Frontier AI Lab Jobs

xAI

About This Map

Frontier AI Lab Jobs

xAI

  • Explore how labs like OpenAI, Anthropic, and xAI organize work across research, data, training, infrastructure, safety, policy, product, and operations.
  • This prerendered page exposes the taxonomy and stable links for crawlers before the live app loads current counts and job links.

Main Departments and Functions

Research

Deciding what to build and how

Research Scientists

  • New architectures, algorithms, scaling laws
  • Reasoning, multimodal, RL, representation learning
  • Publish papers, advance the state of the art

Research Engineers

  • Turn ideas into working systems
  • Implement algorithms, build experiments
  • Optimize training, analyze results

Applied Researchers

  • Instruction following, agents, long context
  • Tool use, coding, search, multimodal
  • Bridging research to real-world capabilities

Interpretability Researchers

  • Understand model internals
  • Neurons, circuits, representations
  • Mechanistic interpretability

Data

Fuel for frontier models

Data Acquisition

  • Web crawling, licensing, partnerships
  • Public data, proprietary data, APIs
  • Synthetic data generation

Data Engineering

  • Pipelines for cleaning, deduplication
  • Filtering, normalization, tokenization
  • Storage, indexing, versioning

Data Quality and Risk

  • Contamination and leakage detection
  • Diversity, multilingual balance
  • Copyright, PII, safety filtering

Human Data Operations

  • Labelers and contractors management
  • RLHF preference data, rankings
  • Task design and QA, annotation tooling

Training

Building frontier models at scale

ML Systems Engineering

  • Frameworks (PyTorch, JAX) and tooling
  • Distributed training libraries, kernels
  • Checkpointing, fault tolerance

Distributed Training

  • Orchestration of massive training runs
  • Parallelism (DP, TP, PP), scheduling
  • Monitoring, logging, experiment management

Performance Engineering

  • Maximize GPU utilization and throughput
  • Memory optimization, communication
  • Compiler and kernel optimizations

Cluster Engineering

  • Build and operate GPU clusters
  • Networking (InfiniBand), storage
  • Reliability, node health, failure recovery

Infrastructure

The computational backbone

Software Engineering

  • Internal tools, dashboards, dev tools
  • Experiment tracking, auth, workflows
  • Model registry, metadata, configs

Platform Engineering

  • Compute orchestration and schedulers
  • Storage systems, databases
  • Internal developer platforms

DevOps / SRE

  • Uptime, monitoring, alerting
  • Deployment, incident response
  • Automation, reliability

Hardware Engineering

  • GPUs, racks, servers, networking
  • Power, cooling, hardware integration
  • Hardware bring-up and diagnostics

Capacity Planning

  • Forecasting compute needs
  • GPU procurement strategy
  • Budgeting, utilization planning

Safety and Alignment

Building safe and trustworthy AI

Alignment Research

  • RLHF, Constitutional AI, preference learning
  • Scalable oversight, value learning

Safety Research

  • Dangerous capabilities, misuse
  • Jailbreaks, robustness, generalization
  • Autonomy, agent safety

Evaluations

  • Build and run frontier evaluations
  • Coding, reasoning, biology, cyber, more
  • Track capabilities over time

Red Teaming

  • Adversarial testing and attacks
  • Prompt injection, bio, cyber, CBRN risks
  • Pre-deployment stress testing

Responsible Scaling

  • Risk assessments and model governance
  • Decide when and how to train and deploy
  • Safeguards, mitigations, disclosures

Safety Operations

  • Incident response for safety events
  • Monitoring in production
  • Escalation and governance support

Security

Protecting people, models and IP

Security Engineering

  • Secure infrastructure and applications
  • Threat modeling, security tooling
  • Vulnerability management

Insider Risk Management

  • Access controls, least privilege
  • User monitoring, anomaly detection
  • Data loss prevention

