Apply Glossary Fixes and AI Cleanup

Improve terminology and readability without silently changing factual meaning.

Written By 4ALL.LIVE

Last updated 12 days 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.