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AI-Powered Chatbots
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#module_16896903067153 .cr-clusters-introtext { margin-right: 0; } .cr-header-meta-bar > div > div { flex-direction: column; text-align: center; font-size: 14px; } .cr-meta-item { margin-right: 10px; } .cr-header-speakers { margin-top: 40px; } } </style> <div class="cr-clusters-container cr-customers-header-sub"> <div class="cr-clusters-left"> <span class="cr-header-section">Use cases</span> <div class="cr-clusters-header "> <h1 style="color: rgba(255, 255, 255, 1.0);">AI-Powered Chatbots</h1> </div> <div class="cr-clusters-introtext"> <p>Enhance your AI-powered chatbots with CrateDB's robust vector store support, and real-time data analysis, enabling intelligent, personalized responses. </p> </div> </div> </div> </div> </div> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> <div class="row-fluid-wrapper row-depth-1 row-number-3 dnd_area-row-1-padding dnd_area-row-1-vertical-alignment dnd-section"> <div class="row-fluid "> <div class="span6 widget-span widget-type-cell dnd-column cell_16965990352872-vertical-alignment" style="" data-widget-type="cell" data-x="0" data-w="6"> <div class="row-fluid-wrapper row-depth-1 row-number-4 dnd-row"> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget dnd-module" style="" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_module_16965990352875" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module widget-type-rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div class="advanced-richtext body_text_regular"> <span id="hs_cos_wrapper_module_16965990352875_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><h3>Digital Twins and Generative AI: How TGW Revolutionizes Warehouse Operations with CrateDB's Combination of Time Series, Documents, and Vectors</h3> <p>In this talk, TGW Logistics showcases their use of CrateDB to optimize distribution centers. With up to half a million items handled daily, they focus on automation and data-driven decisions.</p></span> </div></div> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> <div class="span6 widget-span widget-type-cell cell_16965990352873-padding dnd-column cell_16965990352873-vertical-alignment" style="" data-widget-type="cell" data-x="6" data-w="6"> <div class="row-fluid-wrapper row-depth-1 row-number-5 dnd-row"> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget dnd-module" style="" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_module_17171462020969" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"> <div data-module="advanced-section" class="module-section-options" id="module-section-options-935031"> </div> <script id="module-section-options-935031"> if( window._fr == null) { window._fr = []; 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} if( window._fr.sections == null) { window._fr.sections = []; } var options = { 'moduleID': 'module-section-options-184756', 'enable': 'true', 'layout':{ }, 'typography': { }, 'background': { }, 'advanced': { 'css_classes' : 'cr-col-reverse' } }; window._fr.sections.push(options); </script></div> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> <div class="row-fluid-wrapper row-depth-1 row-number-10 dnd-row"> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget module_171714620209610-flexbox-positioning dnd-module" style="" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_module_171714620209610" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module widget-type-linked_image" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"> <span id="hs_cos_wrapper_module_171714620209610_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_linked_image" style="" data-hs-cos-general-type="widget" data-hs-cos-type="linked_image"><a href="/resources/white-papers/lp-wp-ai-driven-knowledge-assistants" target="_parent" id="hs-link-module_171714620209610_" style="border-width:0px;border:0px;"><img src="https://cratedb.com/hubfs/Book-Cover-How-to-build-ai-driven-knowledge-assistants.png" class="hs-image-widget " style="max-width: 100%; height: auto;" alt="How to Build AI-driven knowledge assistants" title="How to Build AI-driven knowledge assistants" loading="lazy"></a></span></div> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> <div class="span6 widget-span widget-type-cell cell_1717405760608-vertical-alignment dnd-column" style="" data-widget-type="cell" data-x="6" data-w="6"> <div class="row-fluid-wrapper row-depth-1 row-number-11 dnd-row"> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget dnd-module" style="" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_module_17171462020965" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module widget-type-rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div class="advanced-richtext body_text_regular"> <span