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RAG systems

RAG Chatbot Developer

I build retrieval-augmented chatbots that answer from real source material instead of guessing from generic model memory.

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Best Fit

  • Documentation and wiki assistants
  • Support knowledge base search
  • Public resource bots and internal QA tools

Typical Deliverables

  • Data scraping or ingestion pipeline
  • Chunking, embedding, and vector search setup
  • Answer quality checks and prompt guardrails
  • Deployable chatbot interface

proof

Related Case Studies

machine learning

Grow A Garden RAG Chatbot

AI chatbot using RAG with Pinecone that answers questions from the Grow A Garden wiki. Reached 5,000+ visits.

Read case study

next step

Have a workflow or prototype in mind?

Send the rough idea, the current bottleneck, and what a successful demo would need to prove. I can help scope the fastest useful version.