AI can accelerate parts of content production, but it does not supply the reason a page deserves to exist. Begin with a reader task and evidence you can inspect. Use the model for transformation—organizing, outlining and drafting—not for manufacturing facts.
The editorial pipeline
| Stage | Input | Output | Stop condition |
|---|---|---|---|
| Brief | Reader question and search evidence | Page purpose and boundary | Duplicates an existing page |
| Source pack | First-party facts and current references | Confirmed facts and open gaps | Core claim has no source |
| Outline | Brief and source pack | Section jobs | Sections repeat one another |
| Draft | Approved outline | Editable prose with markers | Model invents evidence |
| Review | Draft and original sources | Publish, revise or reject | Reviewer cannot reproduce claims |
Build a source pack before prompting
READER QUESTION:
PAGE DECISION OR ACTION:
SOURCE 1
URL / OWNER:
CHECKED DATE:
FACTS THIS SOURCE SUPPORTS:
WHAT IT DOES NOT SUPPORT:
ORIGINAL CONTRIBUTION:
EXAMPLE OR DATA OWNER:
UNRESOLVED QUESTIONS:A URL alone is not evidence. Record which claim the source supports and the date you checked it.
Keep a claim ledger
| Draft claim | Source | Status | Editorial action |
|---|---|---|---|
| The product exports CSV | Current product documentation | Supported | Keep and link |
| Teams save three hours | None | Unsupported | Remove |
| The interface changed in August | Release note | Needs date check | Verify before publish |
Read the final text beside the original sources. A citation attached to a paragraph does not automatically support every sentence in it.
Add something the model cannot infer
Use an original screenshot, tested workflow, expert decision, comparison or measured example. If the useful contribution disappears when you remove the generated prose, the page probably needs more reporting rather than more words.
Is AI-generated content automatically bad for SEO?
The useful question is whether the page helps its intended reader and supports its claims. Do not use generation as a reason to skip research, original contribution or editorial accountability.
Should every sentence have a citation?
Not every sentence is a factual claim. Cite and verify facts that a reader may rely on; distinguish observed data, sourced facts, examples and editorial judgment.
What should the editor see before approving the draft?
Provide the reader question, source pack, claim ledger, unresolved gaps and the exact changes made after review. A polished draft without that trail is harder to trust.