03501ntm a22005657i 4500 000723128 CZ-PrVSE 20250614131007.0 m d cr n|||||||||| 250614s2025 xr fsbm 000 0 eng d NEZPRACOVANÝ IMPORT ABA006 cze ABA006 ABA006 rda Sorokin, Artem ISIS:170694 dis Vývoj chatbotu využívajícího architekturu RAG pro transparentní a efektivní přístup k firemním datům eng Development of a RAG-Driven Chatbot for Transparent and Efficient Access to Enterprise Data / Artem Sorokin 2025 ?? stran : digital, PDF soubor Vedoucí práce: Filip Vencovský Diplomová práce (Ing.)—Vysoká škola ekonomická v Praze. Fakulta informatiky a statistiky, 2025 Obsahuje bibliografii Textový (vysokoškolská kvalifikační práce) Rok obhajoby 2025 In the context of the exponential growth of corporate data, traditional keyword-based information search methods prove insufficiently effective, leading to time costs and reduced employee productivity. This work is dedicated to the development and implementation of an intelligent chatbot based on the Retrieval-Augmented Generation (RAG) architecture to optimize access to corporate data within the Dawiso system. The proposed solution allows users to formulate queries in natural language and receive relevant answers with links to data sources, increasing the speed of access to information and ensuring the transparency of results. The work details the design, technical implementation, optimization (including dialogue management and hybrid search), and effectiveness evaluation of the chatbot. Testing results demonstrate the achievement of the set goals for providing fast and accurate access to information, integration with corporate applications, and increasing user satisfaction. The work confirms the viability of the RAG architecture in a corporate environment and outlines paths for further system development, including the implementation of an agentic approach and integration with graph data structures. Způsob přístupu: Internet data a analytika pro business [obor dipl. práce] diplomové práce fd132022 czenas master's theses eczenas Large Language Models (LLM) Information Retrieval Knowledge Management Chatbot Retrieval-Augmented Generation (RAG) Natural Language Processing (NLP) Dawiso Corporate Data Vencovský, Filip mzk2015883325 ths Lyalin, Valeriy opn Vysoká škola ekonomická v Praze. Fakulta informatiky a statistiky kn20010709399 dgg https://insis.vse.cz/zp/91942/podrobnosti VŠKP v InSIS https://insis.vse.cz/zp/91942 Hlavní práce https://insis.vse.cz/zp/91942/posudek/vedouci Hodnocení vedoucího https://insis.vse.cz/zp/91942/posudek/oponent/86577 Oponentura https://insis.vse.cz/zp/91942/priloha/31126 Přiloha k práci https://insis.vse.cz/zp/91942/podrobnosti dc:identifier NEPOSILAT VSKP vse91942 250612 91942