Why We're Here

The Gap

Remote AI gig work is different. You can't photograph a delivered package or collect a signature. The platforms don't know you, and because of every person and business that's tried to game the system for a quick payday, they have good reason not to trust you. That creates an information gap that no one talks about honestly — until something goes wrong.

Most of what's out there about this industry falls into two categories: recruiting copy written by the platforms themselves, or Reddit threads written at 2 AM by someone who just got banned and is still in the rage phase. Neither one is useful if what you're trying to do is make an informed decision about where to put your time.

The Cycle

When I started four years ago, I'd never heard of this kind of work. I found a posting, passed a qualification exam on a Saturday, and two weeks later I was getting paid to evaluate AI responses from my couch. I did what most of us do: landed a gig, convinced myself it was a job, got blindsided when it ended, panicked. Repeat. I went through that cycle more than once before I came out the other side.

I've worked on Outlier, DataAnnotation, Alignerr, and others I'd rather not name. I've done the coding tasks, the voice work, the creative writing evaluations. I've been on Aether. I've survived ban waves by laying low. I've stayed out until 5:30 AM collecting data for a project that ended at 7. I've watched a $50/hr rate become a $20/hr rate become an empty queue, and I've learned to treat every project like it ends tomorrow — because it usually does.

The Data

I love numbers. They don't lie. You can stack them however you want so that if someone is just glancing, they might not see the answer, but if you sit down and do the math it will be there. That's different from words on a page, because no matter how long you look at those words, they are open to interpretation and could mean so many different things. My instinct when things feel uncertain is to stop reading opinions and start doing the math.

That's how Breaking Even's sentiment scoring system started. I track thousands of posts, comments, and replies from the communities where workers actually talk — the subreddits, the Discords, the forums. I weight the data for context, because a biased sample with enough volume still tells you where the problems are. Every platform on this site gets a score between 0 and 100, updated daily, based on what real workers are saying right now — not what a marketing team wants you to believe.

When Outlier hit Warning status for the first time, the data showed it before the Reddit threads blew up. When account removals ran at 212% above baseline, the numbers made the pattern visible before most workers realized it wasn't just them. That's the point. Not prediction — just a faster, clearer signal than refreshing your dashboard and hoping for the best.

The Water Cooler

The articles are about things I find interesting or wish I'd known before they knocked me down. Real-time data, because that's the closest thing to an honest signal that we've got. Job listings from platforms I'm actually working on, because you should always be looking to diversify. Eggs. Basket.

I write from inside the work, not above it. When I say a project pays $15 to $30 for most people, that's because I've been most people. I am most people. When I tell you not to build your budget around a unicorn rate, it's because I know the consequences of what happens when you do (and let me just say, again, the reality check that follows is painful). And when I say the algorithm will never love you back, I'm not being dramatic — I'm describing Tuesday.

The Philosophy

I do my best to live my life the same way I tell my kids to live theirs. If you don't know, find out. If you didn't know, you better next time. And if there was genuinely no way you could have known — become the subject matter expert and tell other people, so they don't have to find out the hard way.

That's the whole mission. No spin, no recruiting, no affiliate-first content dressed up as advice. Just the information I wish someone had given me four years ago, built on the data I started collecting because nobody else was.

That's where we're at. As for where we are going, I can tell you I will never have a subscription anything, I will never be putting information behind a paywall. You might see an ad eventually, but this site wasn't built to be a store or a machine. It's about shining a light and adding a megaphone to a part of our lives that otherwise would be very dark and quiet.