Focus review on the cases that matter
Score payment risk with the reasons behind each flag, so reviewers can distinguish a concern from normal activity
See the pattern across payments
Classify transactions and compare account activity to bring unusual patterns into view
Give investigators the whole case
Examine account history and transaction context together rather than reviewing an alert in isolation
Support a considered credit decision
Use predictive models alongside the applicant’s records, with final underwriting decisions made by the responsible team
Define what a better outcome looks like
Can reviewers find more confirmed issues without overwhelming the queue?
- Start with a fair comparison
- Compare with the current review approach on cases with known outcomes, including a sample of payments that were not flagged
- Keep the decision in view
- Record the reasons reviewers accept or reject flags and keep final credit and compliance decisions with the responsible team
- Measure the result
- Track confirmed issues, false alerts, missed cases and review time. Assess customer friction alongside risk detection