Problem context
- Many teams rely on spreadsheet reconciliation even after variance reviews become slow and repetitive.
- Workflow-based investigation adds structure and routing, but it also requires stronger threshold logic and ownership discipline.
- Leaders need a way to compare analytical flexibility against actionability and cycle speed.