I will do retrieval augmented generation your web app or data integration

Custom RAG system for your web app, integrating AI with your data for intelligent search & Q&A. Get vector search, LLM integration, analytics dashboard, and production-ready code. Perfect for chatbots, knowledge bases, and AI-powered data retrieval. Full source code What Each Package Includes:

Basic Package Details:

• Vector database setup (single provider)
• Basic LLM integration (OpenAI or similar)
• Simple data ingestion pipeline
• Basic search functionality
• API endpoints for queries
• Simple UI for testing
• Basic error handling
• Documentation

Standard Package Details:

• Everything in Basic, plus:
• Hybrid search (vector + keyword)
• Multiple data source connectors
• Query caching system
• Table/document discovery
• Intent classification
• Basic analytics (usage stats)
• Query logging
• Performance optimization
• Advanced error handling
• API rate limiting

Premium Package Details:

• Everything in Standard, plus:
• Complete analytics dashboard (as shown in components)
• Multi-tenant architecture
• A/B testing framework
• RAGAS evaluation metrics
• Conversation memory
• Decision tracking system
• Cost tracking and optimization
• Export capabilities
• Advanced security features
• CI/CD setup
• Comprehensive monitoring
• Training