After mapping, reconciliation, classification, and review. Each stage has clear criteria.
Commit cannot advance until every line has a confirmed account.
Lines needing context can be flagged.
High-confidence lines above 90% approved in bulk.
Reviewer identity and timestamp recorded.
Overrides improve future accuracy.