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CogniSearch: Enterprise RAG Platform for Secure & Intelligent Document Retrieval

This advanced information retrieval platform (RAG - Retrieval-Augmented Generation) transforms unorganized internal databases, contracts, and PDF documents into a secure and highly reliable AI assistant for enterprises. By combining classic BM25 keyword search with semantic vector search (Dense Vector Embeddings) and an advanced Cross-Encoder re-ranker, the system locates the most relevant information within a Qdrant vector database with millisecond precision. Unlike standard LLMs that are prone to hallucination, this system generates responses exclusively based on verified internal data, strictly citing exact sources and reference paragraphs, thereby guaranteeing complete accuracy, security, and compliance with corporate standards.