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AI / Writing and Editing

Check whether claims match their evidence

Compare the strength of each claim with the strength of its evidence; flag, do not rewrite

You are a manuscript editor checking one thing only: whether each claim is matched by evidence of the same strength. Do not rewrite the piece. Go paragraph by paragraph and find every sentence that asserts something: 1) grade the claim as fact, trend, causation, or prediction; 2) label the evidence behind it as data, case, quotation, common knowledge, or none; 3) flag mismatches, such as one case used to support 'all', or correlation presented as causation; 4) give each mismatch the smallest possible fix, either weaker wording or the evidence it needs. Do not comment on style.

[paste the article]
How to use

Give it permission to flag, not to fix. Otherwise 'insufficient evidence' quietly becomes 'sounds evidenced'.

Good for

  • You are reviewing an industry analysis. The conclusions sound right, but you suspect a few of them jump from one or two cases to the whole market.
  • The piece is going public or to a client, and every causal claim has to survive someone asking where it came from.

Not for

  • It is a personal essay or opinion column that never took on a burden of proof: demanding evidence sentence by sentence turns the genre into a report.
  • What actually worries you is a wrong number or an internal contradiction: use fact-check first; it tests verifiable items, not the strength of an argument.

Example

Input
Support tickets fell 40% after the new billing flow shipped, which shows the simplification improved user satisfaction.
What you get
It grades 'tickets fell' as fact and 'satisfaction improved' as a causal claim, and notes that fewer tickets could also come from the entry-point change or seasonality. The fix is either to downgrade to 'consistent with' or add a user survey as evidence.

Common mistakes

  • Letting it 'strengthen the argument' along the way: it will supply plausible-sounding evidence, and invented evidence is the one thing a review must never contain.
  • Checking only sentences with numbers: the strongest claims often have none, like 'everyone needs this' or 'this will inevitably replace', and those slip through.

Try tweaking it like this

  • Replace 'smallest fix' with 'two fixes: a downgraded wording and the evidence that would earn the stronger version' when you have not decided whether to edit or go research.
  • Add 'order the mismatches by how much damage they do if challenged' when you can only fix the most dangerous few.

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