Offensive Security

  • Penetration testing
  • Red team infrastructure
  • Bug bounty programs

Physical Security

  • Data centers, offices, hardware
  • Access control, surveillance
  • Secure hardware lifecycle

Security Operations

  • 24/7 monitoring, threat intel
  • Incident response
  • Forensics and recovery

Product and Applications

Turning research into products

Product Management

  • Product strategy, roadmap, prioritization
  • User needs, pricing, go-to-market

Applied ML Engineering

  • Adapt models for products
  • Prompting, fine-tuning, RAG, agents

Backend Engineering

  • Services, APIs, microservices
  • Auth, rate limits, billing, logging

Frontend Engineering

  • Web, mobile, desktop applications
  • Real-time UX, accessibility

UX / Design

  • Conversation UX, agents, workflows
  • Developer experience, design systems

Inference and Deployment

Delivering models to users at scale

Inference Engineering

  • High-performance inference systems
  • Batching, routing, scheduling, KV cache
  • Latency, throughput, cost optimization

Model Optimization

  • Quantization, distillation, pruning
  • Tensor and pipeline parallelism
  • Kernel and runtime optimizations

Fleet Operations

  • Operate inference clusters globally
  • Autoscaling, load balancing
  • Reliability, failover, capacity management

API and Platform

  • Public APIs, SDKs, documentation
  • Developer tools, playgrounds
  • Usage analytics, quotas, metering

Evaluation and Measurement

Measuring progress and impact

Benchmark Engineering

  • Create and maintain eval suites
  • Tasks, datasets, environments

Statistical Analysis

  • Analyze results and significance
  • Confidence intervals, trends
  • Regression detection

Experimentation

  • A/B testing, canary deployments
  • Rollout strategies
  • Metrics and dashboards

User Research and Insights

  • Understand user behavior
  • Feedback loops, surveys, studies
  • Inform product and model decisions

Policy and Governance

Operating responsibly in the world

AI Policy and Government Relations

  • Engage with governments and regulators
  • Policy advocacy, standards, reporting

Trust and Safety

  • Abuse prevention, content moderation
  • Fraud, spam, harassment handling
  • Safety policies and enforcement

Legal

  • Contracts, licensing, IP
  • Privacy, data protection
  • Litigation, compliance

Ethics and Social Impact

  • Societal impact assessments
  • Fairness, bias, transparency
  • External advisory and research

Operations and Business Enablers

Scientific Operations

Running the lab behind the lab

  • Research Ops, compute ops
  • Experiment management, reproducibility
  • Lab management, documentation

Technical Program Management

Keeping frontier programs on track

  • Cross-functional coordination
  • Milestones, dependencies
  • Risk management, communications

Finance and Planning

Funding the path to frontier models

  • Budgeting, forecasting
  • Capital allocation
  • Financial reporting

People and Culture

Growing the team behind the models

  • Recruiting, hiring
  • Talent development
  • Culture, org effectiveness

Communications

Shaping how the lab is understood

  • Internal comms
  • External comms, PR
  • Thought leadership

Admin and IT

Keeping everyone equipped and running

  • IT services, devices
  • Travel, expenses
  • Workplace support

Executive Leadership

CEO

Overall vision and leadership

Chief Scientist

Research strategy and scientific direction

Head of Research

Research org leadership

Head of Engineering

Engineering org leadership

Chief Product Officer

Product strategy and user impact

Head of Infrastructure

Compute, systems and infrastructure

Head of Safety

Safety strategy and risk management

Chief Information Security Officer

Security strategy and protection

General Counsel

Legal, policy and compliance

Chief Financial Officer

Finance and capital allocation

Head of Global Affairs

Policy, government and external relations

Pay Stats

Lab Avg. pay Min. pay Max. pay % with equity % with commission
Anthropic — — — — —
OpenAI — — — — —
xAI — — — — —
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Job Stats

Lab Open jobs Closed past 24 hrs Hiring payroll
Anthropic — — —
OpenAI — — —
xAI — — —
All — — —