# AI Humanizer vs Source-Backed Writing Workflow

| Question | Humanizer-style rewrite | Source-backed workflow |
| --- | --- | --- |
| Main unit | Existing text | Reader decision plus evidence |
| Facts | Inherited from draft | Checked against source packet |
| Voice | Surface variation | Rules plus representative samples |
| Proof | May stay vague | Sourced, narrowed, or removed |
| Control | One transformation | Intake, draft, claim check, voice pass, final review |
| Best use | Low-risk phrasing | Customer copy, sales pages, reports, scripts, and team workflows |

Use the lighter rewrite when facts are secure and the cost of a weak sentence is low. Use the full workflow when the draft carries claims, customer trust, money, policy risk, or repeated operational work.