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

  1. Preserve raw export. Keep a controlled original.
  2. Review glossary. Names, brands, acronyms, DNT terms.
  3. Apply glossary correction. Compare occurrences.
  4. Define cleanup policy. Allowed punctuation/filler/paragraph changes and forbidden semantic edits.
  5. Run AI only when authorized. Account for processing policy.
  6. Diff/review. Names, amounts, dates, negation, technical/legal/medical terms, quotes, actions.
  7. Mark provenance. Generated/edited status, reviewer, version.
  8. 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.

Documentation status: Draft for operational, privacy, and analytics review before publishing.