Legal Experts

Lawyers: help train the models that will help you draft, advise, and argue.

Litigators and trial attorneys, judges and arbitrators, in-house and transactional counsel, and the paralegals who keep all of it accurate — use your legal experience to train the latest AI models on authority, procedure, and judgment. Join CrowdGen’s network of legal experts, and we’ll bring you in when there’s work worth your time.

RemoteFlexible hoursIndependent contractor

Who we’re looking for.

A vetted network of practicing lawyers.

✓5+ years in legal practice — As an attorney, paralegal, judge, arbitrator, or in a comparable role where you applied the law to real matters.
✓Courtroom or hearing-room experience tops the range — Motion practice, examination, argument on your feet, or sitting on the other side of the bench. It is what the upper end of the rate is for, not a requirement to apply.
✓No graduate degree required — A JD, LLM or bar admission is a plus, not a gate. Hands-on paralegal and legal-assistant experience counts.
✓Research and citation discipline — Checking treatment, catching overruled authority, and telling controlling precedent from persuasive authority.
✓Clear written English — A lot of this work is explaining why the reasoning fails, not just flagging that it does.
✓Bonus skills — Deep expertise in a named practice area such as IP, tax, bankruptcy, antitrust, employment or healthcare regulation; or the advisory frame — what you would actually tell a client given cost, risk tolerance, and how the other side is likely to behave.

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 lawyer would recognize.

01
Build situations where the right answer is contested
Construct scenarios with unsettled guidance, incomplete facts, and two defensible readings that current models can’t untangle.
02
Write the version that could be filed
Produce the memo, motion, or analysis with the precision a court or client would expect.
03
Develop comprehensive rubrics to test rigor
Real and still-good authority, the right standard of review, and the governing jurisdiction’s rule — so output is scored against real-world court expectations.
04
Guide models through complex situations
Read both sides on an incomplete record and say which one wins and why, the way a judge or arbitrator would in a real case.

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