RAG-based Internal Knowledge SaaS
AI Team Knowledge Hub
A modular internal knowledge platform that turns team documents into grounded, citation-backed AI answers with vector search and production-grade retrieval flows.
Architecture Highlights
- Retrieval-Augmented Generation with pgvector similarity search
- Embedding pipelines for document ingestion and semantic recall
- Grounded responses with citations and AI document processing
- OpenAI SDK-compatible integration with TypeScript-first modules
Infrastructure
- Containerized service boundaries
- Typed ingestion workers
- Citation-aware answer pipeline
Security Considerations
- Source-scoped retrieval
- Controlled internal access
- Auditable AI response paths