id="hs_cos_wrapper_module_17171462020965_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><h3>White Paper: How to Build AI-driven Knowledge Assistants with a Vector Store, LLMs and RAG Pipelines</h3></span> </div></div> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> <div class="row-fluid-wrapper row-depth-1 row-number-12 dnd-row"> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget dnd-module" style="" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_module_17171462020966" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module widget-type-rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div class="advanced-richtext body_text_regular"> <span id="hs_cos_wrapper_module_17171462020966_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p>This white paper explores how CrateDB provides a scalable platform to build Generative AI applications that cover the requirements of modern applications, such as AI-driven knowledge assistants. CrateDB is not just handling vectors, but also provides in a single storage engine a unique combination of all the data types needed for end-to-end applications, including RAG pipelines.</p> <p></p><div class="hs-web-interactive-inline" style="" data-hubspot-wrapper-cta-id="169042868322"> <a href="https://cta-service-cms2.hubspot.com/web-interactives/public/v1/track/click?encryptedPayload=AVxigLLaEgpAvlCv%2FdOCvmFfwoXS9E%2FBMnABpkuVxWNFN%2FufEwRNvg0T4ZGypRcWTeYBa6q5lrFgKS%2FlQPHpzuurijeGMHGMHjPViqjWLVHB79ZcMZWm5BD7O4DRsHwLZo6dAfwwg8QLcdurvHdKc7AZika58P8Z7%2BxflrskY7TropgQAo8Gcq33fXeuY2eJygKhnXmLeGZW5ZS8NmPyBpL8tFdHN2v4vKGBEblJDTB4kqWPzcw%3D&portalId=19927462" class="hs-inline-web-interactive-169042868322 hs-button " data-hubspot-cta-id="169042868322"> Download the white paper </a> </div><p></p></span> </div></div> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> <div class="row-fluid-wrapper row-depth-1 row-number-13 dnd-section dnd_area-row-3-padding dnd_area-row-3-vertical-alignment"> <div class="row-fluid "> <div class="span6 widget-span widget-type-cell cell_1719476860465-vertical-alignment dnd-column" style="" data-widget-type="cell" data-x="0" data-w="6"> <div class="row-fluid-wrapper row-depth-1 row-number-14 dnd-row"> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget dnd-module" style="" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_module_17194768604654" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module widget-type-rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div class="advanced-richtext body_text_regular"> <span id="hs_cos_wrapper_module_17194768604654_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><h3>Demo: Building an AI Chatbot with CrateDB and LangChain</h3> <p>This video shows step by step how to build an AI-powered chatbot using LangChain to connect to the different LLMs and CrateDB to store embeddings and run similarity searches against them.</p></span> </div></div> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> <div class="span6 widget-span widget-type-cell cell_17194768604652-vertical-alignment dnd-column cell_17194768604652-padding" style="" data-widget-type="cell" data-x="6" data-w="6"> <div class="row-fluid-wrapper row-depth-1 row-number-15 dnd-row"> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget dnd-module" style="" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_module_17194768604657" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"> <div data-module="advanced-section" class="module-section-options" id="module-section-options-331576"> </div> <script id="module-section-options-331576"> if( window._fr == null) { window._fr = []; 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background-image:url(https://cratedb.com/hubfs/cr-cta-banner-background.png); background-size: cover; background-position: right center; background-repeat: no-repeat; padding: 40px 30px; max-width: 100%; } #module_17174057801553 .cr-banner-header { display: flex; margin-right: 20px; flex-direction: column; } #module_17174057801553 .cr-banner-container { display: flex; justify-content: space-between; align-items: center; } #module_17174057801553 .cr-banner-items { margin-right: 5%; text-align: center; min-width: 280px; } #module_17174057801553 .cr-banner-header h2 { margin-bottom: 5px; font-family: Inter,Arial,sans-serif; font-weight: 700; letter-spacing: -0.4px; font-size: 36px; color: #19c0ea; margin-top: 0; color: var(--cr-primary-color); } #module_17174057801553 .cr-banner-header h3 { margin-bottom: 0; margin-top: 5px; font-family: Inter,Arial,sans-serif; font-weight: 600; letter-spacing: -0.4px; font-size: 30px; color: #ffffff; } @media all and (max-width: 980px) { #module_17174057801553 .cr-banner-container { flex-direction: column; } #module_17174057801553 .cr-banner-items { margin-right: 0; margin-top: 20px; } #module_17174057801553.cr-banner-items-wrapper { background-position: