We partner with healthcare innovators to train frontier AI models. Our community is building the future of healthcare - safer, less biased, and more accessible to everyone.
4th yr MD Candidate, UNC Chapel Hill, D1 Football, BS in Biomedical Engineering
7th yr MD/PhD Candidate, Pharmacology and Regenerative Medicine - University of Illinois at Chicago
2nd Year MD Candidate at Icahn School of Medicine at Mount Sinai. MPH from Northeastern University.

Internal Medicine Hospitalist at Redlands Community Hospital and San Gorgonio Memorial Hospital

Andrew specializes in Anesthesiology Critical Care Medicine & Emergency Medicine
Earn $15-$200+ /hr per project and work online from anywhere
Shape the future of healthcare AI models using your domain knowledge
Collaborate with other experts and gain AI fundamentals certification
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Contribute your expertise to train frontier AI models in healthcare. Match with paid, remote opportunities that align with your skills, interests and schedule.
Generate preference pairs that reflect real clinical reasoning. Our experts evaluate response quality based on clinical accuracy, safety, and adherence to standard of care in real care settings—not just fluency.
Transform complex clinical protocols into structured evaluation criteria your models can learn from. We convert unstructured clinical knowledge into measurable verification tasks.
Models fail in surprisingly human ways: a triage suggestion that downplays red‑flag symptoms, or a draft note that quietly invents an allergy. We work with med students, nurses, residents, and other clinicians‑in‑training to probe for these failure modes, map them into patterns, and give your teams concrete targets for hardening guardrails before they touch patients or staff.
Modern clinical data spans formats: progress notes reference imaging findings, waveforms explain treatment changes, pathology images inform diagnoses. We annotate text, images, audio, and signals together—the way clinicians actually integrate information.
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Folio’s AI Research Fellowship provides professionals and students with opportunities to earn money by contributing their knowledge to train and improve frontier AI models. You do not need previous AI experience - Folio will teach the fundamentals of AI training and provide guidance for each project.
Wages vary by project, between $15-$200/hr. Projects are flexible and remote.
Yes, there is no AI experience required! After completing your profile and confirming your identity, you will have access to training modules where you can learn the essential skills needed to succeed in data annotation.
Each job application may also include training and assessments specific to the project.
The first part of the application is quick and easy: fill out some basic information, share your resume, and verify your identity.
The latter half of the application is evaluative. When you apply for a job, you will take a practice task which mirrors actual tasks that are part of the project. Once you pass, you will be invited to join projects that match your area of expertise or interest.
Timelines can vary widely. Some candidates are matched with a project within a week of applying, while others may wait longer depending on their background and experience.
Project selection depends on specific project requirements, and Folio does not control project availability or duration. Once a project opens up, we review all available candidates to find the best match.
You will be building the next generation of AI in your field of expertise or interest. The type of work will depend on the project, but tasks may include:
Writing or refining prompts for LLMs to evaluate their responses.
Evaluating model outputs (choosing the best response, ranking responses, or writing your own)- Assessing accuracy, fairness, or domain-specific reasoning.
The Folio AI Research Fellowship helps you gain hands-on experience developing frontier AI models that aim to make medicine more accessible and unbiased. It strengthens your ability to apply emerging technologies to real-world healthcare challenges, advancing both your technical expertise and your impact as a future medical professional.
Current or graduated bachelor’s, master’s, or doctorate students.
Working professionals with demonstrable expertise in their field.
Projects may have specific requirements including location, certifications, languages, etc.
All information you share is secure, and will never be shared or sold. It is only used to confirm your identity and strengthen your candidacy.
Please reach out to support@folio.works



