Enterprise RAG Systems
(Full Knowledge Search)
Step 2 of the FLAI journey: turn your private AI into full knowledge search. Your documents and knowledge bases power relevant, accurate answers—secure search, summarization, and Q&A over proprietary data. All on your infrastructure.
RAG Architecture
Search • Retrieval • Security
Vector DB
Client-owned storage
Retriever
Top‑k similarity search
RAG Engine
Grounded generation
Security
RBAC & audit logs
What you get
Step 2 of the FLAI journey: a complete RAG system that turns your private AI into full enterprise knowledge search—documents, secure search, summarization, and Q&A over your data.
Vector Database + Ingestion
ChromaDB + LlamaIndex for automated document conversion, chunking, and embedding with enterprise-grade performance.
Intelligent Search
Turn your private AI into a company-wide "Google for internal knowledge" with secure search and Q&A capabilities.
Expanded Workflows
Enhanced n8n workflows for summaries, notifications, and automated knowledge processing.
Implementation Timeline
Source Discovery & Ingestion Architecture
Map data sources and design ingestion pipeline
Indexing/Embedding Strategy & Evals
Optimize search performance and accuracy
Permissions & Redaction Rules
Implement security and access controls
Dashboards, Alerts, and Audit Paths
Complete monitoring and compliance setup
Typical Implementation: 4-8 weeks
Outcomes
Measurable results that transform how your organization accesses and uses knowledge
High-Relevance Answers
Get accurate, context-aware responses grounded in your documents and data sources.
Faster Decision-Making
Accelerate SOP access, reporting, and decision-making with instant knowledge retrieval.
Audit-Ready System
A scalable, enterprise-grade knowledge system ready for audits and growth.
What's Included
Complete RAG system with enterprise-grade features and capabilities
Vector DB + Ingestion Pipelines
- ChromaDB + LlamaIndex integration
- Automated document conversion and chunking
- High-performance embedding generation
Expanded n8n Workflows
- Automated summaries and notifications
- Intelligent document processing
- Custom workflow automation
Compliance Dashboards
- Real-time usage analytics
- Comprehensive audit logs
- Performance monitoring
Security & Access Control
- Role-based permissions
- Data redaction and filtering
- Enterprise authentication
Who Benefits
Knowledge-heavy teams that need accurate, private answers over internal content
Manufacturing Operations
Access SOPs, maintenance procedures, and operational knowledge instantly across all facilities.
Engineering Teams
Search technical documentation, design specs, and engineering knowledge with context-aware precision.
Quality & Compliance
Access regulatory documents, compliance procedures, and audit trails with full traceability.
Ready to Scale Your
Knowledge Search?
Step 2 of the FLAI journey: scale to full knowledge search with RAG—your documents, your answers, your infrastructure.