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World's most downloaded vector database: Elasticsearch | Elastic
<!DOCTYPE html><html lang="en-us"><head><meta charSet="utf-8"/><title>World's most downloaded vector database: Elasticsearch | Elastic</title><link rel="apple-touch-icon" sizes="57x57" href="/apple-icon-57x57.png"/><link rel="apple-touch-icon" sizes="60x60" href="/apple-icon-60x60.png"/><link rel="apple-touch-icon" sizes="72x72" href="/apple-icon-72x72.png"/><link rel="apple-touch-icon" sizes="76x76" href="/apple-icon-76x76.png"/><link rel="apple-touch-icon" sizes="114x114" href="/apple-icon-114x114.png"/><link rel="apple-touch-icon" sizes="120x120" href="/apple-icon-120x120.png"/><link rel="apple-touch-icon" sizes="144x144" href="/apple-icon-144x144.png"/><link rel="apple-touch-icon" sizes="152x152" href="/apple-icon-152x152.png"/><link rel="apple-touch-icon" sizes="180x180" href="/apple-icon-180x180.png"/><link rel="apple-touch-icon" sizes="192x192" href="/apple-icon-192x192.png"/><link rel="icon" type="image/png" href="/favicon-32x32.png" sizes="32x32"/><link rel="shortcut icon" href="/favicon.ico" type="image/x-icon"/><link rel="icon" href="/favicon.ico" type="image/x-icon"/><link rel="apple-touch-icon-precomposed" sizes="64x64" href="/favicon_64x64_16bit.png"/><link rel="apple-touch-icon-precomposed" sizes="32x32" href="/favicon_32x32.png"/><link rel="apple-touch-icon-precomposed" sizes="16x16" href="/favicon_16x16.png"/><meta name="application-name" content="Elastic"/><link rel="icon" type="image/png" href="/android-chrome-192x192.png" sizes="192x192"/><link rel="icon" type="image/png" href="/favicon-96x96.png" sizes="96x96"/><link rel="icon" type="image/png" href="/favicon-16x16.png" sizes="16x16"/><link rel="icon" type="image/png" href="/favicon-48x48.png" sizes="48x48"/><link rel="manifest" href="/manifest.json" crossorigin="use-credentials"/><meta name="msapplication-TileColor" content="#ffffff"/><meta name="localized" content="true"/><meta name="msapplication-TileImage" content="/mstile-144x144.png"/><meta name="description" content="Build vector search and hybrid search with Elasticsearch's open source vector database — from the leaders in BM25 text search. 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href="/elasticsearch/vector-database" tabindex="-1">Vector database<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li><li><a class="Card_dropdown-link__qZWTu" href="/enterprise-search/relevance" tabindex="-1">Relevance<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li><li><a class="Card_dropdown-link__qZWTu" href="/enterprise-search/search-applications" tabindex="-1">Search applications<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li><li><a class="Card_dropdown-link__qZWTu" href="/enterprise-search/ecommerce" tabindex="-1">Ecommerce<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li><li><a class="Card_dropdown-link__qZWTu" href="/enterprise-search/site-search" tabindex="-1">Website search<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li><li><a class="Card_dropdown-link__qZWTu" href="/enterprise-search/workplace-search" tabindex="-1">Workplace search<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li><li><a class="Card_dropdown-link__qZWTu" href="/enterprise-search/customer-support" tabindex="-1">Customer support<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li></ul><hr class="Card_nav-divider__yt_19"/><ul><li><a class="Card_dropdown-link__qZWTu" href="https://www.elastic.co/search-labs" tabindex="-1">Search Labs<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li></ul></div><div class="Card_card-footer__OfpS8"><div class="d-flex flex-column"><a class="button Card_dropdown-link__qZWTu Card_dropdown-link__spaced___Q1m0 Card_btn-tertiary__f8UEk btn-tertiary" href="/enterprise-search" tabindex="-1"><span class="jsx-1596590093 btn-copy">Search overview</span><svg class="icon-embed" width="27" height="15"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div></div></div><div class=" Card_nav-card__Gb2bd Card_icon-card__IEL2U "><div class="Card_card-header__dLhyK"><a class="Card_custom-link__semnr" href="/security"><div class="Card_card-image__34JYo"><div class=" Card_icon__VSCRq "><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/bltf58b7c8e04706979/5e20f1a8132ead1155e8d0a4/logo-security-32-color.svg" class="Card_img-fluid__EqrlH" alt=""/></div></div></a><a class="Card_custom-link__semnr" href="/security"><h2 class="h5">Security</h2></a><a class="Card_custom-link__semnr" href="/security"></a><a class="Card_custom-link__semnr" href="/security"></a><a class="Card_custom-link__semnr" href="/security"></a><a class="Card_custom-link__semnr" href="/security"></a></div><div class="Card_card-body__81rqO"><div><p>Protect, investigate, and respond to cyber threats with AI-driven security analytics.</p></div><ul><li><a class="Card_dropdown-link__qZWTu" href="/security/siem" tabindex="-1">SIEM<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li><li><a class="Card_dropdown-link__qZWTu" href="/security/ai" tabindex="-1">AI for the SOC<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li><li><a class="Card_dropdown-link__qZWTu" href="/security/cyber-threat-research" tabindex="-1">Threat Research<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li></ul><hr class="Card_nav-divider__yt_19"/><ul><li><a class="Card_dropdown-link__qZWTu" href="https://www.elastic.co/security-labs" tabindex="-1">Security Labs<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li></ul></div><div class="Card_card-footer__OfpS8"><div class="d-flex flex-column"><a class="button Card_dropdown-link__qZWTu Card_dropdown-link__spaced___Q1m0 Card_btn-tertiary__f8UEk btn-tertiary" href="/security" tabindex="-1"><span class="jsx-1596590093 btn-copy">Security overview</span><svg class="icon-embed" width="27" height="15"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div></div></div><div class=" Card_nav-card__Gb2bd Card_icon-card__IEL2U "><div class="Card_card-header__dLhyK"><a class="Card_custom-link__semnr" href="/observability"><div class="Card_card-image__34JYo"><div class=" Card_icon__VSCRq "><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/bltbf6ba0d0e0e1e5ab/5e20f19a2aa8e40a75136318/logo-observability-32-color.svg" class="Card_img-fluid__EqrlH" alt=""/></div></div></a><a class="Card_custom-link__semnr" href="/observability"><h2 class="h5">Observability</h2></a><a class="Card_custom-link__semnr" href="/observability"></a><a class="Card_custom-link__semnr" href="/observability"></a><a class="Card_custom-link__semnr" href="/observability"></a><a class="Card_custom-link__semnr" href="/observability"></a></div><div class="Card_card-body__81rqO"><div><p>Unify app and infrastructure visibility to proactively resolve issues.</p></div><ul><li><a class="Card_dropdown-link__qZWTu" href="/observability/log-monitoring" tabindex="-1">Log monitoring and analytics<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li><li><a class="Card_dropdown-link__qZWTu" href="/observability/opentelemetry" tabindex="-1">OpenTelemetry<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li><li><a class="Card_dropdown-link__qZWTu" href="/observability/application-performance-monitoring" tabindex="-1">Application performance monitoring<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li><li><a class="Card_dropdown-link__qZWTu" href="/observability/infrastructure-monitoring" tabindex="-1">Infrastructure monitoring<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li><li><a class="Card_dropdown-link__qZWTu" href="/observability/synthetic-monitoring" tabindex="-1">Synthetic monitoring<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li><li><a class="Card_dropdown-link__qZWTu" href="/observability/real-user-monitoring" tabindex="-1">Real user monitoring<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li><li><a class="Card_dropdown-link__qZWTu" href="/observability/universal-profiling" tabindex="-1">Universal Profiling<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li><li><a class="Card_dropdown-link__qZWTu" href="/observability/aiops" tabindex="-1">AIOps<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li></ul><hr class="Card_nav-divider__yt_19"/><ul><li><a class="Card_dropdown-link__qZWTu" href="/observability-labs" tabindex="-1">Observability Labs<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li></ul></div><div class="Card_card-footer__OfpS8"><div class="d-flex flex-column"><a class="button Card_dropdown-link__qZWTu Card_dropdown-link__spaced___Q1m0 Card_btn-tertiary__f8UEk btn-tertiary" href="/observability" tabindex="-1"><span class="jsx-1596590093 btn-copy">Observability overview</span><svg class="icon-embed" width="27" height="15"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div></div></div></div></div></div></div></div><div><button class="Items_navigation-items_item__7YSef navigation-item Items_navigation-items_item--dark__OCLyq" aria-label="Customers, press down to open menu." aria-expanded="false">Customers<svg