AML Monitoring Modernization
Banking, Financial Services & Insurance (BFSI)- 2024

AML Monitoring Modernization

A global bank modernized its AML monitoring with ML-based alert triage, reducing false positives by 70% and SAR prep time.

A global bank processed 50,000+ AML alerts monthly across 40+ countries, with a 95% false positive rate that overwhelmed investigation teams. AML analysts spent most of their time reviewing false alarms, while genuine risks faced delays. The bank partnered with Vitosha to build an ML-powered alert triage and investigation platform that reduced false positives by 70%, tripled alert processing capacity, and cut SAR preparation time by 60%.

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Overview

A global bank processed 50,000+ AML alerts monthly across 40+ countries, with a 95% false positive rate that overwhelmed investigation teams. AML analysts spent most of their time reviewing false alarms, while genuine risks faced delays.…

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    Impact Metrics

    70%

    False Positive Reduction

    3x

    Alert Processing

    60%

    SAR Prep Reduction

    Tech Stack

    Azure MLMicrosoft FabricPower BIPurviewAzure Synapse

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    AML Monitoring Modernization - WP Backend of Vitosha