How to Review AI-Generated Content: A 5-Pass Checklist

<p>If you are learning how to review AI-generated content, do not start by asking whether it sounds polished. Check the draft in five passes: facts, missing requirements, audience and context, sensitive data and permissions, then final approval. Keep the source beside the draft, mark uncertainty instead of repairing it from memory, and do not send or publish until a named person makes the final decision.</p> <p><strong><a href="https://builderlog.net/ai-workflow-readiness/?utm_source=devto&amp;utm_medium=crosspost&amp;utm_campaign=first_task_check&amp;utm_content=10-how-to-review-ai-generated-content" rel="noopener noreferrer">Run the free 60-second first-task check</a></strong></p> <h2> The short answer and review conditions </h2> <p>This guide was reviewed on <strong>2026-08-03</strong> for one low-risk condition: a beginner is checking a synthetic business update before it is shared. It does not test legal, medical, financial, employment, or safety-critical content. It does not prove that a checklist prevents errors or that AI improves content quality.</p> <p>The method turns “looks good” into a review receipt. For each pass, record what was checked, what source supports the decision, what remains unknown, and whether the draft is ready, needs edits, or must stop.</p> <p>OpenAI Academy's workflow worksheet, dated <strong>2026-07-07</strong>, asks teams to define required sources, expected output, a human review point, and stop-or-escalate conditions before an AI-supported workflow acts. Its evidence guide, dated <strong>2026-07-17</strong>, separates quality signals such as accuracy, completeness, consistency, corrections, test cases, and review scores. It also warns that a review control is not proof that errors never occur. NIST's Generative AI Profile is a broader voluntary risk-management resource; it supports source and accuracy checks but does not prescribe the five-pass artifact below.</p> <h2> Copy the five-pass review checklist </h2> <p>Use the same order every time. Later passes should not hide a failure found earlier.</p> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Pass</th> <th>Question</th> <th>Evidence to inspect</th> <th>Stop when</th> </tr> </thead> <tbody> <tr> <td>Facts</td> <td>Can every material name, date, number, quote, and claim be traced?</td> <td>Approved source, original record, or clearly labeled synthetic input</td> <td>A claim has no reliable source or conflicts with one</td> </tr> <tr> <td>Missing requirements</td> <td>Does the draft answer the actual request and include every required field, section, and constraint?</td> <td>Request, brief, template, acceptance criteria, or checklist</td> <td>A required item is absent or the request is ambiguous</td> </tr> <tr> <td>Audience and context</td> <td>Is the meaning accurate for this reader, situation, and channel?</td> <td>Audience note, prior approved example, terminology guide, and surrounding context</td> <td>Tone or wording could change the intended decision</td> </tr> <tr> <td>Sensitive data and permissions</td> <td>Is every detail allowed to appear, and may this asset be reused here?</td> <td>Data policy, consent, license, attribution, and access rule</td> <td>Personal, confidential, copyrighted, or unapproved material is present</td> </tr> <tr> <td>Final approval</td> <td>Does an accountable person accept the exact version that will be sent or published?</td> <td>Final preview, change log, unresolved questions, destination, and approver</td> <td>The destination changed, the content changed, or no approver is named</td> </tr> </tbody> </table></div> <p>Copy this receipt under the draft:<br> </p> <div class="highlight js-code-highlight"> <pre class="highlight plaintext"><code>Draft and intended destination: Approved sources used: Facts checked: Missing requirements found: Audience or context edits: Sensitive data or permission issues: What remains unknown: Final version changed after review: yes / no