center center; } #module_17174057801553 .cr-banner-item { margin-right: 0; } #module_17174057801553 .cr-banner-header h2 { font-size: 26px; } #module_17174057801553 .cr-banner-header h3 { font-size: 22px; } } </style> <div class="cr-banner-container"> <div class="cr-banner-header"> <div class="cr-banner-headline"> <h2>How to Build AI-driven Knowledge Assistants with a Vector Store, LLMs and RAG Pipelines</h2> </div> </div> <div class="cr-banner-items"> <div class="cr-banner-item"> <div class="hs-web-interactive-inline" style="" data-hubspot-wrapper-cta-id="162262578705"> <a href="https://cta-service-cms2.hubspot.com/web-interactives/public/v1/track/click?encryptedPayload=AVxigLI99vUNRnaalFYZzE5eiM60cBLO%2Bp%2F1FQZs3mW1v%2F7nG98J64RfKwkab9dujl5K%2FxQF95xgeJ2RANRfWU9HowwUzm0R0jCaVelpGGPM04Uw1u6TYBKm00G32kUOvCVTejOxGcf7YPt7UUWMwoXSEIPFkik%2BckxbA2afe6y%2BpwxFcZ4N1euNa5FyqCpNlZhcOHjTWnpQ1RNbqmofABxmT5JTVXmUsZzACTV6H%2BZ29iCCqYfEJ1JWFPCU9wA%3D&portalId=19927462" class="hs-inline-web-interactive-162262578705 hs-button " data-hubspot-cta-id="162262578705"> Watch the recording </a> </div> </div> </div> </div> </div></div> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> <div class="row-fluid-wrapper row-depth-1 row-number-19 dnd-section dnd_area-row-5-background-layers dnd_area-row-5-padding dnd_area-row-5-background-color"> <div class="row-fluid "> <div class="span12 widget-span widget-type-cell dnd-column" style="" data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-1 row-number-20 dnd-row"> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget dnd-module" style="" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_module_16982270852587" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"><style> #module_16982270852587 h2.cr-headline { font-size: 30px; letter-spacing: -1.7px; margin-right: 20px; margin-bottom: 40px; font-family: Montserrat, Inter, Arial, sans-serif !important; font-weight: 600; line-height: 1.3; } h3.cr-subheadline { font-style: normal; font-weight: 400; font-size: 20px; line-height: 1.3; color: #000; margin-top: 4px; margin-bottom: 0; } @media all and (max-width: 767px) { #module_16982270852587 h2.cr-headline { font-size: 20px; margin-bottom: 20px; } h3.cr-subheadline { font-size: 18px; } } </style> <h2 id="module_16982270852587" class="cr-headline" style="">Other resources on AI-powered chatbots</h2> </div> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> <div class="row-fluid-wrapper row-depth-1 row-number-21 dnd-row"> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget dnd-module" style="" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_module_16982270852588" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"><style> #module_16982270852588{ } #module_16982270852588 h1 { color: ; } </style> <div class="cr-relatedcontent" id="module_16982270852588"> <div class="content-wrapper"> <div class="cr-relatedcontent-cards"> <div class="cr-relatedcontent-slider-slide"> <div class="cr-relatedcontent-slider-tag"> <h3>Documentation</h3> </div> <div class="cr-relatedcontent-slider-headline"> <h3> <a href="/docs/crate/clients-tools/en/latest/integrate/ml.html"> Machine learning applications and frameworks which can be used together with CrateDB.</a> </h3> <div class="cr-relatedcontent-slider-content"> <div id="hs_cos_wrapper_module_16982270852588_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_inline_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="inline_rich_text" data-hs-cos-field="content"></div> </div> </div> </div> <div class="cr-relatedcontent-slider-slide"> <div class="cr-relatedcontent-slider-tag"> <h3>Video</h3> </div> <div class="cr-relatedcontent-slider-headline"> <h3> <a href="/resources/videos/how-to-use-private-data-in-generative-ai"> How to Use Private Data in Generative AI</a> </h3> <div class="cr-relatedcontent-slider-content"> <div id="hs_cos_wrapper_module_16982270852588_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_inline_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="inline_rich_text" data-hs-cos-field="content"></div> </div> </div> </div> <div class="cr-relatedcontent-slider-slide"> <div class="cr-relatedcontent-slider-tag"> <h3>Blog</h3> </div> <div class="cr-relatedcontent-slider-headline"> <h3> <a href="https://youtu.be/R4UxMdrR5os?si=ag70QicKoiVkvfnY&t=1296"> Leverage Vector Search to Use Embeddings and Generative AI: Retrieval Augmented Generation (RAG) with CrateDB</a> </h3> <div class="cr-relatedcontent-slider-content"> <div id="hs_cos_wrapper_module_16982270852588_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_inline_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="inline_rich_text" data-hs-cos-field="content"></div> </div> </div> </div> <div class="cr-relatedcontent-slider-slide"> <div class="cr-relatedcontent-slider-tag"> <h3>Page</h3> </div> <div class="cr-relatedcontent-slider-headline"> <h3> <a