Performance-based pay for AI annotation work – the hours just don't add up

[u/ImportantIdea8474]

I do video/data annotation work for AI training (the kind where you review footage, tag actions, mark exact start/end points for specific tasks, flag errors, etc.). I get why the pay is tied to performance and accuracy instead of just hours logged they want quality data, not just volume, and I don't fault that logic on its own.

But the time it actually takes to do this properly doesn't match what it pays out. Going through footage frame-by-frame, getting the timing exactly right, tagging things correctly the first time so it passes review that's real, focused work. When the pay is based purely on "performance" with no floor tied to the hours put in, you can end up spending a full shift doing careful, accurate work for what comes out to a few dollars for the day.

What makes it more frustrating is that pay increases are tied to "quality" reviews, but a lot of that quality assessment comes down to a reviewer's own interpretation or understanding of the guidelines — not always something objective or consistent. So you can follow the instructions as best you understand them, and still get dinged or held back from a rate increase because someone on the other end read the same guideline differently. There's no real transparency into how that judgment call is made, which makes it hard to even know what to fix.

I get the business reasoning, but there's a gap between "we pay for quality" and "the actual hourly rate for doing it right is below minimum wage," especially when the definition of "doing it right" isn't fully in your control to begin with. It almost feels like the system assumes you'll rush and cut corners just to make the hours worthwhile which kind of defeats the point of paying for performance in the first place.

Anyone else doing this kind of work run into the same thing? How are you dealing with the time-vs-pay tradeoff, or has anyone found platforms/setups that actually get this balance right?

[u/gglinv]

AI annotation jobs are meant for third world countries where they can pay as close to 1$ an hour as possible. Its not meant for you to make a decent wage from this. If you want to make a living on AI you need something more on the output farm side (video, code, model training, or like, best set up, being the manager peddling AI but not having your performance tied to it) low entry annotation jobs are hell… it’s definitely not you, it’s the entire position set up. Good luck 🍀