class="icons_icon__n3nWe icons_iconDark__JoCgc" xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="currentColor" viewBox="0 0 16 16"><path fill-rule="evenodd" d="M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z"></path></svg></button><div class="Dropdown_Dropdown__pUJPf undefined "><div class="Dropdown_DropdownContent__tGePQ"><button class="Dropdown_DropdownClose__wx62b" disabled=""><span class="Dropdown_DropdownClose_text__IoOgP">Close panel</span><svg class="icons_icon__n3nWe" xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 16 16" fill="none"><path fill-rule="evenodd" clip-rule="evenodd" d="M6.58586 8.00008L0.292969 14.293L1.70718 15.7072L8.00008 9.41429L14.293 15.7072L15.7072 14.293L9.41429 8.00008L15.7072 1.70718L14.293 0.292969L8.00008 6.58586L1.70718 0.292969L0.292969 1.70718L6.58586 8.00008Z"></path></svg></button><div class="Dropdown_DropdownSections__G_B5O"><div class="Items_Section__vJ9lm"><div class=" Card_nav-card__Gb2bd Card_icon-card__IEL2U "><div class="Card_card-header__dLhyK"><a class="Card_custom-link__semnr" href="/customers"><div class="Card_card-image__34JYo"><div class=" Card_icon__VSCRq "><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/bltacc5e178e52f430e/647ccc7b6be35fb5eabd2100/icon-checkmark-decorative-border.svg" class="Card_img-fluid__EqrlH" alt=""/></div></div></a><a class="Card_custom-link__semnr" href="/customers"><h2 class="h5">By solution</h2></a><a class="Card_custom-link__semnr" href="/customers"></a><a class="Card_custom-link__semnr" href="/customers"></a></div><div class="Card_card-body__81rqO"><div><p>See how customers search, solve, and succeed — all on one Search AI Platform.</p></div><ul><li><a class="Card_dropdown-link__qZWTu" href="/customers/success-stories?usecase=enterprise-search&industry=All" tabindex="-1">Search<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li><li><a class="Card_dropdown-link__qZWTu" href="/customers/success-stories?usecase=security-analytics&industry=All" tabindex="-1">Security<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li><li><a class="Card_dropdown-link__qZWTu" href="/customers/success-stories?usecase=elastic-observability&industry=All" tabindex="-1">Observability<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li></ul></div><div class="Card_card-footer__OfpS8"><div class="d-flex flex-column"><a class="button Card_dropdown-link__qZWTu Card_dropdown-link__spaced___Q1m0 Card_btn-tertiary__f8UEk btn-tertiary" href="/customers" tabindex="-1"><span class="jsx-1596590093 btn-copy">All customer stories</span><svg class="icon-embed" width="27" height="15"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div></div></div><div class=" Card_nav-card__Gb2bd Card_icon-card__IEL2U "><div class="Card_card-header__dLhyK"><a class="Card_custom-link__semnr" href="/industries"><div class="Card_card-image__34JYo"><div class=" Card_icon__VSCRq "><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blt9f634b6f74878698/647ccc625637890f19859454/icon-briefcase.svg" class="Card_img-fluid__EqrlH" alt=""/></div></div></a><a class="Card_custom-link__semnr" href="/industries"><h2 class="h5">Industries</h2></a><a class="Card_custom-link__semnr" href="/industries"></a><a class="Card_custom-link__semnr" href="/industries"></a></div><div class="Card_card-body__81rqO"><div><p>Exceed customer expectations and go to market faster.</p></div><ul><li><a class="Card_dropdown-link__qZWTu" href="/industries/public-sector" tabindex="-1">Public sector<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li><li><a class="Card_dropdown-link__qZWTu" href="/industries/financial-services" tabindex="-1">Financial services<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li><li><a class="Card_dropdown-link__qZWTu" href="/industries/telecommunications" tabindex="-1">Telecommunications<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li><li><a class="Card_dropdown-link__qZWTu" href="/industries/retail-ecommerce" tabindex="-1">Retail<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li><li><a class="Card_dropdown-link__qZWTu" href="/industries/manufacturing" tabindex="-1">Manufacturing<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li></ul></div><div class="Card_card-footer__OfpS8"><div class="d-flex flex-column"><a class="button Card_dropdown-link__qZWTu Card_dropdown-link__spaced___Q1m0 Card_btn-tertiary__f8UEk btn-tertiary" href="/industries" tabindex="-1"><span class="jsx-1596590093 btn-copy">Industries overview</span><svg class="icon-embed" width="27" height="15"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div></div></div></div><div class="Items_Section__vJ9lm Items_spotlight-feature___wj__"><div class=" Card_nav-card__Gb2bd undefined "><div class="Card_card-header__dLhyK"><h2 class="Card_topic-heading___KyPp">Customer spotlight</h2></div><div><div class="Spotlight_spotlight-card__Qi_WV"><div class="Spotlight_card-image__4S6cS"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blt652fec920f2b1a14/650c1d87aa86c13fa1cc288c/logo-nav-dropdown-48x48-cisco.svg" alt="" class=""/></div><div class="Spotlight_card-body___rb9E"><p>Cisco saves 5,000 support engineer hours per month</p><a class="button Spotlight_stretched-link__2M98R btn-tertiary" href="/customers/cisco" tabindex="-1"><span class="jsx-1596590093 btn-copy">Read more</span><svg class="icon-embed" width="27" height="15"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div></div><div class="Spotlight_spotlight-card__Qi_WV"><div class="Spotlight_card-image__4S6cS"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blte788c0f923f209a3/668c49f5534bb913eb26e9e8/logo-dropdown-48x48-sitecore.svg" alt="" class=""/></div><div class="Spotlight_card-body___rb9E"><p>Sitecore automates 96 percent of security workflows with Elastic</p><a class="button Spotlight_stretched-link__2M98R btn-tertiary" href="/customers/sitecore-security" tabindex="-1"><span class="jsx-1596590093 btn-copy">Read more</span><svg class="icon-embed" width="27" height="15"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div></div><div class="Spotlight_spotlight-card__Qi_WV"><div class="Spotlight_card-image__4S6cS"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blt90a52ed02808cbc1/650c1dadb25642d90add1e4e/logo-nav-dropdown-48x48-comcast.svg" alt="" class=""/></div><div class="Spotlight_card-body___rb9E"><p>Comcast transforms customer experiences with Elastic Observability</p><a class="button Spotlight_stretched-link__2M98R btn-tertiary" href="/customers/comcast" tabindex="-1"><span class="jsx-1596590093 btn-copy">Read more</span><svg class="icon-embed" width="27" height="15"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div></div></div></div></div></div></div></div></div><div><button class="Items_navigation-items_item__7YSef navigation-item Items_navigation-items_item--dark__OCLyq" aria-label="Resources, press down to open menu." aria-expanded="false">Resources<svg class="icons_icon__n3nWe icons_iconDark__JoCgc" xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="currentColor" viewBox="0 0 16 16"><path fill-rule="evenodd" d="M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z"></path></svg></button><div class="Dropdown_Dropdown__pUJPf undefined "><div class="Dropdown_DropdownContent__tGePQ"><button class="Dropdown_DropdownClose__wx62b" disabled=""><span class="Dropdown_DropdownClose_text__IoOgP">Close panel</span><svg class="icons_icon__n3nWe" xmlns="http://www.w3.org/2000/svg" width="16" height="16" viewBox="0 0 16 16" fill="none"><path fill-rule="evenodd" clip-rule="evenodd" d="M6.58586 8.00008L0.292969 14.293L1.70718 15.7072L8.00008 9.41429L14.293 15.7072L15.7072 14.293L9.41429 8.00008L15.7072 1.70718L14.293 0.292969L8.00008 6.58586L1.70718 0.292969L0.292969 1.70718L6.58586 8.00008Z"></path></svg></button><div class="Dropdown_DropdownSections__G_B5O"><div class="Items_Section__vJ9lm Items_grid-column__BSkh1"><div class=" Card_nav-card__Gb2bd Card_icon-card__IEL2U "><div class="Card_card-header__dLhyK"><div class="Card_card-image__34JYo"><div class=" Card_icon__VSCRq "><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blt96bf0c70d7851e7d/64b6cd8378402d4f9cc28b43/icon-code-self-closing.svg" class="Card_img-fluid__EqrlH" alt=""/></div></div><h2 class="h5">Research</h2></div><div class="Card_card-body__81rqO"><div><p>Stay at the forefront of innovation with technical tips from the experts.</p></div><ul><li><a class="Card_dropdown-link__qZWTu" href="https://www.elastic.co/search-labs" tabindex="-1">Search Labs<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li><li><a class="Card_dropdown-link__qZWTu" href="https://www.elastic.co/security-labs" tabindex="-1">Security Labs<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li><li><a class="Card_dropdown-link__qZWTu" href="/observability-labs" tabindex="-1">Observability Labs<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" stroke-width="2"></path></svg></a></li></ul></div></div><div class=" Card_nav-card__Gb2bd Card_icon-card__IEL2U "><div class="Card_card-header__dLhyK"><div class="Card_card-image__34JYo"><div class=" Card_icon__VSCRq "><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blt96bf0c70d7851e7d/64b6cd8378402d4f9cc28b43/icon-code-self-closing.svg" class="Card_img-fluid__EqrlH" alt=""/></div></div><h2 class="h5">Build</h2></div><div class="Card_card-body__81rqO"><div><p>Code with other developers to create a better Elastic, together.