behind the algorithm.
our logic, explained.

We grouped the questions trainers actually ask, about money, about us, about what happens when things go wrong. If you don't see your question here, ask us directly.

i.

the money.

How does theNumen actually make money? +

We take 20% of trainer earnings from placements we source for you. That's it. No upfront fees, no monthly memberships, no setup charges, no hidden costs.

Why 20%? Because it covers the real work of placing you, getting you ramped up on a platform, advocating for your rate increases, and supporting you through disputes and unclear briefs. It's a share of what you actually earn, never a flat charge.

Why should I pay you when I could just apply to Outlier directly? +

You can. Some people will, and that's a valid choice. theNumen is for people who'd rather pay a service fee in exchange for a faster, smoother, better-paid path into the work.

The honest answer: trainers in our network are placed at higher rates than the platform average (because we negotiate as a network), get matched faster (because we know which platforms are hiring for which skills), and recover more disputed earnings (because we handle the paperwork when platforms shortchange them). If those things aren't worth 20% to you, applying directly is the right call.

How exactly is the 20% calculated and paid? +

The 20% applies to gross earnings from placements we sourced for you. If you earn $600 in a week on a project we placed you on, we invoice you $120. You pay us weekly, after you've been paid by the platform.

Payments to theNumen happen via PayPal or Wise, your choice. Detailed records of every invoice, every payment, and every adjustment are visible in your trainer dashboard so the math is never a mystery.

What if I'm only earning a tiny amount, does the fee still apply? +

Yes, proportionally. If you only earn $200 in a week, our cut is $40. If you don't earn anything in a week, we don't charge anything that week. The 20% is always a share of actual earnings, not a flat fee that hits whether you worked or not.

ii.

what we actually do.

What does the 20% pay for, exactly? +

Six distinct services we deliver while you work with us:

what's included
  • Placement. We find AI training work that fits your skill set, hours, and rate floor, across platforms like Outlier, Mercor, Mindrift, Surge, and others.
  • Task tracking. Every project, every deadline, every payment in one place, across whichever platforms you work on. You'll never lose track of what's due or what you're owed.
  • Coaching & support. When tasks get confusing, when rubrics are unclear, when you hit a block, we help you think it through so you can do it well.
  • Payment dispute help. When platforms shortchange you or wrongly downgrade your work, we help you write the dispute, navigate the appeals process, and recover earnings you're owed.
  • Résumé editing. We refine and reposition your résumé so your expertise maps cleanly onto the roles that pay best, the difference between getting filtered out and getting placed.
  • Rate advocacy. As you build a track record, we negotiate higher rates with platforms on your behalf. The gains are yours.
What does the task tracking actually look like? +

You'll have a dashboard that shows every project you're on, deadlines for each, expected payment, payment status, and any disputes in progress. The goal is that you never have to log into three different platforms to figure out what you've earned this month, it's all in one place.

iii.

applying & getting in.

How does the application work? +

Fifteen-minute online form. We ask about your background, interests, available hours, and rate floor. No résumé. No cover letter. No video interview at this stage.

Our team reviews every application personally, not an algorithm. You'll hear back within a day or two, whether it's a "yes," a "not yet," or a "no for this round."

Do I need a degree or specific credentials? +

No. Different platforms pay different rates for different kinds of expertise, some prefer credentialed specialists, others prefer cultural fluency, others prefer technical training in a specific domain. We work with all of them, so we can match a wider range of people than any single platform.

That said: the people who get in are sharp, curious, and good at explaining why. If you can read something complex and articulate what's wrong with it, you have what we're looking for.

How long does it take to get my first placement? +

Median time from accepted application to first project: 8 days. Some placements happen within 48 hours; specialist roles can take 3–4 weeks because the demand-side is more selective.

We'll always tell you upfront what your realistic timeline looks like based on your skill profile. No surprises.

What if I get rejected? +

You'll get an honest reason. Usually it's one of: (1) we don't currently have placements in your domain, (2) the demand-side platforms are saturated in your skill profile, or (3) something in your application suggests this work isn't a fit.

In cases 1 and 2, we'll often tell you when to try again, sometimes a domain that's saturated today opens up in 60–90 days.

iv.

the work itself.

