Policy Refiner AI Agent

Discover New Fraud Patterns Before They Strike

Stop waiting for experts to write rules manually. The Feature Mining Agent continuously surfaces high-signal risk features and generates  optimized detection rules from your case data.
Optimization

Keep Pace with Fraud, Automatically

Traditional rule development depends on experts who are always one step behind. The mining agent continuously processes new case data and surfaces emerging fraud patterns before they scale.

  • Processes new case and transaction data as it arrives, no manual trigger needed
  • Uncovers composite patterns like "test-then-transfer" sequences that threshold rules miss entirely
  • Rules are back-tested against black and white samples before expert review
Sequential

One Agent, Three Stages of Control

The mining agent enhances detection at every point in the transaction lifecycle, not just after the fact.

  • Pre-event: Identify hidden high-risk accounts before fraud occurs
  • In-event: Enhance real-time interception at point of transaction
  • Post-event: Retrospective analysis, case investigation, fund tracing
Efficiency

Experts Evaluate. AI Does the Heavy Lifting.

Risk domain experts shift from grinding through raw  data to reviewing AI-surfaced insights. The agent handles the discovery. Your team makes the call.

  • AI surfaces feature candidates with effectiveness scores, not raw data dumps
  • Experts review, refine and approve before any rule enters the production system
  • The more cases the agent processes, the more targeted its recommendations become

AI Discovers. You Decide. System Deploy

1

Case and Transaction Data

Agent collects cases, transactions and investigator inputs. Events are automatically matched and labelled as fraud or legitimate — no manual effort required.

2

AI Feature and Rule Mining

Agent mines features using statistical, correlation-based and composite methods. Each candidate is evaluated against fraud and legitimate samples to generate ranked rule recommendations.

3

Expert Review and Refinement

Risk experts validate and refine AI-generated features and rules. Human judgment stays central before anything moves to deployment.

4

Decision System Configuration

Approved features and rules are configured into the live decisioning system — closing the loop from AI discovery to active fraud prevention.

What Changes When Rules Are Mined, Not Written

Speed & Adaptability
Keep pace with evolving fraud. AI continuously discovers new patterns and surfaces rule updates before threats scale.
Operational Efficiency
The team handles more with less. AI Agents process cases and mine rules at a scale no analyst team can match alone.
Detection Quality
Fewer false positives, more precise catches. Evidence-backed rules, built from real case data, improve​ decisioning accuracy.

Discover Case Investigation AI Agent

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