</p></div><ul><li><a class="Card_dropdown-link__qZWTu" href="/community" tabindex="-1">Community<svg width="27" height="14" viewBox="0 0 27 14" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0 7H25" stroke="#0B64DD" stroke-width="2"></path><path d="M19 1L25 7L19 13" stroke="#0B64DD" 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h2">Production-ready billion scale vector database — Elasticsearch</h1></div><div class="Hero_description__nrqhU paragraph-large"><p>Elasticsearch's <a href="/blog/elasticsearch-is-open-source-again" target="_self">open source</a> vector database offers an efficient way to create, store, and search vector embeddings. </p><p>Combine text search and <a href="/what-is/vector-search" target="_self">vector search</a> for hybrid retrieval, resulting in the best of both capabilities for greater relevance and accuracy.</p></div><div class="Hero_ctaList__efelZ mt-5"><div class="Hero_cta__zIL_f"><a class="button btn-primary btn-large" href="https://cloud.elastic.co/registration"><span class="jsx-1596590093 btn-copy">Try Elasticsearch today</span></a></div></div></div></div><div class="col-12 col-sm-10 offset-sm-1 col-lg-6 offset-lg-1"><div class="Hero_asset__rLCmZ"><figure class="jsx-89852744 vidyard-embed shadow-dark "><img src="https://play.vidyard.com/qsAiq6LCD2UizZiPWLzcqt.jpg" 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quantization (BBQ), an optimization for vector databases with faster, more accurate vector search and 95% memory reduction. </p><a class="button ContentPromos_contentPromoItem__callToAction__Stlki stretched-link btn-tertiary" href="https://www.elastic.co/search-labs/blog/rabitq-explainer-101"><span class="jsx-1596590093 btn-copy">Learn more about BBQ</span><svg class="icon-embed" width="27" height="15"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div></div></div><div class="layout layout-07"></div><div class="DevQuickstart_section__ngjPY DevQuickstart_sectionBackgroundGray__WczNw DevQuickstart_sectionPaddingSm__w_239" data-component-theme="color"><div class="DevQuickstart_sectionBackdrop__e78mT"><div class="DevQuickstart_sectionBackdropHalf__BF1rX bg-white"></div><div class="DevQuickstart_sectionBackdropHalf__BF1rX bg-white"></div></div><div class="DevQuickstart_sectionContent__l2bgE"><div class="DevQuickstart_section__ngjPY DevQuickstart_sectionAngled__XoVOA DevQuickstart_sectionBackgroundBlue__fp7D1 DevQuickstart_sectionPaddingLg__2gtO_ DevQuickstart_sectionRounded__L4VmR"><div class="DevQuickstart_sectionBackground__G4ONB"></div><div class="DevQuickstart_sectionContent__l2bgE"><div data-theme="dark"><div class="DevQuickstart_container__RfwWE DevQuickstart_containerGutterMd__oa3XZ DevQuickstart_containerWidthMd__4yT6_"><div class="DevQuickstart_flex__ODYbT DevQuickstart_flexAlignStart__Wc5pL DevQuickstart_flexDirectionColumn__PH53Q DevQuickstart_flexGapXl__9cboo DevQuickstart_flexJustifyStart__NGm5X DevQuickstart_flexWrapNowrap__qA2__"><h3 class="DevQuickstart_heading__cRkIa DevQuickstart_headingH3__GNk4z DevQuickstart_headingCenter___2jXd">Elasticsearch — the most widely deployed vector database</h3><div class="DevQuickstart_grid__KLZ6h DevQuickstart_gridGapXl__s_f1y DevQuickstart_gridLayout__aKXUV"><div class="DevQuickstart_flex__ODYbT DevQuickstart_flexAlignCenter__wjIKt DevQuickstart_flexDirectionColumn__PH53Q DevQuickstart_flexGapMd__w7avU DevQuickstart_flexJustifyStart__NGm5X DevQuickstart_flexWrapNowrap__qA2__ DevQuickstart_gridItem__RtYu1"><h4 class="DevQuickstart_heading__cRkIa DevQuickstart_headingH6__yP7wi DevQuickstart_headingCenter___2jXd">Copy to try locally in two minutes</h4><div class="DevQuickstart_codeblock__3U_Z1"><button class="DevQuickstart_codeblockButton__XtBQ8 " type="button" data-track="cta"><span class="sr-only">Copy to clipboard</span><svg role="graphics-symbol" class="DevQuickstart_icon__ruSyr" width="24" height="25" aria-hidden="true"><path d="M3 3.573a1.5 1.5 0 0 1 1.5-1.5h3v1.5h-3v18h6v1.5h-6a1.5 1.5 0 0 1-1.5-1.5zm18 4.5v-4.5a1.5 1.5 0 0 0-1.5-1.5h-3v1.5h3v4.5zm-1.5 1.5h3v13.5H12v-13.5zv-1.5H12a1.5 1.5 0 0 0-1.5 1.5v13.5a1.5 1.5 0 0 0 1.5 1.5h10.5a1.5 1.5 0 0 0 1.5-1.5v-13.5a1.5 1.5 0 0 0-1.5-1.5h-3z" fill="currentColor"></path><path d="M13.5 15.573H21v-1.5h-7.5zM13.5 12.573H21v-1.5h-7.5zM13.5 18.573H21v-1.5h-7.5zM13.5 21.573H21v-1.5h-7.5zM16.5 3.573v-1.5a1.5 1.5 0 0 0-1.5-1.5H9a1.5 1.5 0 0 0-1.5 1.5v1.5H9v-1.5h6v1.5zM7.5 5.073h9v-1.5h-9z" fill="currentColor"></path></svg></button><div class="DevQuickstart_codeblockContainer__fg1dx"><pre class="DevQuickstart_code__bSzlY"><code>curl -fsSL https://elastic.co/start-local | sh</code></pre></div></div><a href="https://www.elastic.co/guide/en/elasticsearch/reference/current/elasticsearch-intro.html" class="button btn-tertiary"><span class="btn-copy">Read docs</span><svg role="graphics-symbol" class="DevQuickstart_icon__ruSyr" width="27" height="14" aria-hidden="true"><path stroke="currentColor" stroke-width="2" d="M0 7h25M19 1l6 6-6 6"></path></svg></a></div><div class="DevQuickstart_divider__291HE DevQuickstart_gridItem__RtYu1"><div class="DevQuickstart_dividerText__EX0Bs">OR</div><div class="DevQuickstart_dividerLine___gK_w"><canvas width="150" height="150" class="DevQuickstart_particles__YhObs"></canvas></div></div><div class="DevQuickstart_flex__ODYbT DevQuickstart_flexAlignCenter__wjIKt DevQuickstart_flexDirectionColumn__PH53Q DevQuickstart_flexGapMd__w7avU DevQuickstart_flexJustifyCenter__kI_AC DevQuickstart_flexWrapNowrap__qA2__ DevQuickstart_gridItem__RtYu1"><h4 class="DevQuickstart_heading__cRkIa DevQuickstart_headingH6__yP7wi DevQuickstart_headingCenter___2jXd">Deploy for production</h4><a href="https://cloud.elastic.co/registration?onboarding_token=vectorsearch&plcmt=startlocal&pg=en-vector-database-page" class="button btn-primary"><span class="btn-copy">Start free cloud trial</span></a><p class="DevQuickstart_text__lz7r4 DevQuickstart_textLeft__EZOcQ DevQuickstart_textP2__n84ff" style="color:var(--color-white)">Or,<!-- --> <a href="/downloads/elasticsearch">download on-prem</a></p></div></div></div></div></div></div></div></div></div><section aria-labelledby="a-vector-database-is-your-starting-point-…" data-component-theme="" class="jsx-3636536621 carousel carousel-container carousel-two-column"><div class="jsx-1383953900 title-text-one-column"><div class="jsx-1383953900 container"><div class="col-md-8 offset-md-2 text-center"><div class="jsx-1955866259 title-wrapper"><h2 tag="H2" id="a-vector-database-is-your-starting-point-…" class="jsx-1955866259 h3">A vector database is your starting point …</h2></div><div class="title-text-desc paragraph-large"><p>You need more than a vector database for a great search experience. Elasticsearch offers multiple retrieval types, flexible machine learning models, and advanced search features like aggregations, filtering, and auto-complete.</p><p>Run in the <a href="/cloud">cloud</a>, <a href="/elasticsearch/serverless">serverless</a>, on-prem, or air gapped.</p></div><div class="title-text-footer"><div class="cta-group align-items-center justify-content-center text-center d-flex flex-row align-items-baseline"><div><a class="button mt-4 btn-tertiary" href="https://www.elastic.co/guide/en/esre/master/index.html"><span class="jsx-1596590093 btn-copy">Read Elasticsearch Relevance Engine docs</span><svg class="icon-embed" width="27" height="15"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div></div></div></div></div></div><div class="layout layout-05"></div><div class="jsx-887545163 container"><div class="carousel-two-column__tab-labels-left-accordion row" data-rttabs="true"><div class="jsx-887545163 carousel-tabs col-12 col-lg-4"><ul class="react-tabs__tab-list" role="tablist"><li class="react-tabs__tab react-tabs__tab--selected" role="tab" id="react-tabs-276" aria-selected="true" aria-disabled="false" aria-controls="react-tabs-277" tabindex="0" data-rttab="true"><div class="jsx-887545163 carousel-content"><div class="jsx-887545163 carousel-heading"><a class="jsx-887545163 stretched-link"></a><div class="jsx-887545163 heading">Create inference endpoint</div><div class="jsx-887545163 arrow down"></div></div><div data-selectab="0" class="jsx-887545163 carousel-body show"><div class="jsx-887545163 carousel-text"><div class="jsx-887545163 paragraph-medium"><p>Use a machine learning model and apply it to your data at ingestion time.</p><p>Learn more about <a href="https://www.elastic.co/guide/en/elasticsearch/reference/current/inference-apis.html">inference API</a> & <a href="https://www.elastic.co/guide/en/machine-learning/current/ml-nlp-e5.html">E5 model</a>.