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About AI Analyzer

Learn about our RAG-powered document analysis system and the technology behind intelligent document processing

Project Overview

The AI Analyzer is an advanced AI-powered application that enables users to upload documents or provide a URL and ask natural language questions about their content. Built using cutting-edge Retrieval-Augmented Generation (RAG) architecture, it combines the power of information retrieval with large language models to provide accurate, contextual answers.

RAG Architecture
Natural Language Processing
Document Analysis
URL Analysis
Semantic Understanding
Semantic Search
RAG Architecture
Retrieval-Augmented Generation combines retrieval and generation for accurate responses

1. Retrieval

Relevant document chunks are retrieved based on semantic similarity to the user's question using advanced semantic search.

2. Augmentation

Retrieved context is combined with the user's question to create an enhanced prompt with relevant information.

3. Generation

A large language model generates accurate, contextual answers based on the augmented prompt and retrieved content.

Technology Stack
Built with modern technologies for optimal performance and scalability

Frontend

Next.js 14 (App Router)
React 18 with TypeScript
Tailwind CSS
shadcn/ui Components

AI & Machine Learning

AI/LLM (OpenAI gpt-4o-mini)
Vector Embeddings
(HuggingFace all-MiniLM-L6-v2)
Semantic Search (FAISS)
RAG Pipeline (LangChain + RetrievalQA)

Backend & Infrastructure

Python via Uvicorn
FAISS
Document Processing
FAST API
Web Scraping (Beautiful Soup)
Key Features

Accurate Responses

RAG ensures answers are grounded in your actual document content, reducing hallucinations and improving accuracy.

Multi-format Support

Works with PDF, Word documents, text files, and live webpages with intelligent content extraction.

Fast Processing

Optimized semantic search and caching for quick document retrieval and response generation.

Natural Language

Ask questions in plain English with context understanding and conversational follow-ups.

Meet the Developer
The creator behind this AI Analyzer
MD

Manikanta Darapureddy

Passionate about building AI-powered applications that solve real-world problems. With expertise in machine learning, web development, and user experience design, I focus on creating intuitive tools that make complex AI technology accessible to everyone.

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