Humanize AI Text QA Checklist (2026): 9 Signals That Your Draft Sounds Human
March 25, 2026
Teams now know that simple paraphrasing is not enough. In 2026, writing quality checks need to be explicit and repeatable.\n\nHere is a practical QA checklist you can run before publishing any AI-assisted draft.\n\n## 1) Sentence rhythm variation\nIf every sentence has similar length, the text feels synthetic. Mix short, medium, and long sentences intentionally.\n\n## 2) Specific evidence over generic claims\nReplace broad claims with concrete examples, numbers, or named tools.\n\n## 3) Natural transitions\nRemove repetitive bridge phrases. Transitions should reflect logic, not templates.\n\n## 4) Clear point of view\nA human author has a stance. Add tradeoffs and decision criteria instead of neutral filler.\n\n## 5) Domain vocabulary used correctly\nUse precise terminology in context. Wrong or shallow jargon is a common AI artifact.\n\n## 6) Paragraph texture\nAvoid perfectly uniform paragraph size. Real writing has natural variation.\n\n## 7) Readability baseline\nUse readability checks as guidance, not as a target score game. Prioritize clarity for the intended audience.\n\n## 8) Detector sanity check\nRun detector checks to catch obvious robotic patterns, but never treat a detector score as absolute truth.\n\n## 9) Final human pass\nDo one meaning-level edit pass: remove fluff, sharpen claims, and verify factual accuracy.\n\n## Practical workflow\n1. Generate structure with AI.\n2. Add human evidence and judgment.\n3. Rewrite for voice consistency.\n4. Run QA checklist.\n5. Publish only after human sign-off.\n\nThe goal is not "bypass." The goal is better writing that is clear, specific, and trustworthy.