KnowledgeFlow Advanced Features

Admin Console Integration

• Centralized Configuration: Manage all settings through a database-driven admin console
• Multi-Tenant Support: Deploy multiple instances with different configurations
• Real-Time Updates: Configuration changes apply without restarts

Vector Search Engine

• Local Embeddings: Uses sentence-transformers for local vector generation
• Hybrid Search: Combines local vectors with Azure Cognitive Search
• Persona-Specific Collections: Each AI persona can have specialized knowledge

Security & Compliance

• Azure AD Integration: Enterprise-grade authentication and authorization
• Document-Level Access Control: Fine-grained permissions using Azure AD groups
• Managed Identity: Secure service-to-service authentication
• Microsoft Defender: Integrated security scanning

Performance Optimization

• Multi-Stage Docker Builds: Optimized container images with build caching
• CDN Integration: Fast asset delivery through Azure CDN
• Auto-Scaling: Automatic scaling based on demand with Azure Container Apps
• Caching: Intelligent caching for embeddings and search results

Key Metrics

• Response Time: < 2s for chat responses, < 10s for document processing
• Throughput: Handles 1000+ concurrent users with auto-scaling
• Availability: 99.9% uptime with Azure Container Apps
• Token Usage: Built-in monitoring for Azure OpenAI consumption

Monitoring Integration

• Azure Monitor: Comprehensive logging and metrics
• Application Insights: Detailed telemetry and performance tracking
• Custom Dashboards: Real-time monitoring of chat activity and resource usage

Prerequisites

• Azure Subscription with appropriate permissions
• Docker 20.10+ installed
• Azure CLI installed and configured
• Git for cloning the repository