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AI & AutomationENTERPRISE AI

RAG Knowledge-Base Chatbot

lunecode.com/portfolio/rag-chatbot
RAG Knowledge-Base Chatbot Interface

Built an enterprise document chatbot using Retrieval-Augmented Generation (RAG), enabling grounded Q&A over private knowledge bases.

MODELENTERPRISE LLM
TECHNIQUERAG
ARCHITECTUREHIGH SPEED
Project Overview

Challenge & Solution

How we analyzed the business problem and delivered a reliable production system.

The Challenge

Grounding large language models accurately on internal proprietary documentation without hallucinations.

The Solution

Engineered a vector retrieval pipeline with chunking and reranking for low-latency grounded inference.

Key Deliverables

  • Retrieval-Augmented Generation (RAG)
  • Secure private knowledge base ingestion
  • Grounded source citation responses

Technologies Used

Built with reliable modern technologies selected for speed, stability, and maintainability.

Retrieval-Augmented GenSemantic SearchEnterprise Security

Full IP Ownership

All custom source code, documentation, and deployment assets belong 100% to the client upon project delivery with zero vendor lock-in.

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AI & AutomationRAG Knowledge-Base Chatbot
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