{"id":39822,"date":"2025-07-02T06:58:42","date_gmt":"2025-07-02T06:58:42","guid":{"rendered":"https:\/\/averybit.com\/?p=39822"},"modified":"2025-07-02T07:05:44","modified_gmt":"2025-07-02T07:05:44","slug":"building-a-multi-llm-ai-chatbot-with-lang-chain-stream-lit-a-simple-guide","status":"publish","type":"post","link":"https:\/\/averybit.com\/de\/building-a-multi-llm-ai-chatbot-with-lang-chain-stream-lit-a-simple-guide\/","title":{"rendered":"Erstellen eines Multi-LLM-KI-Chatbots mit Langchain und Streamlit: Eine einfache Anleitung"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"39822\" class=\"elementor elementor-39822\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-89a2069 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"89a2069\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-224555b\" data-id=\"224555b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-14cc0f7 elementor-widget elementor-widget-text-editor\" data-id=\"14cc0f7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Whether you&#8217;re an individual or an organisation, imagine having a smart assistant on your website or app that can answer questions, help customers, and even learn from conversations, day or night, without taking any breaks.<\/span><\/p><p><span style=\"font-weight: 400;\">That is precisely what a modern artificial intelligence chatbot can accomplish.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Adding one to your business is now simpler than it has ever been, thanks to the newest technology.<\/span><\/p><p><span style=\"font-weight: 400;\">Let&#8217;s investigate how Streamlit and LangChain enable this and why your company should be concerned.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ea5323b elementor-widget elementor-widget-spacer\" data-id=\"ea5323b\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-89c430e elementor-widget elementor-widget-heading\" data-id=\"89c430e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What Is a Multi-LLM AI Chatbot?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5a298a7 elementor-widget elementor-widget-spacer\" data-id=\"5a298a7\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b7fc76c elementor-widget elementor-widget-text-editor\" data-id=\"b7fc76c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">A Multi-LLM AI chatbot is an extremely advanced conversational AI platform that utilizes and organises multiple large language models (LLMs) to give more dynamic, precise, and context-aware responses than traditional single-model chatbots.<\/span><\/p><p><span style=\"font-weight: 400;\">Well, LLMs use neural networks, which are machine learning models that take an input and perform mathematical calculations to produce an output. The number of variables in these computations is are parameter. A large language model can have 1 billion parameters or more.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8fe896c elementor-widget elementor-widget-spacer\" data-id=\"8fe896c\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7bdfde8 elementor-widget elementor-widget-heading\" data-id=\"7bdfde8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How Does It Work?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e270a62 elementor-widget elementor-widget-spacer\" data-id=\"e270a62\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-924afb7 elementor-widget elementor-widget-text-editor\" data-id=\"924afb7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">What happens when someone chats with your AI assistant:<\/span><\/p><ol><li><b>Input Analysis:<\/b><span style=\"font-weight: 400;\"> A user types a message or their query into the chat window on the website. Which he wants to ask or talk about. The chatbot breaks it down into smaller units called tokens, which make it easy to process.<\/span><\/li><li><b>Smart Processing and Analysis:<\/b><span style=\"font-weight: 400;\"> The chatbot, built with LangChain, remembers the subject of the discussion. It uses this memory to understand what the question of user is, especially if it is a follow-up question.<\/span><\/li><li><b>Choosing the Best Brain: <\/b><span style=\"font-weight: 400;\">The chatbot could use more than one AI model, for different tasks, and it will select the best one for the response. For example, one chatbot might be good at answering technical questions, while the other will shine in casual conversations.<\/span><\/li><li><p><b>Response Generation: <\/b><span style=\"font-weight: 400;\">According to the information provided in the previous analysis, the LLM makes a proper and clear response. This includes applying its ability to create natural-sounding language that responds to the question of user.<\/span><\/p><\/li><li><p><b>Multilingual Translation (If Necessary): <\/b><span style=\"font-weight: 400;\">When users provide input that is not in the LLM&#8217;s base language or they want the answer to be in another language, a translation module (like &#8220;text&#8221; for short) is enabled.<br \/><\/span><span style=\"font-weight: 400;\">It makes certain that the response is accurately rendered in target languages.<\/span><\/p><\/li><li><p><b>User Output: <\/b><span style=\"font-weight: 400;\">Finally, the created and potentially translated answer is presented to the user through the selected interface, indicating the completion of engaging with the given question.