1. Set the assignment before generation
Write a brief with the audience, purpose, destination, permitted source material, and claims that require verification. Include what the piece must not imply: invented customers, guaranteed outcomes, unsupported comparisons, or capabilities the product does not have. Keep confidential material out of a workflow unless its use is authorized and appropriate for the tool. Ask for uncertainty to remain visible. A useful draft can contain an explicit research gap; a polished invented answer is harder to catch. The brief should identify the human owner who decides whether the work is ready, not merely the person who pressed generate.
2. Review claims against original evidence
Build a simple claim ledger while reviewing. Copy the factual claim, attach its source, note the relevant passage, and mark whether it is supported, needs qualification, or should be removed. Open the source instead of trusting a generated citation. Check dates, definitions, and whether the claim applies to the same product or population. Google encourages useful content created for people, which is a better editorial target than producing volume for its own sake. Your review process should also test whether the draft actually answers the reader's question and whether the promised next step exists.
3. Give reviewers a decision and an escalation path
Separate factual review, editorial review, and release approval when the stakes justify it. A factual reviewer checks evidence and product accuracy. An editor checks clarity, accessibility, tone, and audience fit. A release owner verifies required approvals and the final destination. For a small team, one person can hold several roles, but the checks still need to happen. Define stop conditions such as an unverified testimonial, unclear rights to an image, or an unresolved sensitive claim. Route specialist questions to an appropriately qualified person rather than asking a general-purpose model to settle them. Record the decision and the version reviewed.
4. Inspect the published result and learn
Approval of a draft is not verification of the live page. Check headings, links, image descriptions, mobile readability, and the intended action after publication. W3C's preliminary accessibility checks are a starting point, not a complete accessibility evaluation. Keep a correction route and record recurring errors so the next brief improves. NIST's AI Risk Management Framework offers a voluntary structure for thinking about AI risks; a short marketing checklist is not a certification of compliance with that framework. Suprara can support a bounded page-level review, but it cannot replace factual judgement, specialist assessment, or approval of a campaign. Human review works when responsibility stays explicit.
What to take away
- Review claims with original sources, not generated confidence.
- Name the owner who can stop publication.
- Check the live version after approving the draft.
Apply what you learned
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Sources and further reading
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