Full Investigation Lifecycle System
## The Solution This comprehensive digital worker orchestrates the complete fraud investigation lifecycle across 8 specialized screens. Thirteen AI agents collaborate in real-time, with live monitoring dashboards showing agent reasoning, tool calls, and inter-agent communication.
Problem Statement
The challenge addressed
Solution Architecture
AI orchestration approach
AI Fraud Investigation Platform - Case intake screen with fraud alert queue displaying multiple vendor alerts with severity levels (Critical, High, Medium, Low), investigation workflow showing 6 AI agents, and amount protected metrics ($2.1M YTD)
Agent Orchestration - Agent Workflow DAG (Directed Acyclic Graph) visualization showing 13 agents including Email Authentication, Bank Verification, SWIFT/IBAN Validator, Document AI, Sanctions Screening, and Behavioral Analysis with real-time progress tracking and LLM infrastructure details
Decision Gateway - Human-in-the-loop 4-Eyes approval workflow showing sequential authorization (Analyst Review, Manager Approval, CISO Authorization) with case summary, 6 critical findings, AI recommendation to reject, and SOX/SOC2 compliance notice
Action Execution - Automated protective actions execution queue showing completed tasks (Reject Bank Account Change, Block Pending Payments, Alert Security Team, Flag Vendor for Monitoring) with blockchain-verified immutable audit trail and chain integrity validation
AI Agents
Specialized autonomous agents working in coordination
Orchestration Coordinator
Complex investigations require intelligent workflow orchestration, managing agent dependencies, and ensuring consistent execution across varying case types.
Core Logic
COORDINATOR-type agent managing the entire investigation workflow. Implements workflow versioning (WF-FRAUD-INVESTIGATION-V2), defines parallel execution groups and sequential dependencies, monitors agent health and progress, handles timeout and failure recovery, and maintains orchestration metrics including token usage and cache hit rates.
Email Authentication Agent
Business Email Compromise (BEC) attacks rely on spoofed sender addresses. Validating email authenticity is critical for detecting impersonation fraud.
Core Logic
VERIFICATION-type agent analyzing email headers for SPF, DKIM, and DMARC compliance. Queries DNS records, validates sender IP authorization, checks against known TOR exit nodes and anonymizing proxies. Performs temporal analysis of request timing against established business hours patterns. Generates detailed reasoning chains documenting each verification step.
Bank Verification Agent
Fraudulent payment redirection requires validating banking details against authoritative sources before processing payment changes.
Core Logic
VERIFICATION-type agent querying Federal Reserve ABA routing database, SWIFT network, and banking consortium APIs. Validates routing number existence, matches bank names to routing numbers, checks account age, and verifies SWIFT/BIC codes. Cross-references with historical vendor banking data to detect suspicious changes.
SWIFT/IBAN Validator Agent
International payments require validation against the SWIFT global directory and SEPA Instant reachability for cross-border transaction verification.
Core Logic
SWIFT_VALIDATOR-type agent performing real-time SWIFT gpi tracker queries. Validates BIC codes against the current SWIFT directory, checks SEPA SCT Instant participant reachability, and verifies correspondent banking relationships. Provides transaction feasibility assessment for international wire transfers.
Document AI Agent
Supporting documentation may contain forgeries, metadata tampering, or digital manipulation that evades visual inspection.
Core Logic
DOCUMENT_AI-type agent applying forensic document analysis. Examines PDF metadata for creation/modification timestamp inconsistencies, validates digital signature certificate chains, detects font manipulation and image splicing, compares layouts against legitimate templates. Generates authenticity confidence scores with detailed indicator explanations.
Sanctions Screening Agent
Regulatory compliance requires comprehensive screening against global sanctions lists, PEP databases, and adverse media sources.
Core Logic
DATA_RETRIEVAL-type agent screening entities against OFAC SDN, EU Consolidated List, UN Security Council, and 247 additional global sanctions lists via Dow Jones Risk Center and LexisNexis WorldCompliance. Performs fuzzy name matching, screens beneficial owners and associated parties, and checks adverse media with source attribution.
Behavioral Analysis Agent
Fraud detection requires comparing current request characteristics against established behavioral baselines to identify statistical anomalies.
Core Logic
BEHAVIORAL_ANALYSIS-type agent building and querying behavioral profiles. Analyzes transaction frequency, amount distributions, timing patterns, and channel preferences. Calculates z-scores for deviation detection, identifies velocity anomalies (multiple requests in short timeframes), and flags statistically significant departures from established patterns.
Crypto Intelligence Agent
Modern fraud increasingly involves cryptocurrency for money laundering. Organizations need visibility into blockchain exposure of counterparties.
Core Logic
CRYPTO_TRACER-type agent analyzing cryptocurrency exposure via Chainalysis Reactor. Traces wallet addresses, identifies connections to mixers, darknet markets, and sanctioned entities. Maps transaction flows across Bitcoin, Ethereum, and Tron networks. Provides risk scoring for crypto-related exposure.
Open Banking Agent
Bank account ownership verification traditionally relied on document-based attestation. Open Banking APIs enable real-time account holder verification.
Core Logic
OPEN_BANKING-type agent leveraging PSD2 Account Information Services. Verifies account holder name matches expected vendor identity with fuzzy matching and similarity scoring. Confirms account status (active/closed), account type, and SEPA support. Provides definitive account ownership verification.
Vendor Contact Agent
Out-of-band verification through established communication channels is critical for confirming legitimate change requests.
Core Logic
VERIFICATION-type agent initiating multi-channel contact attempts. Places calls to verified phone numbers, sends SMS verification requests, emails through established addresses. Tracks response timing and availability patterns. Documents all contact attempts for audit trail with outcome recording.
Pattern Recognition Agent
Known fraud typologies follow recognizable patterns. Matching requests against historical fraud cases enables rapid threat identification.
Core Logic
PATTERN_MATCHING-type agent comparing request feature vectors against FBI IC3 fraud pattern database and internal historical case library. Calculates Jaccard similarity scores, identifies matching fraud typologies (BEC wire diversion, invoice fraud, vendor impersonation), and provides historical case statistics for matched patterns.
Regulatory Compliance Agent
Investigations must satisfy multiple regulatory frameworks while maintaining auditable documentation for examiner review.
Core Logic
REGULATORY_COMPLIANCE-type agent validating process compliance against SOX Section 404, GDPR, PCI-DSS, ISO 27001, and AML/CFT FATF recommendations. Verifies internal control satisfaction, 4-eyes principle enforcement, data minimization, and audit trail integrity. Generates compliance certificates and examination-ready documentation.
Risk Scoring Agent
Final risk assessment requires aggregating findings from all agents into a unified, explainable risk score with regulatory-compliant documentation.
Core Logic
RISK_SCORING-type agent implementing ML ensemble methods (Logistic Regression, Bayesian classifiers, XGBoost). Aggregates weighted findings from all investigation agents, calculates composite risk scores with 95% confidence intervals, generates SHAP feature importance analysis, and produces natural language explanations for non-technical stakeholders.
Worker Overview
Technical specifications, architecture, and interface preview
System Overview
Technical documentation
Tech Stack
6 technologies
Architecture Diagram
System flow visualization