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Fraud Monitoring and Routing AI Agent

Fraud Monitoring and Routing AI Agent

AI-Powered Fraud Detection & Risk Management solution to spot behaviors, perform additional analysis, and route review and mitigation to the appropriate teams.

Fraud Monitoring and Routing AI Agent | Risk Management
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The Fraud Monitoring and Routing AI Agent (also known as Fraud Guardian) is an intelligent system that proactively identifies suspicious activities using advanced detection models. It performs deep risk analysis by scanning supporting datasets to conduct thorough fraud investigations. Based on your specific business rules, the agent automatically escalates high-priority cases for human review or routes lower-priority issues to the correct queues.

Problem Addressed

Traditional fraud systems often struggle with high false positive rates and slow response times that require too much manual work. This agent solves several key issues:

  • Manual Review Delays: Reduces the time analysts spend on routine assessments.
  • Sophisticated Fraud Patterns: Detects subtle fraud techniques that human analysts or traditional systems might miss.
  • Human Bias: Provides consistent evaluation criteria across every transaction to ensure fair and accurate reviews.
  • Scaling Challenges: Allows businesses to handle more transactions without needing to hire a proportional number of new staff.
The agent surfaces potentially fraudelent issues that require review.
The agent surfaces potentially fraudelent issues that require review.  

What the Agent Does

The agent acts as a first line of defense by automating the initial steps of fraud management:

  • Identifies Suspicious Activity: Uses AI models to flag potentially fraudulent events in real-time.
  • Analyzes Risk: Conducts a comprehensive review of supporting data for every flagged event.
  • Routes Cases: Automatically sends high-value or high-risk accounts to managers for immediate attention.
  • Provides Visual Analytics: Offers an intuitive interface with charts and dashboards to help reviewers make faster decisions.
  • Stores Audit History: Maintains a complete record of all flagged events and reviewer decisions for compliance and reporting.
For each fraudulent transaction, the reviewer can access details to better understand why it was flagged.
For each fraudulent transaction, the reviewer can access details to better understand why it was flagged.

Benefits

  • Better Detection Accuracy: Catch more fraud attempts while reducing the number of "false alarms" for legitimate customers.
  • Faster Response Times: Automatically prioritize the most important cases so they are handled first.
  • Smarter Resource Use: Let the AI handle the routine work so your experts can focus on the most complex cases.
  • Improved Customer Experience: Keep legitimate transactions moving smoothly with minimal disruption.
  • Easy Setup: Works with your existing Snowflake infrastructure for a fast and simple rollout.

Standout Features

  • AI-Powered Pattern Recognition: Continuously learns and adapts to new fraud techniques as they appear.
  • Automated Escalation Logic: Routes cases based on customer segment, account value, and risk profile.
  • Audit-Ready Documentation: Keeps detailed logs of every detection and decision for legal or internal audits.
  • Visual Review Dashboards: Simplifies complex fraud data into easy-to-read visuals for faster human intervention.
A history is stored of flagged and reviewed events for audit and attestation purposes.
A history is stored of flagged and reviewed events for audit and attestation purposes.

Who This Agent Is For

This agent is built for security teams, financial controllers, and operations leaders.

Ideal for:

  • Fraud Analysts: Teams that need to move away from manual spreadsheets and toward automated detection.
  • Risk Management Leaders: Professionals looking to lower false positive rates and improve security.
  • Compliance Officers: Teams that require strict audit trails and consistent records of fraud decisions.
  • B2B Platforms: Organizations dealing with high transaction volumes that need scalable security.

How it works

The agent uses a combination of integrations and packaged tools to provide structure to your efficiency.

Frequently asked questions

How does the agent identify fraudulent transactions?

The agent uses advanced AI models to scan your transaction data in real-time. It looks for patterns that suggest fraud and compares those findings against your customer data to perform a full risk analysis.

Does the agent make decisions on its own or involve humans?

The agent does both. It automates the initial assessment and routing of lower-priority issues. For high-priority or high-value cases, it automatically escalates the event to a human reviewer for a final decision.

Can I see why a specific transaction was flagged?

Yes. For every transaction that is flagged, reviewers can access specific details to understand exactly why it was marked as suspicious. This information is presented through visual analytics to make the review process faster.

How does this improve the experience for my customers?

By reducing false positives, the agent ensures that legitimate customers can complete their transactions without being blocked. This maintains high security while minimizing disruptions to your business.

Is there a record for audit purposes?

Yes. The agent stores a complete history of every flagged event and the review decisions made. This documentation is ready for audits and helps your business stay compliant with regulations.

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