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