</p></div></div><div class="jsx-887545163 d-lg-none carousel-asset-container carousel-asset-code"><div class="code-module"><div class="carousel-asset-code-block"><pre class="prettyprint"><code>PUT _inference/text_embedding/my-e5-endpoint { "service": "elasticsearch", "service_settings": { "num_allocations": 1, "num_threads": 1, "model_id": ".multilingual-e5-small" } } </code></pre></div></div></div></div></div></li><li class="react-tabs__tab" role="tab" id="react-tabs-278" aria-selected="false" aria-disabled="false" aria-controls="react-tabs-279" data-rttab="true"><div class="jsx-887545163 carousel-content"><div class="jsx-887545163 carousel-heading"><a class="jsx-887545163 stretched-link"></a><div class="jsx-887545163 heading">Generate embeddings</div><div class="jsx-887545163 arrow down"></div></div><div data-selectab="1" class="jsx-887545163 carousel-body hidden"><div class="jsx-887545163 carousel-text"><div class="jsx-887545163 paragraph-medium"><p>Capture meaning, context, and associations by transforming data into data in dense vectors. <a href="/blog/how-to-deploy-nlp-text-embeddings-and-vector-search">Create embeddings blog</a></p></div></div><div class="jsx-887545163 d-lg-none carousel-asset-container carousel-asset-code"><div class="code-module"><div class="carousel-asset-code-block"><pre class="prettyprint"><code> POST _inference/my-e5-endpoint { "input": "How many adult mallard ducks fit in an american football field?" } </code></pre></div></div></div></div></div></li><li class="react-tabs__tab" role="tab" id="react-tabs-280" aria-selected="false" aria-disabled="false" aria-controls="react-tabs-281" data-rttab="true"><div class="jsx-887545163 carousel-content"><div class="jsx-887545163 carousel-heading"><a class="jsx-887545163 stretched-link"></a><div class="jsx-887545163 heading">Index embeddings</div><div class="jsx-887545163 arrow down"></div></div><div data-selectab="2" class="jsx-887545163 carousel-body hidden"><div class="jsx-887545163 carousel-text"><div class="jsx-887545163 paragraph-medium"><p>Elasticsearch's vector storage is based on Lucene's HNSW algorithm which exceeds comparative <a href="https://ann-benchmarks.com/glove-100-angular_10_angular.html">benchmarks</a> (see 'luceneknn').</p><p><a href="https://www.elastic.co/search-labs/blog/vector-search-elasticsearch-rationale">Our vector search approach</a></p></div></div><div class="jsx-887545163 d-lg-none carousel-asset-container carousel-asset-code"><div class="code-module"><div class="carousel-asset-code-block"><pre class="prettyprint"><code>PUT my-index { "mappings": { "properties": { "my_vector": { "type": "dense_vector" }, "my_text" : { "type" : "text" }, "category": { "type": "text" } } } } # Index a document PUT my-index/_doc/2 { "my_vector" : [ 0.018743202, -0.011059246, … 0.05155631, 0.04044561 ], "my_text" :"57,000 average sized mallard ducks fit on an American football field", "category" : "weird_stats" } </code></pre></div></div></div></div></div></li><li class="react-tabs__tab" role="tab" id="react-tabs-282" aria-selected="false" aria-disabled="false" aria-controls="react-tabs-283" data-rttab="true"><div class="jsx-887545163 carousel-content"><div class="jsx-887545163 carousel-heading"><a class="jsx-887545163 stretched-link"></a><div class="jsx-887545163 heading">Search embeddings </div><div class="jsx-887545163 arrow down"></div></div><div data-selectab="3" class="jsx-887545163 carousel-body hidden"><div class="jsx-887545163 carousel-text"><div class="jsx-887545163 paragraph-medium"><p>Run kNN search to fit your use case — apply the ANN algorithm for speed and scale using Lucene's HNSW index or exact match.</p><p>Explore <a href="/blog/introducing-approximate-nearest-neighbor-search-in-elasticsearch-8-0">ANN</a> and <a href="https://www.elastic.co/guide/en/elasticsearch/reference/current/knn-search.html#knn-semantic-search">KNN</a>.</p></div></div><div class="jsx-887545163 d-lg-none carousel-asset-container carousel-asset-code"><div class="code-module"><div class="carousel-asset-code-block"><pre class="prettyprint"><code> GET /my-index/_search { "retriever": { "knn": { "field": "my_vector", "query_vector_builder":{ "text_embedding": { "model_id": "my-e5-endpoint", "model_text": "How many adult mallard ducks fit in an american football field??" } }, "k": 10, "num_candidates": 10 } } } </code></pre></div></div></div></div></div></li><li class="react-tabs__tab" role="tab" id="react-tabs-284" aria-selected="false" aria-disabled="false" aria-controls="react-tabs-285" data-rttab="true"><div class="jsx-887545163 carousel-content"><div class="jsx-887545163 carousel-heading"><a class="jsx-887545163 stretched-link"></a><div class="jsx-887545163 heading">Use filters and faceting to refine search</div><div class="jsx-887545163 arrow down"></div></div><div data-selectab="4" class="jsx-887545163 carousel-body hidden"><div class="jsx-887545163 carousel-text"><div class="jsx-887545163 paragraph-medium"><p>Rely on Elasticsearch's rich framework of filtering and faceting capabilities available for vector search for building intuitive end-user applications.</p><p><a href="https://www.elastic.co/guide/en/elasticsearch/reference/current/knn-search.html#knn-search-filter-example">Read about kNN filtering</a></p><p><a href="https://www.elastic.co/guide/en/elasticsearch/reference/current/search-aggregations.html">Learn more about faceting</a></p></div></div><div class="jsx-887545163 d-lg-none carousel-asset-container carousel-asset-code"><div class="code-module"><div class="carousel-asset-code-block"><pre class="prettyprint"><code>GET /my-index/_search { "retriever": { "knn": { "field": "my_vector", "query_vector_builder":{ "text_embedding": { "model_id": "my-e5-endpoint", "model_text": "How many adult mallard ducks fit in an american football field??" } }, "k": 10, "num_candidates": 10, "filter": [ { "term": { "category": "weird_stats" } } ] } } } </code></pre></div></div></div></div></div></li><li class="react-tabs__tab" role="tab" id="react-tabs-286" aria-selected="false" aria-disabled="false" aria-controls="react-tabs-287" data-rttab="true"><div class="jsx-887545163 carousel-content"><div class="jsx-887545163 carousel-heading"><a class="jsx-887545163 stretched-link"></a><div class="jsx-887545163 heading">Combine retrieval methods with hybrid search</div><div class="jsx-887545163 arrow down"></div></div><div data-selectab="5" class="jsx-887545163 carousel-body hidden"><div class="jsx-887545163 carousel-text"><div class="jsx-887545163 paragraph-medium"><p>With hybrid retrieval, pick from retrieval methods that deliver the best results for your use case: BM25, Elastic's trained sparse encoder model (<a href="https://www.elastic.co/guide/en/machine-learning/current/ml-nlp-elser.html">ELSER</a>), or dense vectors.</p><p><a href="https://www.youtube.com/watch?v=YO4pypfv_FQ">Watch video about hybrid search</a></p></div></div><div class="jsx-887545163 d-lg-none carousel-asset-container carousel-asset-code"><div class="code-module"><div class="carousel-asset-code-block"><pre class="prettyprint"><code> GET /my-index/_search { "retriever": { "rrf": { "retrievers": [ { "standard": { "query": { "bool": { "filter": [ { "term": { "category": "weird_stats" } } ] } } } }, { "knn": { "field": "vector", "query_vector_builder": { "text_embedding": { "model_id": "my-e5-endpoint", "model_text": "How many adult mallard ducks fit in an american football field??" } }, "k": 10, "num_candidates": 10 } } ], "rank_constant": 1, "rank_window_size": 50 } } } </code></pre></div></div></div></div></div></li><li class="react-tabs__tab" role="tab" id="react-tabs-288" aria-selected="false" aria-disabled="false" aria-controls="react-tabs-289" data-rttab="true"><div class="jsx-887545163 carousel-content"><div class="jsx-887545163 carousel-heading"><a class="jsx-887545163 stretched-link"></a><div class="jsx-887545163 heading">Apply document-level security and compliance authorization</div><div class="jsx-887545163 arrow down"></div></div><div data-selectab="6" class="jsx-887545163 carousel-body hidden"><div class="jsx-887545163 carousel-text"><div class="jsx-887545163 paragraph-medium"><p>Assign granular role-based access controls with document- and field-level security with coverage across widely adopted compliance frameworks.</p><p><a href="https://www.elastic.co/guide/en/elasticsearch/reference/current/authorization.html">Set up authorization</a></p><p><a href="/security-and-compliance">Set up compliance</a></p></div></div><div class="jsx-887545163 d-lg-none carousel-asset-container carousel-asset-code"><div class="code-module"><div class="carousel-asset-code-block"><pre class="prettyprint"><code>POST /_security/role/employee_role { "indices": [ { "names": [ "example-index" ], "privileges": [ "read" ], "field_security" : { "grant" : [ "state", "name.first", "name.last" ] } } ] } GET example-index/_search { "query": {...}, "knn" = {...}, "aggs": {...