RAG answer QA

Human review for grounded AI answers.

RAG systems can still cite the wrong passage, miss a caveat, or answer beyond the retrieved evidence. Hire a reviewer to check whether each claim in an answer is actually supported by its sources.

Suggested budget
$50–$200 per answer batch
Deliverable
Pass, revise, or high-risk per answer with an unsupported-claim list
Best for
Support bots, internal knowledge assistants, customer-facing AI search

Example tasks you can request

Keep each task to one bounded input so the reviewer can return clear evidence.

  • Check whether each answer claim appears in the retrieved sources.
  • Confirm citations point to the specific passage, not the whole document.
  • Note missing caveats or uncertainty the sources include.
  • Flag answers that combined sources incorrectly.
  • Say whether each answer is safe to show a customer or operator.

What the reviewer returns

Ask for evidence, not an opinion. Accept the work when the report has these parts.

  • Pass, revise, or high-risk status per answer
  • Unsupported claim list with the source that should have been used
  • Citation and source mismatch notes
  • A corrected answer where useful
  • Reviewer confidence, including whether the source set looked incomplete

Suggested payout ranges

Starting points only. Final budgets should match length, source complexity, turnaround, and reviewer experience.

ScopeSuggested payout
Focused batch of 5 to 10 answers with sources$50–$100
20 to 40 answers or long, multi-source documents$100–$200
Larger audits or a recurring sample$200–$500+

How to scope it

Four steps from AI output to an accepted review.

  1. Export the answers with their retrieved context

    Each answer needs the passages the system retrieved, not only the final text.

  2. Say who sees the answers

    Customer-facing answers get a stricter bar than internal ones.

  3. Ask for a corrected answer

    A reviewer who rewrites the unsupported sentence saves a second round.

  4. Approve the quote

    The operator confirms scope, reviewer, and price before the review starts.

Scope note. Human review reduces risk and creates a review record, but it does not promise perfect accuracy, legal compliance, or a business outcome, and it does not replace professional legal, medical, financial, or compliance advice. GoHireHumans is a listing and payment connector; the reviewer is an independent worker.

Check one batch of RAG answers.

Email the answers with their retrieved sources. An operator scopes the review and you approve the quote before anyone starts.