Reviewing an existing ranking article, checking every claim and figure against current source data, and identifying outdated statements before republication

• Read through the existing published article line by line to locate claims, statistics, and tool references.
• Cross-reference each factual claim, figure, and date against the original research notes or current source material.
• Identify statements that lack proper support or contain outdated data.
• Draft notes or comments on where changes, removals, or updates are needed.
• Verify that no external links or referenced studies have broken or changed their findings.

Digging through old source files and research notes to determine whether a specific claim or figure is still accurate.

1. You

   1. Assemble the review materials

   Collect the current article, original research notes, source pages or files, publication dates, and any referenced links. Make sure the materials supplied to AI are the versions you intend to use for the review.

2. AI

   2. Extract and classify article claims

   Give AI the article and source materials, asking it to list each factual claim, figure, date, ranking, tool reference, and external citation in a traceable table. It should separate direct claims from opinions, descriptions, and recommendations.

3. AI

   3. Compare claims with source evidence

   Ask AI to compare every extracted item with the supplied source data and label it supported, changed, unsupported, ambiguous, or not found, quoting the relevant evidence and noting any mismatch in dates, definitions, or scope. AI cannot reliably confirm that a link still works or that a live page has not changed unless current page contents or a verified link-checking result are provided.

4. You

   4. Resolve evidence and source conflicts

   Open the cited source for every unsupported, ambiguous, or changed item and decide whether the claim should be updated, qualified, removed, or retained. Own the decision when sources disagree, definitions have shifted, or the evidence is too weak to publish.

5. AI

   5. Draft the revision brief

   Ask AI to turn the human decisions into an edit list with the original wording, proposed replacement or deletion, supporting source, reason for change, and any citation or date updates. Instruct it not to invent missing figures or fill evidence gaps with assumptions.

6. You

   6. Approve the republication set

   Apply or assign the approved edits, then make the final decision on whether the article is accurate enough to republish. Hold publication for any claim that still lacks current, verifiable support, and retain the evidence table with the editorial record.

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