<\/span><\/p><\/li><\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6acb47d elementor-widget elementor-widget-spacer\" data-id=\"6acb47d\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-647db86 elementor-widget elementor-widget-image\" data-id=\"647db86\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"619\" height=\"339\" src=\"https:\/\/averybit.com\/wp-content\/uploads\/2025\/07\/How-does-LLM-Chat-Bot-works.png\" class=\"attachment-full size-full wp-image-39824\" alt=\"\" srcset=\"https:\/\/averybit.com\/wp-content\/uploads\/2025\/07\/How-does-LLM-Chat-Bot-works.png 619w, https:\/\/averybit.com\/wp-content\/uploads\/2025\/07\/How-does-LLM-Chat-Bot-works-300x164.png 300w\" sizes=\"(max-width: 619px) 100vw, 619px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fc78c9e elementor-widget elementor-widget-spacer\" data-id=\"fc78c9e\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fb8f873 elementor-widget elementor-widget-heading\" data-id=\"fb8f873\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">The Technology Behind It<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dacd20d elementor-widget elementor-widget-spacer\" data-id=\"dacd20d\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f2063da elementor-widget elementor-widget-text-editor\" data-id=\"f2063da\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<table><tbody><tr><td><p><b>Components\u00a0<\/b><\/p><\/td><td><p><b>Role<\/b><\/p><\/td><\/tr><tr><td><p><b>LangChain<\/b><\/p><\/td><td><p><span style=\"font-weight: 400;\">Manages logic and decision-making between multiple AI models.<\/span><\/p><\/td><\/tr><tr><td><p><b>Streamlit<\/b><\/p><\/td><td><p><span style=\"font-weight: 400;\">Provides the user interface\u2014a fast, interactive, web-based chat window.<\/span><\/p><\/td><\/tr><tr><td><p><b>FAISS<\/b><\/p><\/td><td><p><span style=\"font-weight: 400;\">Stores and retrieves your documents in real time for context-aware responses.<\/span><\/p><\/td><\/tr><tr><td><p><b>LLMs (AI Models)<\/b><\/p><\/td><td><p><span style=\"font-weight: 400;\">Language models like OpenAI, Gemini, Mistral, and GROQ power the intelligence behind responses.<\/span><\/p><\/td><\/tr><\/tbody><\/table>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3ed8ac2 elementor-widget elementor-widget-spacer\" data-id=\"3ed8ac2\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5becb72 elementor-widget elementor-widget-heading\" data-id=\"5becb72\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Real-World Applications<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e240f90 elementor-widget elementor-widget-spacer\" data-id=\"e240f90\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1b63e91 e-grid e-con-boxed e-con e-parent\" data-id=\"1b63e91\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-81d99dc content-align-left icon-box-vertical-align-top icon-position-left icon-vertical-align-start elementor-widget elementor-widget-the7_icon_box_widget\" data-id=\"81d99dc\" data-element_type=\"widget\" data-widget_type=\"the7_icon_box_widget.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n\t\t<div class=\"the7-box-wrapper the7-elementor-widget the7_icon_box_widget-81d99dc\">\t\t\t<div class=\"box-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<a class=\"elementor-icon-div\" >\t\t\t\t\t\t<div class=\"elementor-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"feather feather-shopping-cart\"><\/i>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t<div class=\"box-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4 class=\"box-heading\">\n\t\t\t\t\t\t\t<a >\t\t\t\t\t\t\t\tOnline Stores\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"box-description\">Help shoppers find products, track orders, or get recommendations.<\/div>\n\t\t\t\t\t\n\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-437077b content-align-left icon-box-vertical-align-top icon-position-left icon-vertical-align-start elementor-widget elementor-widget-the7_icon_box_widget\" data-id=\"437077b\" data-element_type=\"widget\" data-widget_type=\"the7_icon_box_widget.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n\t\t<div class=\"the7-box-wrapper the7-elementor-widget the7_icon_box_widget-437077b\">\t\t\t<div class=\"box-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<a class=\"elementor-icon-div\" >\t\t\t\t\t\t<div class=\"elementor-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-headset\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M192 208c0-17.67-14.33-32-32-32h-16c-35.35 0-64 28.65-64 64v48c0 35.35 28.65 64 64 64h16c17.67 0 32-14.33 32-32V208zm176 144c35.35 0 64-28.65 64-64v-48c0-35.35-28.65-64-64-64h-16c-17.67 0-32 14.33-32 32v112c0 17.67 14.33 32 32 32h16zM256 0C113.18 0 4.58 118.83 0 256v16c0 8.84 7.16 16 16 16h16c8.84 0 16-7.16 16-16v-16c0-114.69 93.31-208 208-208s208 93.31 208 208h-.12c.08 2.43.12 165.72.12 165.72 0 23.35-18.93 42.28-42.28 42.28H320c0-26.51-21.49-48-48-48h-32c-26.51 0-48 21.49-48 48s21.49 48 48 48h181.72c49.86 0 90.28-40.42 90.28-90.28V256C507.42 118.83 398.82 0 256 0z\"><\/path><\/svg>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t<div class=\"box-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4 class=\"box-heading\">\n\t\t\t\t\t\t\t<a >\t\t\t\t\t\t\t\tCustomer Support\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"box-description\">Automate FAQ handling, product support, and issue triage.<\/div>\n\t\t\t\t\t\n\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f31d35 content-align-left icon-box-vertical-align-top icon-position-left icon-vertical-align-start elementor-widget elementor-widget-the7_icon_box_widget\" data-id=\"3f31d35\" data-element_type=\"widget\" data-widget_type=\"the7_icon_box_widget.