I will a rag pipeline and ai knowledge base system

Do you need an AI system that reads your documents and gives accurate, sourced answers?

I build custom RAG (Retrieval-Augmented Generation) systems that transform your PDFs, documents, or knowledge base into an intelligent AI assistant with real retrieval, not hallucinated answers.

What You Get:

• Document ingestion pipeline (PDF, DOCX, TXT, web pages)
• ChromaDB vector database setup and optimization
• Semantic search with Gemini/HuggingFace embeddings
• Multi-query RAG for high accuracy retrieval
• Hybrid search: BM25 keyword + semantic vector search
• CrossEncoder reranking for precision results
• Optional: multimodal support (tables, images from PDFs)

️Tech Stack:

LangGraph | ChromaDB | HuggingFace | BM25 | CrossEncoder | Groq LLMs | Gemini Embeddings

Perfect For:

• Law firms (legal document search)
• Healthcare (medical knowledge base)
• E-commerce (product FAQ assistant)
• SaaS platforms (in-app AI search)
• Research and education tools
• Internal company knowledge systems

Message me with your use case before ordering.

I will recommend the right approach and package for your specific needs.