What kind of work will I actually be doing? +

It depends on the platform and the project. The most common types:

  • Response rating. Reading multiple AI-generated responses to a prompt and ranking them by helpfulness, accuracy, tone, etc.
  • Critique writing. Explaining why a response is good or bad, in a structured format.
  • Prompt creation. Writing prompts that test specific model capabilities.
  • Red-teaming. Trying to make AI models behave badly, then documenting how.
  • Domain expert evaluation. Reviewing model outputs in your area of expertise, legal, medical, scientific, multilingual.

Most placements involve 1–3 of these tasks, not all of them.

How many hours per week is realistic? +

Most trainers in the network work 10–30 hours per week across one or two placements. Some scale up to 70+ hours during heavy weeks; others dial down to 5 hours when life gets busy.

You set your own hours within whatever windows the platform allows. Most platforms are flexible, work async, on your schedule.

Can I work on multiple placements simultaneously? +

Yes, with a few caveats. Some platforms have exclusivity clauses for specific project types, and we'll always flag those up front. For most placements, you can stack 2–3 projects in parallel if you have the bandwidth.

Be honest with yourself about quality, performing well on one project at high rates is almost always better than juggling three at lower rates.

v.

when things go wrong.

What if the platform shortchanges or wrongly downgrades me? +

Tell us. We help you write the dispute, navigate the appeals process, and follow up until it's resolved. We've seen most of the patterns by now, what each platform's appeals system looks like, who to escalate to, what evidence you need.

Recovery isn't guaranteed (platforms have final say), but trainers who dispute through us recover significantly more than trainers who file alone or give up.

What if a platform bans my account? +

Bans happen, sometimes for clear cause, sometimes for unclear reasons. We help you understand why, push back if it looks wrong, and pivot you to a different platform if needed.

What if work dries up in my domain? +

The honest answer: it might. AI training demand is unevenly distributed and shifts every few months. Some domains explode, others quiet down.

Part of what theNumen does is watch the demand-side and re-position you when your primary domain slows. If creative writing evaluation slows down, we might suggest you cross-train into prompt creation or red-teaming. We won't always succeed, but we will always try.

What if I have a complaint about theNumen itself? +

Email us directly. We're a small team, your message reaches the people who can actually do something about it, usually within 24 hours.

We'd rather hear hard feedback early than read it later on Reddit.

vi.

leaving theNumen.

Can I leave whenever I want? +

Yes. You can stop using our services at any time, no exit fees, no penalties for opting out of future placements.

The one thing that continues: the 20% fee on earnings from placements we sourced still applies to those specific placements while you remain on them. That's the trade-off you agreed to when you accepted them. The agreement is reviewable before you accept any individual project.

Can I leave a placement we sourced and continue working with the platform directly? +

You can continue with the platform, we're not going to interfere with your relationship with them. But the 20% fee continues to apply to your earnings from that specific placement that we sourced.

In practice this matters less than it sounds: most trainers end up getting their best placements through theNumen anyway, because that's what the network is good for.

What happens to my data when I leave? +

We delete your personal data on request. Work history that's part of platform records (and not ours) stays where it is, that's between you and the platform. Anything we hold (your application, your dashboard data, your invoice history) we'll delete within 30 days of a written request.

vii.

about us.

Who runs theNumen? +

A small team based in New York, building for trainers globally. We're keeping the founder profiles light at launch, we'd rather earn introductions than make them. As we hit milestones we'll tell you more about who we are and how we got here.

In the meantime, every email you send reaches a real person. We're not hiding behind ticket queues.

Are you funded by VCs? +

No. theNumen is self-funded. This is deliberate. Outside funding tends to force growth at the expense of the people the network is supposed to serve. We'd rather grow slowly and well than fast and badly.

How is this different from Mercor / Outlier / Scale? +

They're platforms, millions of trainers, automated matching, optimized for scale. They're great at finding work but they don't advocate for the trainers doing it.

theNumen is the layer above. We help you get onto the right platforms, get placed at higher rates, and have someone in your corner when things go sideways. Think of us less as a competitor to the platforms and more as the agent you'd hire to navigate them.

if your question isn't here

ask us directly.

We'd rather answer one more question than have you wonder.