Refresh an existing article using current evidence and a documented reader need.
| # | Tool | Role | Website |
|---|---|---|---|
| 1 | Your web browser | Verify current facts and rendered metadata | https://www.mozilla.org/firefox/ |
| 2 | Your AI assistant | Draft the evidence-based revision | https://chatgpt.com/ |
| 3 | LibreOffice or your document editor | Review and maintain the change ledger | https://www.libreoffice.org/ |
# Article Refresh and Search Review
Refresh an existing article using current evidence and a documented reader need.
A fact-change ledger, revised article and post-release measurement plan.
Provide the current article, sources and available search data.
```text Article says a workflow is fully automated. The current instructions require a human to approve the final report. Search data has only seven impressions. ```
```text Revise the promise to an assistant-guided workflow with an explicit approval step. Add the actual output example and requirements. Record current indexability. Do not infer a conversion failure from seven impressions. ```
The revised promise matches the actual steps; reporting uncertainty and small sample size stay visible.
This is an editorial and measurement process, not a ranking guarantee.