Chatbot to Query Enterprise Documents using Large Language Model (LLM) | by Milan’s Outlook – https://www.milanoutlook.com/ | Techno Leeway | Medium\\n===============\\n \\n\\n[Open in app](https://rsci.app.link/?%24canonical_url=https%3A%2F%2Fmedium.com%2Fp%2Fb0bde0a7e901&%7Efeature=LoOpenInAppButton&%7Echannel=ShowPostUnderCollection&source=—top_nav_layout_nav———————————-)\\n\\nSign up\\n\\n[Sign in](https://medium.com/m/signin?operation=login&redirect=https%3A%2F%2Fmedium.com%2Ftechno-leeway%2Fchatbot-to-query-enterprise-documents-using-large-language-model-llm-b0bde0a7e901&source=post_page—top_nav_layout_nav———————–global_nav———–)\\n\\n[](https://medium.com/?source=—top_nav_layout_nav———————————-)\\n\\n[Write](https://medium.com/m/signin?operation=register&redirect=https%3A%2F%2Fmedium.com%2Fnew-story&source=—top_nav_layout_nav———————–new_post_topnav———–)\\n\\n[](https://medium.com/search?source=—top_nav_layout_nav———————————-)\\n\\nSign up\\n\\n[Sign in](https://medium.com/m/signin?operation=login&redirect=https%3A%2F%2Fmedium.com%2Ftechno-leeway%2Fchatbot-to-query-enterprise-documents-using-large-language-model-llm-b0bde0a7e901&source=post_page—top_nav_layout_nav———————–global_nav———–)\\n\\n\\n\\nMember-only story\\n\\nChatbot to Query Enterprise Documents using Large Language Model (LLM)\\n======================================================================\\n\\n[](https://medium.com/@itsmybestview?source=post_page—byline–b0bde0a7e901——————————–)\\n\\n[](https://medium.com/techno-leeway?source=post_page—byline–b0bde0a7e901——————————–)\\n\\n[Milan’s Outlook – https://www.milanoutlook.com/](https://medium.com/@itsmybestview?source=post_page—byline–b0bde0a7e901——————————–)\\n\\n·[Follow](https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fsubscribe%2Fuser%2F19a4a9188dfd&operation=register&redirect=https%3A%2F%2Fmedium.com%2Ftechno-leeway%2Fchatbot-to-query-enterprise-documents-using-large-language-model-llm-b0bde0a7e901&user=Milan%27s+Outlook+-+https%3A%2F%2Fwww.milanoutlook.com%2F&userId=19a4a9188dfd&source=post_page-19a4a9188dfd–byline–b0bde0a7e901———————post_header———–)\\n\\nPublished in\\n\\n[Techno Leeway](https://medium.com/techno-leeway?source=post_page—byline–b0bde0a7e901——————————–)\\n\\n·\\n\\n4 min read\\n\\n·\\n\\nOct 23, 2023\\n\\n[](https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fvote%2Ftechno-leeway%2Fb0bde0a7e901&operation=register&redirect=https%3A%2F%2Fmedium.com%2Ftechno-leeway%2Fchatbot-to-query-enterprise-documents-using-large-language-model-llm-b0bde0a7e901&user=Milan%27s+Outlook+-+https%3A%2F%2Fwww.milanoutlook.com%2F&userId=19a4a9188dfd&source=—header_actions–b0bde0a7e901———————clap_footer———–)\\n\\n12\\n\\n[](https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2F_%2Fbookmark%2Fp%2Fb0bde0a7e901&operation=register&redirect=https%3A%2F%2Fmedium.com%2Ftechno-leeway%2Fchatbot-to-query-enterprise-documents-using-large-language-model-llm-b0bde0a7e901&source=—header_actions–b0bde0a7e901———————bookmark_footer———–)\\n\\n[Listen](https://medium.com/m/signin?actionUrl=https%3A%2F%2Fmedium.com%2Fplans%3Fdimension%3Dpost_audio_button%26postId%3Db0bde0a7e901&operation=register&redirect=https%3A%2F%2Fmedium.com%2Ftechno-leeway%2Fchatbot-to-query-enterprise-documents-using-large-language-model-llm-b0bde0a7e901&source=—header_actions–b0bde0a7e901———————post_audio_button———–)\\n\\nShare\\n\\n**The attached image shows how to build a large language model (LLM)-based chatbot to query an enterprise knowledge base.**\\n\\n\\n\\nEnterprise Document Repository\\n==============================\\n\\nAn enterprise document repository is a system for storing, organizing, and managing electronic documents. It is typically used by large organizations to store a wide variety of documents, such as contracts, financial records, customer data, and product specifications. Your internal knowledge base documents in a format suitable for querying.\\n\\n**Example:** Microsoft SharePoint, Google Workspace, Box, Dropbox Business, IBM FileNet, DocuWare\\n\\nEmbeddings via Embedding Model\\n==============================\\n\\nEmbeddings are a key component of large language models (LLMs). They are used to represent words and phrases in a way that computers can process — as vectors, or N-dimensional arrays, of numbers. These numerical vectors capture the meaning of words by representing different characteristics of a word with numbers in an array.\\n\\nIn this step, Embed the text chunks using an embedding model. 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