} } </code></pre></div></div></div></div></div></li></ul></div><div class="jsx-887545163 carousel-asset-container col-12 col-lg-8 d-none d-lg-block"><div class="carousel-asset carousel-asset-code react-tabs__tab-panel--selected" role="tabpanel" id="react-tabs-277" aria-labelledby="react-tabs-276"><div class="code-module"><div class="carousel-asset-code-block"><pre class="prettyprint"><code>PUT _inference/text_embedding/my-e5-endpoint { "service": "elasticsearch", "service_settings": { "num_allocations": 1, "num_threads": 1, "model_id": ".multilingual-e5-small" } } </code></pre></div></div></div><div class="carousel-asset carousel-asset-code" role="tabpanel" id="react-tabs-279" aria-labelledby="react-tabs-278"></div><div class="carousel-asset carousel-asset-code" role="tabpanel" id="react-tabs-281" aria-labelledby="react-tabs-280"></div><div class="carousel-asset carousel-asset-code" role="tabpanel" id="react-tabs-283" aria-labelledby="react-tabs-282"></div><div class="carousel-asset carousel-asset-code" role="tabpanel" id="react-tabs-285" aria-labelledby="react-tabs-284"></div><div class="carousel-asset carousel-asset-code" role="tabpanel" id="react-tabs-287" aria-labelledby="react-tabs-286"></div><div class="carousel-asset carousel-asset-code" role="tabpanel" id="react-tabs-289" aria-labelledby="react-tabs-288"></div></div></div></div></section><div class="layout layout-07"></div><section aria-labelledby="vector-database-integrations" data-component-theme="" class="jsx-3636536621 LogoBar_logoBar__TzgVS container module-gb"><div class="LogoBar_logoContainer___mh56 col-sm-12"><div class="title text-center col-md-8 offset-md-2"><h2 class="topic-heading p-0" id="vector-database-integrations">Vector Database Integrations</h2></div><div class="LogoBar_logoBar12Column__T1N2t row logos my-6"><div class="logo col-6 col-md-max-width"><a href="https://www.elastic.co/search-labs/integrations/cohere"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blt6302a12ce3c6e0af/6650ff8a78533918239e741c/logoparade-cohere.png" class="img-fluid" alt="Cohere"/></a></div><div class="logo col-6 col-md-max-width"><a href="https://www.elastic.co/search-labs/integrations/hugging-face"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blt4442197e839362e9/6650ffaa76a5b5428731ec30/logoparade-hugging-face.png" class="img-fluid" alt="Hugging Face"/></a></div><div class="logo col-6 col-md-max-width"><a href="https://www.elastic.co/search-labs/integrations/open-ai"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blt978191d01a38ad91/6650fae30258becf9f639580/logoparade-openai.png" class="img-fluid" alt="OpenAI"/></a></div><div class="logo col-6 col-md-max-width"><a href="https://www.elastic.co/search-labs/integrations/langchain"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blt28d33d567a3e628f/6651004c466a1c8603dec6c2/logoparade-langchain.png" class="img-fluid" alt="LangChain"/></a></div><div class="logo col-6 col-md-max-width"><a href="https://www.elastic.co/search-labs/integrations/llama-index"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/bltce3c8bace03bf16d/6650fc915afe351245b29e0e/logoparade-llamaindex.png" class="img-fluid" alt="LlamaIndex"/></a></div><div class="logo col-6 col-md-max-width"><a href="https://www.elastic.co/search-labs/integrations/amazon"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blt9ba1c07afe50ec13/6650fe3a3fd194f6a6d4367b/logoparade-amazon-bedrock.png" class="img-fluid" alt="Amazon Bedrock"/></a></div><div class="logo col-6 col-md-max-width"><a href="https://www.elastic.co/search-labs/integrations/mistral"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blta70cbe4522a289f6/66563aaad713afed002d9690/logoparade-mistral-ai.png" class="img-fluid" alt="Mistral"/></a></div><div class="logo col-6 col-md-max-width"><a href="https://www.elastic.co/search-labs/integrations/google"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blta27577c271a46b5b/66e0bd7bcab75178bab1cf95/logoparade-vertex-ai.png" class="img-fluid" alt="Google Vertex AI"/></a></div><div class="logo col-6 col-md-max-width"><a href="https://www.elastic.co/search-labs/integrations/microsoft"><img src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/bltdeed184d29ce3cff/66e0c9d46f4d995408431a8f/logoparade-azure.png" class="img-fluid" alt="Microsoft Azure AI Services"/></a></div></div></div></section><div class="layout layout-07"></div><div style="border-radius:" data-component-theme="light" class="jsx-2708654176 illustration-icon-grid-container bg-light-gray py-9"><div class="jsx-1383953900 title-text-one-column"><div class="jsx-1383953900 container"><div class="col-md-8 offset-md-2 text-center"><div class="jsx-1955866259 title-wrapper"><h2 id="why-use-a-vector-database" class="jsx-1955866259 pb-0 h3">Why use a vector database?</h2></div><div class="title-text-footer"><div class="cta-group align-items-center justify-content-center text-center"><div><a class="button mt-4 btn-tertiary" href="/demo-gallery/ai-playground"><span class="jsx-1596590093 btn-copy">Try it using the AI Playground</span><svg class="icon-embed" width="27" height="15"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div></div></div></div></div></div><div class="jsx-2708654176 container"><div class="layout layout-05"></div><ul class="illustration-icon-grid-items illustration-icon32-grid-3x2"><li class="jsx-2862012360 illustration-icon-grid-item one-column"><div class="illustration-icon-grid-item-main"><div class="illustration-icon-grid-item-top"><div><div class="grid-image"><img src="https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt930e339c4ec987b7/5ec5b4b887617619e2be8dc2/icon-users-and-roles-32-color.svg" class="icon-32" alt=""/></div></div><div></div><div></div><div></div></div><div class="illustration-icon-grid-item-content"><div></div><div><div class="jsx-1955866259 title-wrapper"><h3 tag="H3" id="semantic-search" class="jsx-1955866259 h5">Semantic search</h3></div></div><div><div class="paragraph paragraph-medium"><p>Focus search on intent and contextual meaning beyond text matching.</p></div></div><div></div></div></div><div class="illustration-icon-grid-item-footer"><div></div><div></div><div></div><div><div class="d-flex flex-column justify-content-start text-start"><a class="button btn-tertiary" href="/demo-gallery/vector-search"><span class="jsx-1596590093 btn-copy">Try hands-on learning</span><svg class="icon-embed" width="27" height="15"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div></div></div></li><li class="jsx-2862012360 illustration-icon-grid-item one-column"><div class="illustration-icon-grid-item-main"><div class="illustration-icon-grid-item-top"><div><div class="grid-image"><img src="https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blte67553355fa9f45d/64a758e106ae84aa30472c52/icon-index-patterns-32-color.svg" class="icon-32" alt=""/></div></div><div></div><div></div><div></div></div><div class="illustration-icon-grid-item-content"><div></div><div><div class="jsx-1955866259 title-wrapper"><h3 tag="H3" id="multi-modal-search" class="jsx-1955866259 h5">Multi-modal search</h3></div></div><div><div class="paragraph paragraph-medium"><p>Search across all your data: text, vector, image, audio, video, geo, or unstructured data.</p></div></div><div></div></div></div><div class="illustration-icon-grid-item-footer"><div></div><div></div><div></div><div><div class="d-flex flex-column justify-content-start text-start"><a class="button btn-tertiary" href="https://www.elastic.co/guide/en/elasticsearch/reference/current/mapping-types.html"><span class="jsx-1596590093 btn-copy">Field mapping types</span><svg class="icon-embed" width="27" height="15"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div></div></div></li><li class="jsx-2862012360 illustration-icon-grid-item one-column"><div class="illustration-icon-grid-item-main"><div class="illustration-icon-grid-item-top"><div><div class="grid-image"><img src="https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt9188ba42acc7b8e3/5d082db4561b9b0b537f6d98/icon-heartbeat-32-color.svg" class="icon-32" alt=""/></div></div><div></div><div></div><div></div></div><div class="illustration-icon-grid-item-content"><div></div><div><div class="jsx-1955866259 title-wrapper"><h3 tag="H3" id="genai-search" class="jsx-1955866259 h5">GenAI search</h3></div></div><div><div class="paragraph paragraph-medium"><p>Build retrieval augmented generation workloads for GenAI search experiences using vector and hybrid techniques.</p></div></div><div></div></div></div><div class="illustration-icon-grid-item-footer"><div></div><div></div><div></div><div><div class="d-flex flex-column justify-content-start text-start"><a class="button btn-tertiary" href="https://www.elastic.co/search-labs/blog/chatgpt-elasticsearch-openai-meets-private-data"><span class="jsx-1596590093 btn-copy">ChatGPT and private data</span><svg class="icon-embed" width="27" height="15"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div></div></div></li></ul></div></div><div class="layout layout-07"></div><section aria-labelledby="vector-database-superset" data-component-theme="" id="full-comparison" class="jsx-3636536621 AccordionTable_accordionTable__M3Zh1"><div class="container"><div class="jsx-1383953900 title-text-one-column"><div class="jsx-1383953900 container"><div class="col-md-8 offset-md-2 text-center"><div class="jsx-1955866259 title-wrapper"><h2 id="vector-database-superset" class="jsx-1955866259 h3">Vector database superset</h2></div><div class="title-text-desc paragraph-large"><p>Choose a vector database based on the vector search experience you want to build.