I will build a rag chatbot over your documents using langchain

Struggling with AI chatbots that hallucinate or return wrong 

answers from your documents? I build RAG pipelines that actually 

retrieve the right information.

I built FinSight Pakistan a RAG system over 916K words of 

financial reports achieving 75.3% relevancy using hybrid BM25 + 

semantic search with cross-encoder re-ranking. Live on 

HuggingFace Spaces.

What you'll get:

Full RAG pipeline (chunking embedding retrieval LLM)

LangChain + Pinecone (or ChromaDB/FAISS your choice)

Hybrid search for better accuracy

Clean, documented Python code

Working demo

I can work with:

- PDF documents

- Word files / text documents  

- Web pages / URLs

- Custom knowledge bases

Message me before ordering tell me your use case and I'll 

confirm the best approach.

Currently accepting new projects message me to get started.