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Get paid to put your chemistry expertise to work on frontier AI

Apply your expertise to challenging projects that help train and evaluate advanced AI systems. Get matched with flexible, paid opportunities where your work directly improves how AI understands and solves complex, real-world chemistry problems.

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How your chemistry expertise shapes more reliable AI

Frontier AI still struggles with problems that require deep scientific reasoning. Your expertise helps AI teams identify where models fail, create better training data, and measure whether new models are actually improving. Work alongside other experts on projects where rigor, accuracy, and sound judgment matter.
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Create

Develop original problems, solutions, and explanations that test advanced chemical reasoning.
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Review

Check work from other experts for correctness, rigor, and clarity — and strengthen it where needed.
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Evaluate & improve

Analyze model responses, diagnose reasoning errors, and provide feedback that helps teams improve performance.

Getting started

01

Apply

Tell us your background and expertise. 

02

Get verified

We confirm your identity and credentials via a background check. This is what makes companies trust every expert in our community.

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Get matched

Once verified, browse projects that match your expertise and apply to the ones you want.
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Get paid

Every task shows its pay upfront. No hourly guesswork.
Best done on desktop. Most experts are fully verified within about a few days.

What kinds of chemistry expertise are we looking for?

Organic Chemistry

Bring expertise in areas such as synthesis routes, reaction mechanisms, and stereochemistry. You may trace a multi-step transformation, design an original synthesis problem, or catch where a proposed mechanism doesn't actually hold up.

Inorganic & Analytical Chemistry

Apply knowledge of coordination chemistry, spectroscopy, and quantitative analysis. You may design problems that require precise, defensible reasoning from data to conclusion, or review a peer's analytical approach.

Biochemistry & Chemical Biology

Draw on experience with enzyme kinetics, metabolic pathways, and molecular interactions. You may develop problems at the interface of chemistry and biology, or assess whether a proposed mechanism is biologically sound.

Materials & Physical Chemistry

Use a background in thermodynamics, kinetics, and materials behavior. You may combine rigorous derivation with real experimental intuition, or identify where a model's reasoning about materials behavior breaks down.

What the work actually
looks like

01

Write a graduate-level, multi-step chemistry problem from scratch.

02

Provide a precise, fully worked solution.

03

Design it so an AI model has to actually reason through the chemistry, not pattern-match.

Materials & physical chemistry

Other tasks ask you to review a peer's problem or a model's proposed solution, flagging subtle scientific errors and judging whether a more rigorous approach exists.

Graduate-level by design

Every task is calibrated so that a graduate-level expert can solve it confidently, but so that it genuinely challenges — and often stumps — today's most advanced AI reasoning models.

Expert judgment over shortcuts

That means multi-step derivations over rote recall, scientific precision over shortcuts, and real domain judgment over textbook plug-and-chug. If you're the kind of chemist who gets bored by easy problems, this is closer to the ceiling of what a task can ask of you.

Why Snorkel AI

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Do work that actually matters

Your scientific reasoning directly shapes how frontier AI models handle rigorous chemistry problems — not busywork that gets thrown away.

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No AI experience
required

What matters is deep expertise in chemistry. We'll never ask you to learn a new field to qualify.
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Get paid for your expertise, not your hours

Pay is task-based, with rates varying by task complexity and experience.
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Total flexibility

This is remote and flexible work — hours depend on the assignment, not a fixed weekly minimum.
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Built for real expertise

We look for Master's or PhD-level expertise in chemistry or a related discipline. Open to eligible U.S.-based contractors; residents of California are not currently eligible.
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A vetted community, and your choice, always

We verify every expert's identity and credentials for real, and participation in any project is entirely voluntary.
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Get paid to bring your expertise to the future of AI.