Apply Glossary Fixes and AI Cleanup
Improve terminology and readability without silently changing factual meaning.
Written By 4ALL.LIVE
Last updated About 1 month ago
Improve terminology and readability without silently changing factual meaning.
Best for: Authorized producers, analysts, accessibility leads, organization owners, and support staff.
Before you start
Availability depends on role, event access, plan entitlements, retained source data, export/AI/statistics features, and privacy policy.
- Confirm exact organization, event, language, and reporting period.
- Verify requester, recipient, and retention/privacy authorization.
- Preserve raw source data before cleanup, editing, or deletion.
Step by step
- Preserve raw export. Keep a controlled original.
- Review glossary. Names, brands, acronyms, DNT terms.
- Apply glossary correction. Compare occurrences.
- Define cleanup policy. Allowed punctuation/filler/paragraph changes and forbidden semantic edits.
- Run AI only when authorized. Account for processing policy.
- Diff/review. Names, amounts, dates, negation, technical/legal/medical terms, quotes, actions.
- Mark provenance. Generated/edited status, reviewer, version.
- Approve. Qualified owner signs off.
What success looks like: The deliverable or analysis is correct for the intended scope, reviewed, reproducible, and protected according to policy.
Check your setup
- Critical changes trace to source.
- Raw and edited versions differ clearly.
- Reviewer/version recorded.
Troubleshooting
Overcorrection
Remove ambiguous entries or edit manually.
AI invents/omits
Reject and use raw/human-edited content.
Wrong locale
Regenerate correct language.
Security and operational notes
- AI can change meaning.
- Do not label edited content verbatim without verification.
- Protect both versions.
Related guides
- Create and Edit a Glossary
- Export a Transcript as PDF, DOCX, or Markdown
- Security and Privacy
Documentation status: Draft for operational, privacy, and analytics review before publishing.