about theNumen

built for the people that
bring the models alive

theNumen exists because the people training AI deserve more than what most platforms give them. Better rates. Real advocacy. And someone who actually picks up the phone when something goes sideways.

a gap we kept watching get worse.

A few years ago, AI training was a sleepy corner of the internet, a few platforms, a small pool of contractors, rates that wandered between $8 and $25 an hour. Then the frontier labs started spending real money on training data, and the whole thing exploded. Tens of thousands of trainers, billions of dollars in budgets, and the same fundamental dynamic: the platforms got bigger, the labels got better, and the people doing the actual judgment work kept getting treated like interchangeable parts.

We watched smart, capable people, PhD candidates, working professionals, multilingual specialists, log into Outlier or Scale or Mercor, rate AI outputs for hours, and walk away with $11/hr. Meanwhile the labs they were training were valued at tens of billions. Something was off in the math.

what was missing wasn't work. it was advocacy.

The work itself was there. The demand was there. The talent was there. What was missing was anyone whose job it was to be on the trainer's side. Someone to negotiate rates. Someone to push back when a platform retroactively rejected work. Someone to translate ambiguous rubrics into clear guidance. Someone to track payments across three platforms and notice when something didn't add up.

Every other expert market has those people. Actors have agents. Authors have agents. Athletes have agents. AI trainers, the human substrate underneath the biggest software wave in a generation, had nothing. Just platforms, on the other side of the table.

theNumen is the first attempt we've seen at being the thing on the trainer's side. Not a job board. Not a marketplace. An expert network with a service layer that earns its fee by making trainers measurably better off than they'd be alone.

the four principles

what theNumen is, and what it isn't.

Brands accumulate compromises if you don't write down what they stand for. So we wrote it down. These four principles aren't slogans, they're the filters we run every decision through.

principle one

be considered, never busy.

We move slower than the platforms because we look at every applicant personally. If the application volume gets too high, we cap it before we cut corners. Quality compounds; speed alone doesn't.

principle two

be warm, never corporate.

We talk to trainers like people, not "users." We use real words instead of marketing words. When something goes wrong, you'll hear from a person, not a ticket queue.

principle three

be precise, never sloppy.

Real numbers, real rates, real timelines. We don't hide the math, we don't bury terms in agreements, and we don't say "competitive compensation" when we mean a specific dollar amount.

principle four

be on the trainer's side.

When our interests and the trainer's interests diverge, the trainer wins. That's the test of whether this is a service or a scheme. We've designed the business so the test is easy to pass.

quick facts

the plain-text version.

what we are an expert network for AI training work, placement plus an active operational layer
founded 2024
based in New York building for trainers globally
funding self-funded no VC, no growth pressure to compromise the model
who runs it a small team · we'll introduce ourselves properly once we've earned it
how we make money 20% of trainer earnings from placements we source · full breakdown here
who it's for smart people who want to be paid like experts
who it's not for people looking for a get-rich-quick play · people who hate paperwork
if it sounds right

see if your brain fits
our network.

Fifteen-minute application. Two-day review. Real humans on the other side. Whether it's a yes or a not-yet, you'll hear back.

apply to theNumen