Whitepaper

Enterprise Knowledge Management RAG Playbook

October 12, 2023
April 9, 2026
8 min read
25
min read
Data visualization and AI network
85%Reduction in manual data entry time
Instant
knowledge retrieval
3.2xIncrease in underwriting throughput
60–80%
reduction in search time
100%Sovereign data compliance maintained
Consistent
quality across projects

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
  • Instant, accurate retrieval of relevant knowledge across all company documents
  • Significant reduction in time spent searching for information
  • Consistent quality in proposals, deliverables, and client work
  • Secure, permission-controlled access with full audit trails
  • Seamless integration with LangGraph agent workflows
The Challenge
Knowledge silos, duplicated effort, difficulty finding the right information quickly, and loss of institutional knowledge when employees leave.
Our Approach / Framework
A complete sovereign Enterprise Knowledge Management system with advanced ingestion, chunking, embedding, hybrid retrieval, and agent-ready interfaces
Technical Architecture
Sovereign RAG stack with Ollama embeddings, Qdrant vector + graph database, access control layers, and direct LangGraph integration — all running on Exoscale SKS.
Implementation Guide
10-week implementation with document audit, knowledge base build, permission model setup, and agent integration.
Conclusion & Future Outlook
Transform scattered company knowledge into a powerful, living intelligence layer that accelerates every project and strengthens competitive advantage
Key Takeaways
  • Instant, accurate retrieval of relevant knowledge across all company documents
  • Significant reduction in time spent searching for information
  • Consistent quality in proposals, deliverables, and client work
  • Secure, permission-controlled access with full audit trails
  • Seamless integration with LangGraph agent workflows

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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