href="https://cratedb.com/use-cases/chatbots/unlocking-the-power-of-knowledge-assistants"> Unlocking the Power of Knowledge Assistants</a> </h3> <div class="cr-relatedcontent-slider-content"> <div id="hs_cos_wrapper_module_16982270852588_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_inline_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="inline_rich_text" data-hs-cos-field="content"></div> </div> </div> </div> </div> </div> </div></div> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> <div class="row-fluid-wrapper row-depth-1 row-number-22 dnd_area-row-6-padding dnd-section"> <div class="row-fluid "> <div class="span12 widget-span widget-type-cell dnd-column" style="" data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-1 row-number-23 dnd-row"> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget dnd-module" style="" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_module_1720017121888" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"><style> #module_1720017121888 h2.cr-headline { font-size: 30px; letter-spacing: -1.7px; margin-right: 20px; margin-bottom: 40px; font-family: Montserrat, Inter, Arial, sans-serif !important; font-weight: 600; line-height: 1.3; } h3.cr-subheadline { font-style: normal; font-weight: 400; font-size: 20px; line-height: 1.3; color: #000; margin-top: 4px; margin-bottom: 0; } @media all and (max-width: 767px) { #module_1720017121888 h2.cr-headline { font-size: 20px; margin-bottom: 20px; } h3.cr-subheadline { font-size: 18px; } } </style> <h2 id="module_1720017121888" class="cr-headline" style="">FAQ</h2> </div> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> <div class="row-fluid-wrapper row-depth-1 row-number-24 dnd-row"> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget dnd-module" style="" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_widget_1720017115566" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"><div class="hs-accordion hs-accordion-regular cr-accordion " itemscope itemtype="https://schema.org/FAQPage"> <div class="hs-accordion__item " aria-expanded="" itemscope itemprop="mainEntity" itemtype="https://schema.org/Question"> <button type="button" itemprop="name"> What are AI-powered chatbots? <span class="hs-accordion__item-icon"></span> </button> <main role="region" itemscope itemprop="acceptedAnswer" itemtype="https://schema.org/Answer"> <div class="hs-accordion__item-content" itemprop="text"> <p>AI chatbots are applications or interfaces that engage in human-like conversations using natural language understanding (NLU), natural language processing (NLP), and machine learning (ML). These chatbots use conversational AI to communicate with users, though not all chatbots employ this technology. Databases such as CrateDB can enhance AI-powered chatbots by providing robust <a href="/data-model/vector" rel="noopener">vector store support</a> and <a href="/use-cases/real-time-analytics-database" rel="noopener">real-time data analysis</a>, enabling them to deliver intelligent and personalized responses.</p> </div> </main> </div> <div class="hs-accordion__item " aria-expanded="" itemscope itemprop="mainEntity" itemtype="https://schema.org/Question"> <button type="button" itemprop="name"> Does an AI chatbot need a database? <span class="hs-accordion__item-icon"></span> </button> <main role="region" itemscope itemprop="acceptedAnswer" itemtype="https://schema.org/Answer"> <div class="hs-accordion__item-content" itemprop="text"> <p>AI chatbot needs a database to store chat information and relevant user metadata. This database is the chatbot's memory, organizing data to enable quick and accurate responses. AI applications benefit from flexible data modeling, so a database that supports various data structures is advantageous. Examples of databases suitable for AI-powered chatbots include CrateDB, MongoDB, MySQL, and Postgres. CrateDB offers support for <a href="/database/multi-model" rel="noopener">multiple data formats</a> within a single database and even within a single table, thanks to its <a href="/product/features/dynamic-schemas" rel="noopener">dynamic data schema</a>.</p> </div> </main> </div> <div class="hs-accordion__item " aria-expanded="" itemscope itemprop="mainEntity" itemtype="https://schema.org/Question"> <button type="button" itemprop="name"> Where do AI chatbots get their data? <span class="hs-accordion__item-icon"></span> </button> <main role="region" itemscope itemprop="acceptedAnswer" itemtype="https://schema.org/Answer"> <div class="hs-accordion__item-content" itemprop="text"> <p>AI chatbots gather data from a variety of sources, including publicly available data, databases, websites, APIs, and structured knowledge bases. They also rely on real-time information and updates to provide accurate responses. 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