The short answer
Readers get a reproducible review method for claim-to-source match, source authority, dates, conflicts, omissions, and uncertainty.
The decision standard is simple: preserve the source, state the limits, and make the next human check obvious. A useful article should reduce uncertainty without pretending that every unknown has been resolved.
What to examine
A long, confident research report can still rely on stale pages, circular citations, missing counterevidence, or sources that do not support the sentence beside them.
Start with scope. Identify the product, account, audience, jurisdiction, data, and decision involved. Then separate what was directly observed from what a vendor, researcher, regulator, or commentator says. Record dates because AI products, access rules, and prices change quickly.
Citation count is not evidence quality. A primary source can also be promotional, incomplete, superseded, or limited to a different product or population.
A practical way to do it
- Select five consequential claims and open every cited source.
- Mark whether each source supports, narrows, contradicts, or fails to address the claim.
- Add missing primary evidence and rewrite conclusions to match the strongest verified support.
Keep the worksheet or test record with the draft. If another editor cannot reproduce the check from the saved evidence, the article is not ready.
Editorial guardrail
Do not fill a missing fact with a plausible sentence. Mark it as unknown, find a stronger source, narrow the claim, or remove it. Commentary belongs in a clearly labeled paragraph after the reported facts, not inside them.
Primary-source reading list
These are starting points, not automatic support for every sentence. The publishing editor must open each cited page and confirm the claim it supports on the day of review.
Bottom line
Readers get a reproducible review method for claim-to-source match, source authority, dates, conflicts, omissions, and uncertainty.