Reconciliation Automation with Tolerance + Exception Reporting

# Reconciliation Automation with Tolerance + Exception Reporting

## Problem
Reconciliation depended on manual matching and ad hoc exception review, increasing cycle time and error risk.

## Constraints
– Multi-source input variability
– Requirement for explainable match outcomes
– Finance review deadlines

## Solution
Implemented tolerance-aware matching logic with deterministic reason codes, automated exception reports, and prioritized routing.

## Controls
– Tolerance configuration under version control
– Exception categories with clear escalation paths
– Daily control check for unmatched variance totals

## Result
– Faster reconciliation turnaround
– Improved exception ownership and closure rates
– More consistent reporting quality across periods

## Artifacts
– Workflow spec template
– SOP-ready operating notes
– Validation summary by rule ID

## Disclosure
All examples are generalized and synthetic.