</p></div></div></div></div><div class="AccordionTable_tableWrapper__QUhMS mt-8"><div class="AccordionTable_table__N4tBM"><div class="AccordionTable_tableRow__KY4IU AccordionTable_tableHeading__r0pUw" style="grid-template-columns:repeat(3, 1fr);"><div class="AccordionTable_tableColumn__ltDK5 AccordionTable_empty__gVT8A"><div><div class="jsx-1955866259 title-wrapper"><h5 tag="H5" id="" class="jsx-1955866259 "></h5></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="jsx-1955866259 title-wrapper"><h5 tag="H5" id="some-vector-databases" class="jsx-1955866259 ">Some vector databases</h5></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="jsx-1955866259 title-wrapper"><h5 tag="H5" id="elasticsearch" class="jsx-1955866259 ">Elasticsearch</h5></div></div></div><div data-accordion-component="Accordion" class="accordion"><div class="wrapper"><div data-accordion-component="AccordionItem" class="accordion__item"><div data-accordion-component="AccordionItemHeading" uuid="0" role="heading" class="accordion__heading" aria-level="3"><div class="accordion__button" id="accordion__heading-0" aria-disabled="false" aria-expanded="true" aria-controls="accordion__panel-0" role="button" tabindex="0" data-accordion-component="AccordionItemButton"><div class="jsx-1955866259 title-wrapper"><h5 tag="H5" id="embeddings" class="jsx-1955866259 pb-0">Embeddings</h5></div><div class="accordion__arrow"><svg class="icon-embed" width="14" height="9"><use href="/static-res/images/generic-icons.svg#chevron"></use></svg></div></div></div><div data-accordion-component="AccordionItemPanel" class="accordion__panel" id="accordion__panel-0"><div class="AccordionTable_tableRow__KY4IU" style="grid-template-columns:repeat(3, 1fr)"><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"><p>Store embeddings</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>full support</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>full support (free)</p></div></div></div></div><div class="AccordionTable_tableRow__KY4IU" style="grid-template-columns:repeat(3, 1fr)"><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"><p>Generate embeddings</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>some support</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>full support (paid)</p></div></div></div></div></div></div></div><div class="wrapper"><div data-accordion-component="AccordionItem" class="accordion__item"><div data-accordion-component="AccordionItemHeading" uuid="1" role="heading" class="accordion__heading" aria-level="3"><div class="accordion__button" id="accordion__heading-1" aria-disabled="false" aria-expanded="false" aria-controls="accordion__panel-1" role="button" tabindex="0" data-accordion-component="AccordionItemButton"><div class="jsx-1955866259 title-wrapper"><h5 tag="H5" id="retrieval" class="jsx-1955866259 pb-0">Retrieval</h5></div><div class="accordion__arrow"><svg class="icon-embed" width="14" height="9"><use href="/static-res/images/generic-icons.svg#chevron"></use></svg></div></div></div><div data-accordion-component="AccordionItemPanel" class="accordion__panel" id="accordion__panel-1" hidden=""><div class="AccordionTable_tableRow__KY4IU" style="grid-template-columns:repeat(3, 1fr)"><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"><p>Search embeddings</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>full support</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>full support (free)</p></div></div></div></div><div class="AccordionTable_tableRow__KY4IU" style="grid-template-columns:repeat(3, 1fr)"><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"><p>Search BM25</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>some support</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>full support (free)</p></div></div></div></div><div class="AccordionTable_tableRow__KY4IU" style="grid-template-columns:repeat(3, 1fr)"><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"><p>Hybrid search (BM25 + Vectors)</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>full support</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>full support (free)</p></div></div></div></div><div class="AccordionTable_tableRow__KY4IU" style="grid-template-columns:repeat(3, 1fr)"><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"><p>Filtering, faceting, aggregations </p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>full support</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>full support (free)</p></div></div></div></div><div class="AccordionTable_tableRow__KY4IU" style="grid-template-columns:repeat(3, 1fr)"><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"><p>Search autocomplete</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>no support</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>full support (free)</p></div></div></div></div><div class="AccordionTable_tableRow__KY4IU" style="grid-template-columns:repeat(3, 1fr)"><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"><p>Optimized for multiple data type (text, vector, geo)</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>some support</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>full support (free)</p></div></div></div></div></div></div></div><div class="wrapper"><div data-accordion-component="AccordionItem" class="accordion__item"><div data-accordion-component="AccordionItemHeading" uuid="2" role="heading" class="accordion__heading" aria-level="3"><div class="accordion__button" id="accordion__heading-2" aria-disabled="false" aria-expanded="false" aria-controls="accordion__panel-2" role="button" tabindex="0" data-accordion-component="AccordionItemButton"><div class="jsx-1955866259 title-wrapper"><h5 tag="H5" id="machine-learning" class="jsx-1955866259 pb-0">Machine learning </h5></div><div class="accordion__arrow"><svg class="icon-embed" width="14" height="9"><use href="/static-res/images/generic-icons.svg#chevron"></use></svg></div></div></div><div data-accordion-component="AccordionItemPanel" class="accordion__panel" id="accordion__panel-2" hidden=""><div class="AccordionTable_tableRow__KY4IU" style="grid-template-columns:repeat(3, 1fr)"><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"><p>Support for several embedding models </p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>full support</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>full support (paid)</p></div></div></div></div><div class="AccordionTable_tableRow__KY4IU" style="grid-template-columns:repeat(3, 1fr)"><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"><p>Built-in semantic search model</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>no support</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>full support (paid)</p></div></div></div></div><div class="AccordionTable_tableRow__KY4IU" style="grid-template-columns:repeat(3, 1fr)"><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"><p>Data inference pipelines</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>some support</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>full support (paid)</p></div></div></div></div></div></div></div><div class="wrapper"><div data-accordion-component="AccordionItem" class="accordion__item"><div data-accordion-component="AccordionItemHeading" uuid="3" role="heading" class="accordion__heading" aria-level="3"><div class="accordion__button" id="accordion__heading-3" aria-disabled="false" aria-expanded="false" aria-controls="accordion__panel-3" role="button" tabindex="0" data-accordion-component="AccordionItemButton"><div class="jsx-1955866259 title-wrapper"><h5 tag="H5" id="search-experience-tools" class="jsx-1955866259 pb-0">Search experience tools</h5></div><div class="accordion__arrow"><svg class="icon-embed" width="14" height="9"><use href="/static-res/images/generic-icons.svg#chevron"></use></svg></div></div></div><div data-accordion-component="AccordionItemPanel" class="accordion__panel" id="accordion__panel-3" hidden=""><div class="AccordionTable_tableRow__KY4IU" style="grid-template-columns:repeat(3, 1fr)"><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"><p>Ingest tools (web crawler*, connectors*, API framework, beats, fleet, agent)</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>some support</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>full support (*paid)</p></div></div></div></div><div class="AccordionTable_tableRow__KY4IU" style="grid-template-columns:repeat(3, 1fr)"><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"><p>Document and field level security</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>no