AI output review
Human AI output verification, matched to the risk.
Hire people to fact-check, score, and improve AI-generated output before it reaches customers or operations. Start here if you are not sure which check you need: this page routes single documents, support replies, research, and agent output to the right task template.
- Starter budget
- $40, editable before you publish
- Deliverable
- Issue list with evidence and a ready, edit, or do-not-use score
- Best for
- Deciding which check you need
Good tasks to post
Keep each task to one of these so it can be priced and approved quickly.
- Fact-check generated claims and citations
- Review AI-written emails, posts, or support replies
- Score summaries against source material
- Flag uncertainty instead of guessing
Why humans help
Where judgment beats automation for this task.
AI drafts are useful, but human review catches context gaps, hallucinations, bad assumptions, and brand-risky wording.
The pages linked below are narrower versions of this task. Pick one if it matches, or post this general check and let the reviewer tell you what they found.
How to scope it
Four things to include so the first task is easy to approve.
One clear goal
Say what the worker is checking and what counts as wrong. One URL, one document, one list.
Source material or links
Attach the exact inputs: the page, the file, the transcript, the criteria.
Deliverable and deadline
Name the format you want back (table, notes, screenshots) and when you need it.
An example of acceptable work
Link a sample deliverable so the worker knows the bar. Keep the first task small so approval is straightforward.
Suggested payout ranges
Starting points only. Final payouts should match complexity, turnaround, tools, and worker experience.
| Scope | Suggested payout |
|---|---|
| Single short output | $40–$60 |
| Batch of 5 to 10 outputs | $60–$150 |
| Recurring weekly review | $150+ |
Related use cases
Neighbouring templates, each with a different scope.
Not sure which check you need? Post the general one.
The draft opens with a $40 starter budget and the description above. Attach the output, then publish. Workers receive the listed payout; employers pay a 1% platform fee plus a fixed 3% processing charge where checkout is configured.