AI output review
Hire a human to fact-check AI output.
Post one AI-generated article, summary, or report and get a human scorecard of its factual claims, sources, citations, and risky wording before it goes public. This is the single-document check; for a structured review with a ready, revise, or do-not-publish call, use the AI output review proof pack.
- Starter budget
- $35, editable before you publish
- Deliverable
- Scorecard with corrections and source suggestions
- Best for
- One article, summary, or report
What to post
This is the description the draft opens with. Add your inputs and adjust the budget before publishing.
Draft text
Please review this AI-generated output for factual accuracy, source/citation issues, overconfident claims, and trust risks. Deliver a concise scorecard, corrections, and source suggestions.
Draft title: AI-output fact-checking review. Skills tagged: AI fact checking, source review, editing. Starter budget: $35.
What good looks like
Accept the work when the deliverable has these four things.
- Every factual claim marked confirmed, unsupported, or wrong, with the source the reviewer used.
- Broken, unrelated, or misquoted citations listed with a replacement suggestion.
- Overconfident wording flagged with a safer rewrite.
- Uncertainty stated plainly instead of guessed.
Why use a human
What a person catches that a second model pass does not.
Language models produce fluent text with wrong dates, invented studies, and citations that do not say what the text claims. A reviewer who opens every source and reads it in context catches what a second model pass misses.
Keeping the task to one document keeps the price small and the result easy to accept or send back for revision.
Suggested payout ranges
Starting points only. Final payouts should match complexity, turnaround, tools, and worker experience.
| Scope | Suggested payout |
|---|---|
| Quick scorecard, one short document under 1,500 words | $35–$50 |
| Long document or report with many citations | $50–$100 |
| Batch of several pieces or recurring review | $100+ |
Related use cases
Neighbouring templates, each with a different scope.
Fact-check one document before it goes public.
The draft opens with the title, description, skills, and a $35 starter budget filled in. Review it before publishing. Workers receive the listed payout; employers pay a 1% platform fee plus a fixed 3% processing charge where checkout is configured.