Copyable template
Fill the fields before the work expands.
# AI Humanizer vs Source-Backed Workflow | Question | Humanizer-style rewrite | Source-backed workflow | | --- | --- | --- | | Main unit of work | Existing text | Reader decision plus evidence | | Facts | Usually inherited from the draft | Checked against a source packet | | Voice | Surface variation | Explicit rules and representative samples | | Proof | May remain vague or unchanged | Marked, sourced, narrowed, or removed | | Control | One transformation | Intake, draft, claim check, voice pass, final review | | Repeatability | Depends on the tool and input | Stored packet, rules, prompt, and gates | | Best use | Low-risk phrasing cleanup | Customer copy, sales pages, scripts, reports, and team workflows | | Final test | Does it read differently? | Is it accurate, useful, recognizable, and ready for the next action? | Decision rule: use the lighter rewrite only when the 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.
How to use it
Check the cost of error
Use more control when a wrong claim can harm a customer decision, a brand, or a commercial outcome.
Separate polish from proof
A smoother sentence does not strengthen its evidence. Review facts and support as a different step.
Judge the final job
Measure usefulness, accuracy, voice, and action. Do not optimize for a detector score.
What this template does not prove
A complete worksheet is not a validated result. Use it to make assumptions visible, run a bounded test, and preserve the decision. Link the result to Productized diagnostic audit when the mechanism matches.