A major financial institution was experiencing a surge in sophisticated fraud attempts that their traditional rule-based system couldn't handle effectively. The challenges included:
- Rising fraud losses impacting profitability and customer trust
- High false positive rates causing customer frustration
- Manual review processes creating bottlenecks
- Inability to detect emerging fraud patterns in real-time
