RAG Pipeline - Document Q&A System by Emmanuel NwangumaRAG Pipeline - Document Q&A System by Emmanuel Nwanguma
RAG Pipeline - Document Q&A SystemEmmanuel Nwanguma
Cover image for RAG Pipeline - Document Q&A System
I'll build a production-ready Retrieval-Augmented Generation (RAG) pipeline that lets your application answer questions from your documents accurately and with source citations.
What's included:
Document ingestion and semantic chunking
Vector database setup (FAISS or ChromaDB)
Hybrid retrieval (semantic + keyword)
LLM integration for answer generation
FastAPI backend with sub-500ms latency
Source citation in responses
Basic observability (token usage, latency tracking)
Built with LangChain or LlamaIndex depending on your stack. Deployable on Vercel, Render, or your own server.
Emmanuel's other services
Cover image for LLM Evaluation Framework - Catch Regressions Before Production
LLM Evaluation Framework - Catch Regressions Before Production$100
Cover image for AI Agent Development - Tools, Memory & Workflows
AI Agent Development - Tools, Memory & Workflows$300
Starting at$250
Duration1 week
Tags
FastAPI
LangChain
Python
RAG
Vector Database
AI
LLM
NLP
Service provided by
Emmanuel Nwanguma Lagos, Nigeria
RAG Pipeline - Document Q&A SystemEmmanuel Nwanguma
Starting at$250
Duration1 week
Tags
FastAPI
LangChain
Python
RAG
Vector Database
AI
LLM
NLP
Cover image for RAG Pipeline - Document Q&A System
I'll build a production-ready Retrieval-Augmented Generation (RAG) pipeline that lets your application answer questions from your documents accurately and with source citations.
What's included:
Document ingestion and semantic chunking
Vector database setup (FAISS or ChromaDB)
Hybrid retrieval (semantic + keyword)
LLM integration for answer generation
FastAPI backend with sub-500ms latency
Source citation in responses
Basic observability (token usage, latency tracking)
Built with LangChain or LlamaIndex depending on your stack. Deployable on Vercel, Render, or your own server.
Emmanuel's other services
Cover image for LLM Evaluation Framework - Catch Regressions Before Production
LLM Evaluation Framework - Catch Regressions Before Production$100
Cover image for AI Agent Development - Tools, Memory & Workflows
AI Agent Development - Tools, Memory & Workflows$300
$250