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n\t\t<div class=\"the7-box-wrapper the7-elementor-widget the7_icon_box_widget-3f31d35\">\t\t\t<div class=\"box-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<a class=\"elementor-icon-div\" >\t\t\t\t\t\t<div class=\"elementor-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"feather feather-book\"><\/i>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t<div class=\"box-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4 class=\"box-heading\">\n\t\t\t\t\t\t\t<a >\t\t\t\t\t\t\t\tEducation \t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"box-description\">Assist students with curriculum queries or access learning materials. <\/div>\n\t\t\t\t\t\n\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c2435bf content-align-left icon-box-vertical-align-top icon-position-left icon-vertical-align-start elementor-widget elementor-widget-the7_icon_box_widget\" data-id=\"c2435bf\" data-element_type=\"widget\" data-widget_type=\"the7_icon_box_widget.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n\t\t<div class=\"the7-box-wrapper the7-elementor-widget the7_icon_box_widget-c2435bf\">\t\t\t<div class=\"box-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<a class=\"elementor-icon-div\" >\t\t\t\t\t\t<div class=\"elementor-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"feather feather-users\"><\/i>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/a>\t\t\t\t\t\t\t\t<div class=\"box-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4 class=\"box-heading\">\n\t\t\t\t\t\t\t<a >\t\t\t\t\t\t\t\tHR &amp; Internal Teams\t\t\t\t\t\t\t<\/a>\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"box-description\">Help employees find policies, onboarding info or company updates.<\/div>\n\t\t\t\t\t\n\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-29ea16c elementor-widget elementor-widget-spacer\" data-id=\"29ea16c\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e382f8c elementor-widget elementor-widget-heading\" data-id=\"e382f8c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Conclusion <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3cee33e elementor-widget elementor-widget-spacer\" data-id=\"3cee33e\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a18bbef elementor-widget elementor-widget-text-editor\" data-id=\"a18bbef\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Nowadays, Multi-LLM chatbots are transforming online interaction, making it smarter and faster. LangChain and Streamlit make building a smart chatbot easier than ever. For business, learning, or any other services. It&#8217;s an amazing way to enhance engagement with the user. Now this is the future of communication, don&#8217;t miss out.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-073f7b8 elementor-widget elementor-widget-spacer\" data-id=\"073f7b8\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8f0e237 elementor-widget elementor-widget-text-editor\" data-id=\"8f0e237\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Are you Ready to Build Your own LLM Chatbot?<\/span><\/p><p><span style=\"font-weight: 400;\">Fill out the form below, and our team will get in touch with you for a free consultation.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bed9b44 elementor-widget__width-inherit elementor-widget-tablet_extra__width-initial elementor-button-align-stretch elementor-widget elementor-widget-form\" data-id=\"bed9b44\" data-element_type=\"widget\" data-settings=\"{&quot;step_next_label&quot;:&quot;Next&quot;,&quot;step_previous_label&quot;:&quot;Previous&quot;,&quot;step_type&quot;:&quot;number_text&quot;,&quot;step_icon_shape&quot;:&quot;circle&quot;}\" data-widget_type=\"form.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<form class=\"elementor-form\" method=\"post\" name=\"New Form\" aria-label=\"New Form\">\n\t\t\t<input type=\"hidden\" name=\"post_id\" value=\"39822\"\/>\n\t\t\t<input type=\"hidden\" name=\"form_id\" value=\"bed9b44\"\/>\n\t\t\t<input type=\"hidden\" name=\"referer_title\" value=\"Building a Multi-LLM AI Chatbot with Lang Chain &amp; Stream lit: A Simple Guide - AveryBit - Best Mobile App Development, Website &amp; Custom Softwares Company\" \/>\n\n\t\t\t\t\t\t\t<input type=\"hidden\" name=\"queried_id\" value=\"39822\"\/>\n\t\t\t\n\t\t\t<div class=\"elementor-form-fields-wrapper elementor-labels-above\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-text elementor-field-group elementor-column elementor-field-group-name elementor-col-100 elementor-md-100 elementor-field-required elementor-mark-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-name\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tFull Name\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"text\" name=\"form_fields[name]\" id=\"form-field-name\" class=\"elementor-field elementor-size-md  elementor-field-textual\" placeholder=\"Name\" required=\"required\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-email elementor-field-group elementor-column elementor-field-group-email elementor-col-100 elementor-md-100 elementor-field-required elementor-mark-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-email\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tEmail\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"email\" name=\"form_fields[email]\" id=\"form-field-email\" class=\"elementor-field elementor-size-md  elementor-field-textual\" placeholder=\"Email\" required=\"required\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-tel elementor-field-group elementor-column elementor-field-group-field_41dffed elementor-col-100 elementor-field-required elementor-mark-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-field_41dffed\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tPhone Number\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t<input size=\"1\" type=\"tel\" name=\"form_fields[field_41dffed]\" id=\"form-field-field_41dffed\" class=\"elementor-field elementor-size-md  elementor-field-textual\" placeholder=\"Phone Number\" required=\"required\" pattern=\"[0-9()#&amp;+*-=.]