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AI IntegrationDemo ProjectยทRetrieval-Augmented Generation Demoยท2024

RAG Customer Support Chatbot

A fully functional GPT-powered customer support chatbot using Retrieval-Augmented Generation (RAG). User queries are matched against a product knowledge base (returns policy, shipping, payments) โ€” the top-k relevant chunks are injected into the system prompt before the LLM responds. Built with Next.js 15 App Router, AI SDK v6, and streaming responses. Falls back to scripted demo responses when no OpenAI key is set, so the live demo always works.

Key Results

Full RAG pipeline: retrieve โ†’ inject โ†’ stream
AI SDK v6 with streaming โ€” no page refresh
Demo mode fallback โ€” works without API key

Technologies & Skills

OpenAIRAGNext.js 15AI SDK v6TypeScriptStreaming

Verification

Demo project โ€” source code on GitHub, live demo on Vercel.

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Service Area

AI Integration

Retrieval-Augmented Generation Demo

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