Medical Clinicians

Help train the models
patients will rely on.

Nurses, NPs, physicians and PAs — use your clinical experience to train the latest AI models in reasoning, treatment planning and documentation. We bring you in when there’s work worth your time.

RemoteFlexible hoursIndependent contractor

Who we’re looking for.

A vetted network of practicing clinicians.

  • ✓5+ years of patient-facing practice — Currently or recently practicing, in a clinic or the patient-facing side of a hospital.
  • ✓A relevant clinical credential — RN, NP, PA, MD, DO, MBBS or an equivalent advanced-practice qualification.
  • ✓Strong clinical reasoning — Differential diagnosis, treatment selection, medication safety and the judgment to escalate.
  • ✓Clear written English — A lot of this work is explaining your reasoning, not just making the call.
  • ✓Bonus — EMR/EHR fluency, ICD / CIM / DSM familiarity, or comfort appraising medical literature.
To join: A LinkedIn profile and a resume showing your education and experience are required to qualify.

What you’d actually do.

The work any experienced clinician would recognize.

  • 01
    Build cases that stress the model

    Construct patient scenarios with incomplete histories, ambiguous presentations and competing comorbidities — the cases that need real judgment.

  • 02
    Write the answer a clinician would trust

    When the model falls short, produce the correct response, grounded in current practice, with the reasoning made explicit.

  • 03
    Develop rubrics that score to a clinical standard

    Define what a correct answer requires — findings, contraindications, reasoning — not an impression.

  • 04
    Evaluate summaries of real encounters

    Work from complex, real-world audio and keep the clinical substance: reasoning, hedges and the plan’s conditions.

Questions, answered.

What is CrowdGen?+

CrowdGen is the contributor platform of Appen, a publicly traded data company listed on the Australian Securities Exchange under the code APX. Founded in 1996, Appen has been present at every major inflection point in AI — from early speech recognition to frontier reasoning models. Today, 80% of the world’s leading LLM builders are Appen customers. Through CrowdGen, you can use your professional expertise to contribute to frontier AI development and research.

What happens after I get accepted into CrowdGen?+

Joining the network is a qualification step — once your application is approved, we make matching projects available to you, and we reach out when one fits your background.

Why do you need my LinkedIn and resume?+

Because we vet everyone in the network. Seeing your real background is how we make sure the work we send you is actually matched to your experience. A LinkedIn profile and a resume showing your education and experience are required to qualify.

Ready when you are.

Once you submit your profile, our team reviews it and follows up within 72 hours if your background matches what we’re looking for.

Qualify Now
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