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Find your place in AI evaluation.

Curious about evals? Start with what the work looks like. Bring your experience, learn how to judge AI systems, and discover where your skills could fit.

New to evals? Start here.

An evaluation checks whether an AI system meets defined expectations. Someone has to decide what good looks like, create realistic tests and investigate failures. That work brings together engineering, subject knowledge and careful judgment.

Understand evals with a worked example →

Choose your next step

I build software

Connect tasks, environments, graders and traces. Start with a small reproducible test before building infrastructure.

Understand the components →

I want to keep up

Read research, useful tools and developments across the field, with original sources and clear explanations.

Read the Evals Brief →

New: evaluate an AI sales report

The totals are correct. The explanation is not. Use a four-deal example to practise checking numbers, evidence and management actions.

Try the sales-report evaluation →

Bring the skills you already have

Writing clear instructions, spotting factual errors, understanding a workflow and explaining a difficult judgment are useful starting points. They become stronger evidence when you can apply them consistently to a documented test.

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From learning to work

Where could these skills fit?

Explore the work that interests you, then compare the requirements in current employer listings.

Human data and domain expertise

Rubric writing, reviewing answers and calibrating judgments can support human-data work. Some roles require specialist experience, analytics or coding.

Browse 168 human-data roles →

Evaluation engineering

Turn tasks and checks into repeatable tests. These roles commonly require programming; review each employer's requirements for research and statistics experience.

Browse 471 evaluation roles →

Before applying, check coding requirements, subject expertise, eligible locations and whether the opportunity is employment or freelance contribution. A role on a vendor's platform is not employment at its client AI lab.

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