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How to Correct AI Speaker and Relationship Mistakes

'She' could mean a mother, sister or the interviewee. Identify who said the sentence before deciding whom it describes.

Return to the timestamp

Listen to the surrounding sentences. A speaker change often happens around an interruption or laugh.

Separate three roles

Record the speaker, the central subject and other people mentioned. An interviewer's question is not the subject's first-person memory.

Keep a name map

List formal names, nicknames and who uses each one. Leave ambiguous matches unresolved until checked.

Fix the source first

Correct the transcript and relationship labels before updating stories, timelines and chapters. A surface-only book edit may disappear on regeneration.

Ask the person who knows

Marriage, illness, jobs and responsibility should be confirmed by the interviewee or family, not inferred by AI.