Build an AI Customer Support Agent MVP Using RAG and LLMs

Posted yesterday

Worldwide

Summary

I’m looking for an AI engineer to help me build an MVP of an AI customer support assistant for a SaaS product. The goal is to create a simple but functional system where customers can ask questions and receive accurate answers based on our product documentation and knowledge base. The assistant should use a RAG (Retrieval-Augmented Generation) approach instead of relying only on the LLM’s general knowledge. The system should retrieve relevant information from uploaded documents and generate helpful responses with better accuracy. Main features: - Upload and process product documentation (PDF, text, Markdown, etc.). - Create embeddings and store knowledge in a vector database. - Build a chat interface for customer questions. - Generate AI responses using retrieved context Include basic source/reference information when possible. - Add simple fallback handling when the AI is unsure. Preferred experience: - Python / FastAPI - OpenAI API or other LLM APIs - LangChain, LlamaIndex, or similar frameworks - Vector databases (ChromaDB, FAISS, Pinecone, etc.) - Experience building AI agents or RAG applications This is an MVP/prototype project. I am not looking for a large enterprise system yet, but I want the foundation to follow good engineering practices so it can be expanded later.

  • $100.00

    Fixed-price
  • Intermediate
    Experience Level
  • Remote Job
  • One-time project
    Project Type
Skills and Expertise
Mandatory skills
Python
API
Chatbot Development
Activity on this job
  • Proposals:50+
  • Last viewed by client:yesterday
  • Interviewing:
    5
  • Invites sent:
    3
  • Unanswered invites:
    2
About the client
Member since Jul 5, 2026
  • United States
    Los Angeles5:39 PM
  • Tech & IT
    Small company (2-9 people)

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