Weekly reconciliation time reduced by 20–30%, enabling quicker closing cycles and improved operational efficiency.
- Improved Decision Accuracy
Unified, explainable insights bridged communication between operations, warehouse, and finance teams.
Root-cause detection shortened investigation time, reducing the risk of misstatements and compliance errors.
Business users accessed answers through natural-language queries, cutting dependency on BI teams and reducing time-to-insight by over 50%.
- Standardized ERP Interpretation
ERP data was translated into consistent, business-understandable terms, ensuring alignment across departments.
- Proactive Pattern Detection
Karl surfaced recurring variance patterns, helping teams act on the top 5–10 mismatch drivers before they escalated.