+\" title=\"Only numbers and phone characters (#, -, *, etc) are accepted.\">\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-text elementor-field-group elementor-column elementor-field-group-field_82c72ce elementor-col-100 elementor-field-required elementor-mark-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-field_82c72ce\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tCompany\/Organisation Name\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"text\" name=\"form_fields[field_82c72ce]\" id=\"form-field-field_82c72ce\" class=\"elementor-field elementor-size-md  elementor-field-textual\" placeholder=\"Brand Name\" required=\"required\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-text elementor-field-group elementor-column elementor-field-group-field_05e37d7 elementor-col-100\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-field_05e37d7\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tWebsite or App (if applicable)\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"text\" name=\"form_fields[field_05e37d7]\" id=\"form-field-field_05e37d7\" class=\"elementor-field elementor-size-md  elementor-field-textual\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-select elementor-field-group elementor-column elementor-field-group-field_20b3753 elementor-col-100\">\n\t\t\t\t\t\t\t\t\t\t\t\t<label for=\"form-field-field_20b3753\" class=\"elementor-field-label\">\n\t\t\t\t\t\t\t\tIndustry \/ Sector\t\t\t\t\t\t\t<\/label>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field elementor-select-wrapper remove-before \">\n\t\t\t<div class=\"select-caret-down-wrapper\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-eicon-caret-down\" viewBox=\"0 0 571.4 571.4\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M571 393Q571 407 561 418L311 668Q300 679 286 679T261 668L11 418Q0 407 0 393T11 368 36 357H536Q550 357 561 368T571 393Z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t\t<select name=\"form_fields[field_20b3753]\" id=\"form-field-field_20b3753\" class=\"elementor-field-textual elementor-size-md\">\n\t\t\t\t\t\t\t\t\t<option value=\"Select\">Select<\/option>\n\t\t\t\t\t\t\t\t\t<option value=\"E-commerce\">E-commerce<\/option>\n\t\t\t\t\t\t\t\t\t<option value=\"Education\">Education<\/option>\n\t\t\t\t\t\t\t\t\t<option value=\"Healthcare\">Healthcare<\/option>\n\t\t\t\t\t\t\t\t\t<option value=\"SaaS \/ Tech\">SaaS \/ Tech<\/option>\n\t\t\t\t\t\t\t\t\t<option value=\"HR \/ Internal Tools\">HR \/ Internal Tools<\/option>\n\t\t\t\t\t\t\t\t\t<option value=\"Other\">Other<\/option>\n\t\t\t\t\t\t\t<\/select>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-group elementor-column elementor-field-type-submit elementor-col-100 e-form__buttons\">\n\t\t\t\t\t<button class=\"elementor-button elementor-size-lg\" type=\"submit\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Submit<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/button>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/form>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Whether you&#8217;re an individual or an organisation, imagine having a smart assistant on your website or app that can answer questions, help customers, and even learn from conversations, day or night, without taking any breaks. That is precisely what a modern artificial intelligence chatbot can accomplish.\u00a0 Adding one to your business is now simpler than&hellip;<\/p>","protected":false},"author":1,"featured_media":39826,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[389,388],"tags":[],"class_list":["post-39822","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","category-tools-automation"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/averybit.com\/de\/wp-json\/wp\/v2\/posts\/39822","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/averybit.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/averybit.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/averybit.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/averybit.com\/de\/wp-json\/wp\/v2\/comments?post=39822"}],"version-history":[{"count":7,"href":"https:\/\/averybit.com\/de\/wp-json\/wp\/v2\/posts\/39822\/revisions"}],"predecessor-version":[{"id":39832,"href":"https:\/\/averybit.com\/de\/wp-json\/wp\/v2\/posts\/39822\/revisions\/39832"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/averybit.com\/de\/wp-json\/wp\/v2\/media\/39826"}],"wp:attachment":[{"href":"https:\/\/averybit.com\/de\/wp-json\/wp\/v2\/media?parent=39822"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/averybit.com\/de\/wp-json\/wp\/v2\/categories?post=39822"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/averybit.com\/de\/wp-json\/wp\/v2\/tags?post=39822"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}