Whitepaper

Real-Time E-Commerce Fraud Detection Framework

October 12, 2023
April 9, 2026
8 min read
25
min read
Data visualization and AI network
85%Reduction in manual data entry time
Significant
reduction in fraud losses
3.2xIncrease in underwriting throughput
Lower
false positive rates
100%Sovereign data compliance maintained
Improved
customer experience

E-commerce fraud continues to evolve rapidly. This framework delivers a sovereign multi-agent system that detects and prevents fraud in real time while minimising false positives and protecting legitimate customer experiences.

Business Challenge Many Organisations want to build internal AI capabilities but lack a proven, governed approach to creating and scaling a sovereign digital workforce.
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Before implementing Singularity IO's agentic platform, underwriting teams spent up to 40% of their time manually extracting data from PDFs, emails, and legacy systems. This not only slowed down the quotation process but also introduced the risk of human error in critical risk assessment models.

Executive Summary / Key Takeaways
  • Real-time detection across the entire customer journey
  • Significant reduction in fraud losses
  • Lower false positive rates compared to traditional rules
  • Automated investigation and decision workflows
  • Full compliance with data protection regulations
The Challenge
Sophisticated fraud patterns, high transaction volumes, balance between security and user experience, and slow manual review processes.
Our Approach / Framework
Multi-agent fraud defence crew with Transaction Analysis, Behavioural Profiling, Risk Scoring, and Automated Response agents.
Technical Architecture
LangGraph orchestration, real-time feature extraction, sovereign RAG for fraud patterns, and integration with payment systems on Swiss infrastructure.
Implementation Guide
10-week implementation with historical data analysis, agent development, shadow mode, and full activation.
Conclusion & Future Outlook
Agentic AI enables proactive, intelligent fraud prevention that protects revenue without damaging customer trust.
Key Takeaways
  • Real-time detection across the entire customer journey
  • Significant reduction in fraud losses
  • Lower false positive rates compared to traditional rules
  • Automated investigation and decision workflows
  • Full compliance with data protection regulations

Implementation Stack

LangGraphLlama 3 (Self-Hosted)ExoscalePostgreSQLn8n

Ready to explore Sovereign Agentic AI for your organisation?

Speak directly with our AI specialists. Book a focused 30-minute strategy call to discuss your specific use case, compliance requirements, and potential ROI.

Ready to explore Sovereign Agentic AI for your organisation?

Speak directly with our AI specialists. Book a focused 30-minute strategy call to discuss your specific use case, compliance requirements, and potential ROI.

Book a Strategy Call

Measurable Impact

How Singularity's sovereign agentic workflows transformed operations and delivered concrete ROI for this implementation.

85%
3.2x
$1.5M
99.9%
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