Projects/Docans
RAGBackend2025

Docans

A high-performance RAG ecosystem for document analysis and real-time Q&A. Point it at your docs, ask questions, get grounded answers.

Docans
Services
  • RAG architecture
  • Vector search
  • FastAPI backend
  • React front-end
Challenge

RAG is easy to demo and hard to make fast at scale. The retrieval pipeline had to stay responsive on large document sets — without falling apart the moment a real corpus was loaded in.

Role

Architected the RAG ecosystem end-to-end. Built the FastAPI backend, tuned a Qdrant-backed vector-search pipeline for large-scale retrieval, and shipped the React interface for real-time Q&A.

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