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BFSIGenAI / RAG 2.0

From scattered documents to instant, accurate knowledge retrieval across 40,000+ policy files.

40,000+Document CorpusPolicy, compliance, and procedure documents indexed
SignificantSearch Time ReductionReduction in time employees spend searching for information
HighResponse AccuracyVerified knowledge accuracy through citation-based responses
14 weeksDeployment TimelineFrom initial discovery to production deployment

Client context

An established financial services company with over 5,000 employees across multiple business lines handling insurance, investment, and banking products. The organization operated under strict compliance and governance requirements.

Business challenge

Employees across product, compliance, and customer engagement functions could not efficiently find accurate policy and regulatory information. This created productivity loss, inconsistency in customer responses, and compliance risk from outdated information usage.

Constraints & complexity

  • Strict data governance and document access control requirements
  • Multi-format document corpus: PDFs, scanned documents, Word files, and web content
  • High accuracy requirements for compliance-sensitive information
  • Integration with existing internal systems and authentication infrastructure
  • Requirement for full audit trail on all queries and responses

Appxerbia approach

Appxerbia will begin with a document landscape assessment, identify the key knowledge domains, document types, and user personas. We will design RAG 2.0 architecture with hybrid retrieval, access control enforcement, and citation-level response traceability. Delivery will be structured in three phases: foundation and ingestion, retrieval quality optimization, and production deployment with monitoring.

Delivery highlights

Document ingestion pipeline handling 40,000+ files across multiple formats
Hybrid retrieval architecture combining semantic and keyword search
Document-level access control enforcement in the retrieval layer
Automated re-ingestion pipeline for document updates
Citation and source display integrated into every response
Enterprise authentication integration (SSO)
Query analytics and usage monitoring dashboard

"The knowledge assistant will transform how our teams access information. What previously took hours of searching will be a matter of seconds — and the responses will be cited and verifiable."

Head of OperationsHead of Operations · Financial Services Enterprise (Anonymized)

Services used in this engagement

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