Hustle 13 of 34 · Digital — Behind the scenes

Data annotation for AI

Start here, step by step

  1. Learn the words first: annotation means labeling examples so an AI system can learn — rating whether an answer is helpful, marking mistakes, or checking recordings. The platform (the website handing out the tasks) writes instructions for every task type.
  2. Before signing up anywhere, test accessibility: open the platform's sample task with your screen reader. If you cannot read the task or reach the answer buttons by keyboard, that platform will not work for you, however good the pay sounds — move on before investing hours in its sign-up.
  3. Apply to two platforms, not one. Work arrives in waves, and one account often goes quiet for weeks; two accounts smooth that out.
  4. Read the full instructions for each new task type before starting it. Most rejected work — and unpaid work — comes from rushing this step. Keep the instructions open while you do your first few of each type.
  5. Start with text-rating and audio-checking tasks, where a strong listener can control quality. Avoid image-labeling tasks that need sight unless the platform offers a version that works for you.
  6. Do a small batch, then check your results and pay: work out what you actually earned per hour by dividing what the batch paid by the time it took. Drop task types that pay badly for your time, however easy they feel.
  7. Get paid: most platforms pay weekly for approved work. Keep a simple log — date, task type, time spent, amount paid — so you can see which work is worth repeating and you have records of every dollar.
  8. If a platform pauses your account, do not panic and do not borrow against it: move your hours to the second platform. Never build your whole plan on one platform.

How AI can help

Use built-in AI help to understand task instructions, and use your own AI assistant to keep a log of task types, pay, and time. AI cannot do the judgment calls these tasks exist for — rating whether an answer is helpful, safe, or true is the human work.

Rating: 3 out of 5 stars

Flexible, free to start, and a fast possible first dollar, with text and audio tasks that suit strong listeners. The limits are platform risk — inaccessible tools, low-paying tasks, scarce work in quiet weeks, and accounts paused with little explanation. Small, irregular payments are relatively easy to track for benefits, but never build your whole plan on one platform.

Pros and cons — the honest version

Pros

Cons