We See The Expert In You.
Whatever you’ve spent years mastering, that knowledge is exactly what AI is still missing. OneForma is where experts like you put it to work: real, paid projects in your field, and work that respects what it took to get here.
01 / 09. Medical
Medical
For physicians, nurses, and clinical experts
Some Calls Only An MD Can Make.
Evaluate diagnostic reasoning. Review clinical notes. Judge the medical AI in the cases where a wrong answer does real harm. This is work built for board-certified specialists, judgment that took years and hard calls to earn.
- Diagnostic reasoning evaluation
- Clinical note review
- Medical imaging annotation
02 / 09. Legal
Legal
For attorneys, paralegals, and legal scholars
Reasoning That Holds Up In Court.
Contract analysis. Case-law reasoning. Regulatory review. Drafting a clause takes AI seconds. Knowing what holds, what fails, and what would never survive a courtroom takes a licensed attorney. That reasoning is recognized here for what it is: judgment you spent a career sharpening.
- Contract review
- Case-law evaluation
- Regulatory compliance
03 / 09. Trades
Trades
For tradespeople, technicians, and field experts
Knowledge No Textbook Can Teach.
Process knowledge. Safety judgment. Real-world workflows. This is expertise earned the hard way, on the job and with your hands, the kind no textbook holds and no dataset captures without you. It is skills like these that the world runs on and too rarely thanks. OneForma recognizes & rewards you for your dedication to your craft.
- Process documentation review
- Safety judgment evaluation
- Workflow validation
For physicists, mathematicians, scientists, and engineers
Rigor No Model Can Fake.
Evaluate mathematical proofs. Validate scientific explanations. Review engineering reasoning. This is work for people who know that almost right is still wrong, the PhDs and researchers who earned that rigor the long way. Precision like that is rare, and being valued for it is even rarer. Here, it is a given.
- Mathematical proof validation
- Scientific reasoning evaluation
- Engineering review
For translators, linguists, and native speakers
Nuance Only A Native Speaker Hears.
Native fluency. Cultural nuance. Low-resource locales. You know the moment a translation reads as technically correct and lands as culturally wrong, the gap AI still can’t hear. That ear took a lifetime to build, and you are wanted for precisely that, most of all in the languages the world too often overlooks.
- Native translation review
- Cultural accuracy audit
- Low-resource locale work
06 / 09. Finance
Finance
For CFAs, CPAs, analysts, and accountants
Where The Numbers Have To Be Right.
Evaluate financial reasoning. Stress-test risk models. Audit AI-written commentary. The numbers always have to add up, and you know the instant they don’t. That instinct came from years where being wrong carried a real cost, and it is valued here as the safeguard it is.
- Risk model evaluation
- Financial commentary review
- Audit reasoning
For senior engineers, architects, and SREs
Debug The Model, Not Just The Code.
Code review for AI-generated work. System design evaluation. Shaping the reasoning behind the model. This is the work senior engineers actually want, and the signal the labs can’t get anywhere else. The judgment you built over a career is the product, not a footnote.
- RLHF training & evaluation
- AI-generated code review
- System design audit
For teachers, professors, and instructional designers
From The People Who Teach For A Living.
Evaluate AI tutoring responses. Review the generated lesson content. Judge whether it could actually teach. Knowing a subject and knowing how to teach it are two different things, and you have spent a career refining the next generation. Now help shape the future in a new way.
- Tutoring response evaluation
- Academic content review
- Pedagogical reasoning
For writers, editors, and content strategists
You Can Tell When It’s Slop.
Review AI-generated content for tone, voice, and editorial fit. These systems are competent on average and clumsy in exactly the specifics that matter. Closing that gap takes an ear years in the making. That ear is the whole job, and it is finally treated like the skill it is.
- Editorial tone review
- Voice & format evaluation
- Brand-fit content audit
Why OneForma Exists
Everyone Else Sees A Resource. We See An Expert.
Every model that diagnoses, translates, reasons, or recommends learned from someone. Someone who knew the language. Understood the case. Could tell when the AI got it wrong.
OneForma is built around exactly that: your credentials, your judgment, your domain. Recognized. Traceable. Paid.
Judging
Annotation
Translation
Expert Voices.
One Community That Listens.
Real experts. Real domains. Real Influence
I’ve started working on OneForma platform, labeling/annotation project and yes, this is legit. I received my pay on time through Payoneer.
I’ve always been fairly paid and the payments have always been on time. […] I love the flexibility of the job because most projects are online.
Team members always gave me a helping hands and appropriate advices at the right time. So I was able to proceed the task with confidence.
Questions Experts
Actually Ask.
Straight answers. No corporate hedging.
See more support information in our Help CenterDo I need to be currently practicing in my field to qualify for domain expert projects?
Not necessarily. What matters is genuine, demonstrated expertise, whether you’re practicing, recently retired, on sabbatical, or transitioning. A physician with 15 years of clinical experience now in administration still has the diagnostic judgment these projects require. OneForma evaluates your professional background and credentials, not just your current title.
I’m new to AI work but an expert in my field. Can I still participate?
Yes. Most domain experts on OneForma had no AI experience when they started. Your value comes from what you already know: clinical judgment, legal reasoning, scientific method, native fluency. Project guidelines walk you through everything and assume no technical background. You are here to judge whether an AI system got something right in your field, not to build it.
How does OneForma match me to projects in my specific field?
Your profile (credentials, specialization, languages, geography) drives proactive matching. A cardiologist sees cardiology evaluation work, not generic data labeling. For high-specialization projects, program managers may contact you directly when something opens in your domain.
Are there projects for experts who work across multiple domains?
Yes. A biostatistician might qualify for both medical and data-science work; a bilingual attorney for legal evaluation and translation. The more domains you can speak to, the more opportunities open up, because your particular combination is often exactly what an interdisciplinary project needs.
Do I need to pass any tests to qualify?
Most projects start with a short qualification: a focused assessment that confirms you understand the guidelines and the quality bar. Qualifications are always free, usually 30 minutes to a few hours, and they double as a walkthrough of the real work. Passing one can open the door to more advanced projects, which pay more.
What domains does OneForma currently support for expert projects?
Medicine, law, finance and accounting, STEM (mathematics, physics, chemistry, biology, computer science, engineering), linguistics and translation, education, software engineering, creative, and skilled trades. New domains are added regularly. If yours isn’t listed yet, build out your profile anyway, so you’re first in line when relevant work launches.
Is this work worth a domain expert’s time, or is it just data labeling with a fancier title?
Honestly, it depends on the project. Some AI evaluation work is genuinely engaging: a physician assessing whether a diagnostic AI is reasoning correctly, a lawyer evaluating whether a legal summary holds up in practice, a physicist checking whether a proof is valid. That draws on years of professional judgment. Other projects are more structured. We list project descriptions, time commitments, and qualifications upfront so you can judge before committing.
Put Your Expertise To Work.
Bring what you know to projects that recognize your expertise and help shape the future of your field.