An audit of interview-based articles should end with a short list of defensible changes. A vague quality score is less useful than a clearly observed defect, the reason it matters, and a check that shows whether the repair worked.
Start with the intended outcome
An interview article should preserve the source's meaning while giving readers a coherent argument and useful context.
Track factual corrections and whether the finished piece accurately represents the interviewee's intended meaning.
Select a manageable sample that includes ordinary work as well as a known difficult case. Keep the current version and its relevant context. Do not assume that one unusually good or bad item represents the entire process.
Inspect five specific failure modes
1. AI turns a paraphrase into a direct quote
Possible cause: The draft blurs reported speech and verbatim wording.
Repair: Use quotation marks only for verified exact language.
Acceptance check: Match every quote to the recording or approved transcript.
2. The article makes the interviewee sound more certain than they were
Possible cause: Hesitations and qualifications were removed indiscriminately.
Repair: Preserve uncertainty where it changes the meaning.
Acceptance check: Compare the strength of each claim with the original answer.
3. Interview answers are rearranged into a misleading causal story
Possible cause: Editorial order implies connections the speaker never made.
Repair: Explain transitions in the author's voice and verify inferred relationships.
Acceptance check: Ask whether the sequence changes the source's intended argument.
4. The interview contains interesting stories but no reader takeaway
Possible cause: Questions followed biography without a practical focus.
Repair: Frame the article around a specific decision or lesson.
Acceptance check: Ensure the examples answer the reader problem established at the start.
5. The draft includes private remarks not cleared for publication
Possible cause: Notes do not distinguish usable material from off-record context.
Repair: Confirm publication boundaries before including sensitive passages.
Acceptance check: Keep only material authorized for the intended use.
Prioritize the findings
Separate confirmed defects from suspicions. Fix issues that make the work inaccurate, unusable, or misleading before cosmetic preferences. For each selected change, record the affected item, the supporting evidence, the owner, and the acceptance check. Leave unverified ideas in a separate investigation list.
Interpret improvement carefully
Read the material from the intended reader’s starting point. Familiarity can hide missing definitions, unexplained assumptions, and jumps in reasoning. A useful edit should make the task easier to understand while preserving the details that make the explanation trustworthy.
Repeat the relevant checks after the change. A completed edit proves that the work was changed; it does not by itself prove a broader business effect. Keep the technical or editorial repair distinct from later performance observations, and document other changes that could influence the comparison.