Data Scientist, AI/ML

About the role

As a Data Scientist, AI/ML at Gremlin, you will improve the reliability of the internet by turning chaos engineering experiments into automated failure analysis and remediation. You will leverage your applied machine learning experience to solve complex technical problems and inform product direction. You will work closely with a talented engineering team to build intelligent systems that impact customers ranging from the Fortune 500 to smaller organizations.

Responsibilities

• Analyze Gremlin’s proprietary dataset of millions of chaos engineering experiments to identify failure patterns, root causes, and resilience signals.
• Pretrain and fine-tune machine learning models that automatically detect, classify, and explain failures observed during chaos experiments.
• Build intelligent systems that deliver automated remediation recommendations by learning from historical experiment outcomes and system behavior.
• Develop scalable data pipelines and feature stores to process, enrich, and serve large volumes of experiment data for model training and real-time inference.
• Collaborate with platform engineers and SREs to integrate AI-driven failure analysis and remediation capabilities into the core product.
• Apply advanced techniques including causal inference, graph ML, time-series modeling, and reinforcement learning to improve automated failure analysis.
• Translate insights from chaos experiments into AI-powered features that help customers understand blast radius and accelerate recovery.
• Research and productionize novel ML approaches, including causal AI and agentic systems, to create automated remediation strategies.

Required skills

• Machine Learning
• Causal inference
• Graph ML
• Time-series modeling
• Reinforcement learning
• Data pipelines
• Feature stores
• Agile
• Model evaluation

Nice to have

• Chaos engineering
• Site reliability engineering
• Agentic AI
• MLOps
• Model serving
• Incident management

Benefits

• 401k Matching
• Equity
• Flexible time off
• Paid company holidays

About the Company

Gremlin is an industry leader in Chaos Engineering and reliability testing, helping software teams proactively monitor and test systems for reliability risks. The company is backed by top-tier investors including Index Ventures, Amplify Partners, and Redpoint Ventures.