Engineering Manager, AI Evaluation & Metrics

Cursor; California (MO); On-site; USD 150,000 - 215,000; Full time

Job summary

Cursor is seeking an Engineering Manager on the Evals team to lead the group creating high-signal evaluation datasets for coding agents and the tools engineers use to write and run them. The team also owns online evaluation systems that track agent quality in production and integrates closely with offline evaluations.

Your impact will compound across every Cursor product and model by making quality measurable, comparable, and easy to improve.

Qualifications

• You've led engineering teams shipping production systems and have strong people leadership and coaching skills.
• You can align research, product, data, and infrastructure on what "good" means—and turn that into durable metrics, processes, and release/training rituals.
• You have good taste and strong opinions on model and agent behaviors, and you stay up-to-date on emerging research and industry trends.
• You have strong data acumen, and can collaborate effectively with data scientists and researchers.
• You've built and operated evaluation or measurement systems (e.g., AI evals, experimentation platforms, ranking/relevance, search quality, or reliability instrumentation).

Responsibilities

• Set the eval roadmap end-to-end-what we measure, why it matters, and how signals turn into shipping + training decisions.
• Lead and grow a high-impact team of engineers and researchers building eval datasets and developer-friendly tools to write and run evals.
• Guide the next generation of CursorBench so it continues to reflect real developer workflows at Cursor, and expand it with new evals that measure other properties developers value.
• Define crisp online quality signals and turn regressions into robust guardrails.
• Integrate evals into decision-making cadence for launches, deploys, and model training loops.

Skills

Team leadership

Data modeling

Cross-functional collaboration

Strategic planning

Model evaluation

Job description

Cursor is seeking an Engineering Manager on the Evals team to lead the group creating high-signal evaluation datasets for coding agents and the tools engineers use to write and run them. The team also owns online evaluation systems that track agent quality in production and integrates closely with offline evaluations.

Your impact will compound across every Cursor product and model by making quality measurable, comparable, and easy to improve.