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Built an end-to-end Retrieval-Augmented Generation pipeline using FastAPI, Qdrant, OpenAI embeddings, and Gradio to deliver context-grounded answers from scraped website data with semantic search and similarity-based retrieval.

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πŸš€ ContextIQ

Welcome to ContextIQ!
An intelligent conversational assistant that answers questions based on any content you provide.


πŸ“Œ What is ContextIQ?

ContextIQ is an AI-powered chatbot generator that creates intelligent assistants from your own text, documents, and website content.

Instead of manually answering repetitive questions, ContextIQ learns from your content and responds instantly β€” based on context, not guessing.


❗ The Problem We Solve

Whether you have:

  • A website
  • A knowledge base
  • A collection of documents

Answering customer questions manually is time-consuming.

ContextIQ eliminates this by understanding your content and answering questions intelligently in real-time.


βš™οΈ How It Works

ContextIQ uses a technology called RAG (Retrieval-Augmented Generation):

πŸ” Retrieval

Finds the most relevant information from your content.

🧠 Generation

Uses AI to craft a clear, helpful answer based on that information.

This approach ensures answers are grounded in your actual content β€”
no hallucinations, just facts.


✨ Key Features

  • βœ“ Text Input Support β€” Paste any text, and the chatbot learns from it instantly
  • βœ“ Website Crawling β€” Automatically reads and indexes every page on your website
  • βœ“ Content Understanding β€” Converts text into searchable knowledge the AI can reason with
  • βœ“ Instant Answers β€” Responds to user questions in seconds
  • βœ“ Document Support β€” Upload PDFs, Word files, and text documents
  • βœ“ Web Search Integration β€” Pulls in information from the internet for additional context
  • βœ“ Easy Deployment β€” Embed on your website with minimal setup

🎯 Why ContextIQ?

ContextIQ transforms your content into a smart assistant that:

  • Saves time
  • Reduces support workload
  • Improves customer experience
  • Scales effortlessly

πŸ› οΈ Getting Started

  1. Upload your text, documents, or website URL
  2. Let ContextIQ index your content
  3. Deploy your chatbot
  4. Start answering questions instantly πŸš€

Made with ❀️ using AI

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Built an end-to-end Retrieval-Augmented Generation pipeline using FastAPI, Qdrant, OpenAI embeddings, and Gradio to deliver context-grounded answers from scraped website data with semantic search and similarity-based retrieval.

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