I will build a rag pipeline with vector search for your app

Need an AI chatbot that answers from YOUR documents instead of making things up?

I build production RAG (Retrieval-Augmented Generation) pipelines and AI knowledge base chatbots that return grounded, cited answers from your own data: support docs, policies, manuals, contracts, databases or APIs.

What I build:

RAG chatbot trained on your knowledge base, documents and website

Vector database search with Pinecone, pgvector or Qdrant

Hybrid keyword + semantic retrieval with reranking for real accuracy

Every answer returns its source, so your team can verify it

Guardrails so it says "I don't know" instead of inventing

Q&A API endpoint or a chat widget for your site or app

Tools: OpenAI, Claude, AWS Bedrock, Vertex AI, Hugging Face, LangChain, Pinecone, n8n, Python, FastAPI, Docker

Lead AI Engineer, Master's in Artificial Intelligence, 15+ years full-stack. 18 orders delivered, 5.0 rating. You get clean source code, documentation and a walkthrough, not a notebook demo.

Message me with what your documents look like and what you need answered, and I'll tell you honestly whether RAG is the right fit before you order.