Home icon

Automate AML alert triage with Amazon Quick and Snowflake Cortex AI

Machine Learning Blog



This article demonstrates automating anti-money laundering (AML) alert triage by integrating Amazon Quick Flows with Snowflake Cortex AI through the Model Context Protocol (MCP).

  • Reduces AML alert investigation time from 30-90 minutes to under 5 minutes
  • Amazon Quick Flows orchestrates structured triage workflow with input validation and formatted output
  • Snowflake Cortex Agent analyzes transaction data via Cortex Analyst and compliance documents via Cortex Search
  • OAuth-authenticated MCP integration connects Amazon Quick to Snowflake without custom connectors
  • Workflow enforces consistent investigation steps: collect input, run investigation, produce output
  • Addresses 90-95% false positive rate in AML alerts through efficient automated triage
  • Includes 10-step implementation guide from semantic view setup to flow publication
  • Provides audit trail through Amazon Quick and Snowflake access history logging
  • Human analyst must review and approve all SAR filings; flow is accelerator, not decision-maker

This solution demonstrates how structured AI workflows can automate repetitive compliance processes while maintaining security, auditability, and human oversight in regulated financial environments.



Go to article

The AWS News Feed is currently looking for gold sponsors. If you want to support the AWS community and reach a large audience of AWS professionals, consider sponsoring the AWS News Feed.

Related articles

Jun 12
2026
Amazon Quick now integrates with Snowflake Cortex AI
Jun 9
2026
Build an agentic incident triage assistant with Amazon Quick and New Relic
Nov 18
2024
Automate cloud security vulnerability assessment and alerting using Amazon Bedrock
Aug 26
2024
Automated Insurance claims processing using Amazon Bedrock, Knowledge Base, and Agents

The AWS News Feed is currently looking for silver sponsors. If you want to support the AWS community and reach a large audience of AWS professionals, consider sponsoring the AWS News Feed.