current priorities.
• Check the job description for the exact scope of commissioning, deployment, and operations responsibilities to align your examples.

Likely interview topics

Based on the job description, expect questions about:

• Walk through a commissioning plan you developed for a data center, including sequence of operations and bring-up steps.
• How do you coordinate between construction schedules and hardware deployment timelines when they conflict?
• Describe a time you defined a repeatable process for a new data center build. What was the outcome?
• What metrics do you use to track operations and maintenance performance in a critical facility?
• Why do you want to work at OpenAI specifically on AI infrastructure, given the concerns raised in the linked career review?

Common mistakes to avoid

• Applying without addressing the specific commissioning and bring-up responsibilities listed in the job description.
• Ignoring the remote US location requirement or failing to mention willingness to travel to data center sites.
• Submitting a generic cover letter that does not reference OpenAI's infrastructure work or the capital partner collaboration.