support</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>full support (paid)</p></div></div></div></div></div></div></div><div class="wrapper"><div data-accordion-component="AccordionItem" class="accordion__item"><div data-accordion-component="AccordionItemHeading" uuid="4" role="heading" class="accordion__heading" aria-level="3"><div class="accordion__button" id="accordion__heading-4" aria-disabled="false" aria-expanded="false" aria-controls="accordion__panel-4" role="button" tabindex="0" data-accordion-component="AccordionItemButton"><div class="jsx-1955866259 title-wrapper"><h5 tag="H5" id="elastic-tools" class="jsx-1955866259 pb-0">Elastic tools</h5></div><div class="accordion__arrow"><svg class="icon-embed" width="14" height="9"><use href="/static-res/images/generic-icons.svg#chevron"></use></svg></div></div></div><div data-accordion-component="AccordionItemPanel" class="accordion__panel" id="accordion__panel-4" hidden=""><div class="AccordionTable_tableRow__KY4IU" style="grid-template-columns:repeat(3, 1fr)"><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"><p>Observability tools (Kibana)</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>no support</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>full support (free)</p></div></div></div></div><div class="AccordionTable_tableRow__KY4IU" style="grid-template-columns:repeat(3, 1fr)"><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"><p>Search UI components</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>no support</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>full support (free)</p></div></div></div></div><div class="AccordionTable_tableRow__KY4IU" style="grid-template-columns:repeat(3, 1fr)"><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"><p>Piped queries - ES|QL (coming soon)</p><div class="jsx-3187633613 info position-relative d-flex"><img src="/static-res/images/svg/icon-info-24-gray.svg" alt="info icon" class="jsx-3187633613"/><div class="jsx-3187633613 tooltips bs-tooltip-bottom paragraph-small shadow-light p-1"><a href="/blog/introduction-to-esql-new-query-language-flexible-iterative-analytics">Read blog</a></div></div></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>no support</p></div></div></div><div class="AccordionTable_tableColumn__ltDK5"><div class="AccordionTable_tableContent__FzTHS"><div class="AccordionTable_icons__6TgBj"></div><div class="mt-2"><p>full support (free)</p></div></div></div></div></div></div></div></div></div></div></div></section><div class="layout layout-07"></div><div style="border-radius:" data-component-theme="" class="jsx-2708654176 card-deck-container"><div class="jsx-1383953900 title-text-one-column"><div class="jsx-1383953900 container"><div class="col-md-8 offset-md-2 text-center"><div class="jsx-1955866259 title-wrapper"><h2 tag="H2" id="elasticsearch-—-in-action" class="jsx-1955866259 h3">Elasticsearch — in action</h2></div><div class="title-text-desc paragraph-large"><p>See how organizations are building AI search applications to improve customer experience and help users find exactly what they're looking for.</p></div><div class="title-text-footer"><div class="cta-group align-items-center justify-content-center text-center"><div><a class="button mt-4 btn-tertiary" href="/customers/success-stories?usecase=enterprise-search&industry=All"><span class="jsx-1596590093 btn-copy">See more customer stories</span><svg class="icon-embed" width="27" height="15"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div></div></div></div></div></div><div class="jsx-2708654176 container"><div class="layout layout-05"></div><ul class="card-deck-items card-grid card-grid-3x1" data-component-theme="light"><li class="jsx-1443386464 card-list"><div style="border-radius:10px" class="jsx-1443386464 card-wrapper"><div style="border-radius:10px" data-component-theme="light" class="jsx-1443386464 card-container card card-outline-none shadow-light card-image-center card-large-padding card-content-center"><div class="card-border card-border-top bg-elastic-blue"></div><div class="card-top"><div><div class="card-topic-heading"><h2 class="topic-heading">Customer spotlight</h2></div></div><div><div class="card-image"><img src="https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltd285bad35e35efe7/672be08d74ab3e72a0315203/logoparade-reed.png" class="img-fluid logo" alt=""/></div></div><div><div class="card-paragraph"><p>Reed, the UK's largest recruiter, brings job searchers and employers together using vector embeddings in Elasticsearch.</p></div></div></div><div class="card-footer"><div><div class="inline-flex-align-items-baseline justify-content-center text-center"><a class="button stretched-link btn-tertiary" href="/customers/reed"><span class="jsx-1596590093 btn-copy">Learn more</span><svg class="icon-embed" width="27" height="15"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div></div></div></div></div></li><li class="jsx-1443386464 card-list"><div style="border-radius:10px" class="jsx-1443386464 card-wrapper"><div style="border-radius:10px" data-component-theme="light" class="jsx-1443386464 card-container card card-outline-none shadow-light card-image-center card-large-padding card-content-center"><div class="card-border card-border-top bg-elastic-blue"></div><div class="card-top"><div><div class="card-topic-heading"><h2 class="topic-heading">Customer spotlight</h2></div></div><div><div class="card-image"><img src="https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltd71884cd9126424d/672be14a4b8f2a1dfb3d5020/logoparade-stack-overflow.png" class="img-fluid logo" alt=""/></div></div><div><div class="card-paragraph"><p>Stack Overflow combines the power of human experts with generative AI to accelerate the retrieval of trusted information from developer knowledge bases.</p></div></div></div><div class="card-footer"><div><div class="inline-flex-align-items-baseline justify-content-center text-center"><a class="button stretched-link btn-tertiary" href="/customers/stack-overflow"><span class="jsx-1596590093 btn-copy">Learn more</span><svg class="icon-embed" width="27" height="15"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div></div></div></div></div></li><li class="jsx-1443386464 card-list"><div style="border-radius:10px" class="jsx-1443386464 card-wrapper"><div style="border-radius:10px" data-component-theme="light" class="jsx-1443386464 card-container card card-outline-none shadow-light card-image-center card-large-padding card-content-center"><div class="card-border card-border-top bg-elastic-blue"></div><div class="card-top"><div><div class="card-topic-heading"><h2 class="topic-heading">Customer spotlight</h2></div></div><div><div class="card-image"><img src="https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltc7640649f037a557/654435f1039e2c00189e1242/logoparade-adobe.png" class="img-fluid logo" alt=""/></div></div><div><div class="card-paragraph"><p>Adobe scales, manages multiple use cases, and puts machine learning features to work with Elastic.</p></div></div></div><div class="card-footer"><div><div class="inline-flex-align-items-baseline justify-content-center text-center"><a class="button stretched-link btn-tertiary" href="/elasticon/archive/2021/global/search-and-discovery-at-adobe-powered-by-ml-and-elasticsearch"><span class="jsx-1596590093 btn-copy">Learn more</span><svg class="icon-embed" width="27" height="15"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div></div></div></div></div></li></ul></div></div><div class="layout layout-07"></div><div style="border-radius:" data-component-theme="" class="jsx-2708654176 card-deck-container"><div class="jsx-1383953900 title-text-one-column"><div class="jsx-1383953900 container"><div class="col-md-8 offset-md-2 text-center"><div class="jsx-1955866259 title-wrapper"><h2 id="get-started-implementing-vector-search" class="jsx-1955866259 pb-0 h3">Get started implementing vector search</h2></div></div></div></div><div class="jsx-2708654176 container"><div class="layout layout-05"></div><ul class="card-deck-items card-grid card-grid-3x1" data-component-theme="light"><li class="jsx-1443386464 card-list"><div style="border-radius:10px" class="jsx-1443386464 card-wrapper"><div style="border-radius:10px" data-component-theme="light" class="jsx-1443386464 card-container card card-outline card-image-left card-large-padding card-content-left"><div class="card-top"><div><div class="card-title"><div class="jsx-1955866259 title-wrapper"><h3 tag="H3" id="blogs" class="jsx-1955866259 h6">Blogs</h3></div></div></div></div><div class="card-footer"><div><div class="d-flex flex-column justify-content-start text-start"><a class="button btn-tertiary" href="https://www.elastic.co/search-labs/blog/category/vector-database"><span class="jsx-1596590093 btn-copy">Search Labs</span><svg class="icon-embed" width="27" height="15"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a><a class="button btn-tertiary" href="https://www.elastic.co/search-labs/blog/vector-search-improvements"><span