quality
How to Review AI Output Before Publishing
A review checklist for checking AI drafts before you send, publish, submit, or hand them to someone else.
AI can produce confident drafts that are incomplete, unsupported, or too generic. The review step is where useful work becomes trustworthy work.
Before publishing, check the output against the source material, the audience, and the real action the draft is supposed to support.
The Review Pass
Read the draft once for meaning. Then review it again against a checklist.
- Accuracy: every factual claim is supported by source material.
- Completeness: the draft includes the required sections and next step.
- Specificity: the language fits the audience and task.
- Tone: the draft sounds like something you would actually send.
- Risk: legal, financial, medical, hiring, pricing, and policy claims are reviewed by a human.
- Attribution: source-backed ideas, quotes, and data are handled honestly.
Fix Common Problems
If the draft is too generic, add a concrete audience, example, and constraint.
If it invents details, ask for a revision that uses only provided facts.
If the tone feels wrong, provide a short sample in your own voice and ask for a closer match.
If the structure is weak, specify the output format and ask the AI to revise only the structure first.
FAQ
What is the fastest way to review an AI draft?
Compare it to the original source material and ask whether each claim is supported, useful, and safe to publish.
Should AI drafts always disclose AI use?
Follow the rules of the context you are working in. Academic, legal, regulated, client, and company settings may have specific disclosure requirements.
What should never be skipped?
Do not skip fact checks, sensitive claims, or human review for high-stakes decisions.
Practical Takeaway
Treat AI output as a strong draft, not a finished decision. Review facts, structure, tone, and risk before it leaves your hands.
Weekly skill
Get one practical AI skill every week.
Short, useful, and focused on real tasks instead of prompt clutter. Subscriptions are handled by email.