class="jsx-1596590093 btn-copy">A timeline of vector search innovations</span><svg class="icon-embed" width="27" height="15"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div></div></div></div></div></li><li class="jsx-1443386464 card-list"><div style="border-radius:10px" class="jsx-1443386464 card-wrapper"><div style="border-radius:10px" data-component-theme="light" class="jsx-1443386464 card-container card card-outline card-image-left card-large-padding card-content-left"><div class="card-top"><div><div class="card-title"><div class="jsx-1955866259 title-wrapper"><h3 tag="H3" id="webinars" class="jsx-1955866259 h6">Webinars</h3></div></div></div></div><div class="card-footer"><div><div class="d-flex flex-column justify-content-start text-start"><a class="button btn-tertiary" href="/virtual-events/vector-databases-fast-track-production"><span class="jsx-1596590093 btn-copy">Fast-track to production: Vector databases with Elastic and LlamaIndex</span><svg class="icon-embed" width="27" height="15"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a><a class="button btn-tertiary" href="/virtual-events/getting-started-semantic-search-excellence"><span class="jsx-1596590093 btn-copy">Semantic search excellence: Getting started with AI</span><svg class="icon-embed" width="27" height="15"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div></div></div></div></div></li><li class="jsx-1443386464 card-list"><div style="border-radius:10px" class="jsx-1443386464 card-wrapper"><div style="border-radius:10px" data-component-theme="light" class="jsx-1443386464 card-container card card-outline card-image-left card-large-padding card-content-left"><div class="card-top"><div><div class="card-title"><div class="jsx-1955866259 title-wrapper"><h3 tag="H3" id="demo-projects" class="jsx-1955866259 h6">Demo projects</h3></div></div></div></div><div class="card-footer"><div><div class="d-flex flex-column justify-content-start text-start"><a class="button btn-tertiary" href="https://github.com/elastic/elasticsearch-labs/tree/main/supporting-blog-content/ElasticDocs_GPT"><span class="jsx-1596590093 btn-copy">AI search: ChatGPT for Elasticsearch docs</span><svg class="icon-embed" width="27" height="15"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a><a class="button btn-tertiary" href="https://github.com/elastic/elasticsearch-labs/"><span class="jsx-1596590093 btn-copy">Try more examples from Elasticsearch Labs</span><svg class="icon-embed" width="27" height="15"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div></div></div></div></div></li></ul></div></div><div class="layout layout-07"></div><section aria-labelledby="frequently-asked-questions" data-component-theme="" itemscope="" itemType="https://schema.org/FAQPage" class="jsx-3636536621 AccordionFAQ_accordionFaq__I8jS2"><script type="application/ld+json">{"@context":"https://schema.org","@type":"FAQPage","mainEntity":[[{"@type":"Question","name":"What is a vector database and how does it work?","acceptedAnswer":{"@type":"Answer","text":"<p>A <a href=\"/what-is/vector-database\">vector database</a> stores information as vectors, which are numerical representations of data objects, also known as vector embeddings. It uses vector embeddings for multi-modal search across a massive data set of structured, unstructured, and semi-structured data, such as images, text, videos and audio. Vector databases are built to manage vector embeddings and therefore offer a complete solution for data management.</p>"}},{"@type":"Question","name":"What are vector embeddings?","acceptedAnswer":{"@type":"Answer","text":"<p><a href=\"/what-is/vector-embedding\">Vector embeddings</a> leverage a machine learning model to translate text into numbers, allowing you to perform vector searches. By converting data into vectors, embeddings make it easier to compare, search, and analyze similarities between items in this space.</p>"}},{"@type":"Question","name":"What are the benefits of a vector database?","acceptedAnswer":{"@type":"Answer","text":"<p>A vector database offers efficiency at scale by enabling seamless data migration across on-premises and cloud environments and providing storage for vector embeddings. Vector databases excel at similarity search, allowing you to find related items easily, which is essential for recommendation systems, image search, and content discovery. With semantic search capabilities, they go beyond simple keyword matching to deliver results based on meaning and context. By storing vector embeddings, they support AI and machine learning applications, making it easier to deploy NLP and recommendation models.</p>"}},{"@type":"Question","name":"Is Elasticsearch a vector database?","acceptedAnswer":{"@type":"Answer","text":"<p>Yes, Elasticsearch is the world's most widely deployed, <a href=\"https://www.elastic.co/blog/elasticsearch-is-open-source-again\">open source</a> vector database offering you an efficient way to create, store, and search vector embeddings at scale. With Elastic's enterprise-ready vector database, you achieve fast query times and optimal performance, even with rapidly changing data. Built to scale, it delivers relevant, personalized search results while simplifying development processes.</p>"}},{"@type":"Question","name":"Why choose Elastic as your vector database?","acceptedAnswer":{"@type":"Answer","text":"<p>Elastic offers all the benefits of a powerful vector database along with <a href=\"https://www.elastic.co/guide/en/elasticsearch/reference/current/secure-cluster.html\">built-in security</a>, <a href=\"/trust\">regulatory compliance</a>, and high availability. With over a decade of expertise in search, Elastic ensures top-tier search relevance and <a href=\"/enterprise-search/deployment\">flexible deployment options</a>. As a unified platform, Elastic minimizes tool sprawl and technical debt while delivering accurate answers with clear source citations.</p>"}}]]}</script><div class="container"><div class="row"><div class="col"><div class="jsx-1383953900 title-text-one-column"><div class="jsx-1383953900 container"><div class="col-md-8 offset-md-2 text-center"><div class="jsx-1955866259 title-wrapper"><h2 tag="H2" id="frequently-asked-questions" class="jsx-1955866259 pb-0 h3">Frequently asked questions</h2></div></div></div></div><div class="layout layout-05"></div><div data-accordion-component="Accordion" class="accordion" role="none"><div><div data-accordion-component="AccordionItem" class="accordion__item"><div data-accordion-component="AccordionItemHeading" role="heading" class="accordion__heading" aria-level="3"><div class="accordion__button" id="accordion__heading-0" aria-disabled="false" aria-expanded="true" aria-controls="accordion__panel-0" role="button" tabindex="0" data-accordion-component="AccordionItemButton"><div class="jsx-1955866259 title-wrapper"><h2 tag="H2" id="what-is-a-vector-database-and-how-does-it-work" class="jsx-1955866259 h5 pb-0 pr-4">What is a vector database and how does it work?</h2></div><div class="accordion__arrow"><svg class="icon-embed" width="14" height="9"><use href="/static-res/images/generic-icons.svg#chevron"></use></svg></div></div></div><div data-accordion-component="AccordionItemPanel" class="accordion__body" id="accordion__panel-0"><p>A <a href="/what-is/vector-database">vector database</a> stores information as vectors, which are numerical representations of data objects, also known as vector embeddings. It uses vector embeddings for multi-modal search across a massive data set of structured, unstructured, and semi-structured data, such as images, text, videos and audio. Vector databases are built to manage vector embeddings and therefore offer a complete solution for data management.</p></div></div></div><div><div data-accordion-component="AccordionItem" class="accordion__item"><div data-accordion-component="AccordionItemHeading" role="heading" class="accordion__heading" aria-level="3"><div class="accordion__button" id="accordion__heading-1" aria-disabled="false" aria-expanded="false" aria-controls="accordion__panel-1" role="button" tabindex="0" data-accordion-component="AccordionItemButton"><div class="jsx-1955866259 title-wrapper"><h2 tag="H2" id="what-are-vector-embeddings" class="jsx-1955866259 h5 pb-0 pr-4">What are vector embeddings?</h2></div><div class="accordion__arrow"><svg class="icon-embed" width="14" height="9"><use href="/static-res/images/generic-icons.svg#chevron"></use></svg></div></div></div><div data-accordion-component="AccordionItemPanel" class="accordion__body" id="accordion__panel-1" hidden=""><p><a href="/what-is/vector-embedding">Vector embeddings</a> leverage a machine learning model to translate text into numbers, allowing you to perform vector searches. By converting data into vectors, embeddings make it easier to compare, search, and analyze similarities between items in this space.</p></div></div></div><div><div data-accordion-component="AccordionItem" class="accordion__item"><div data-accordion-component="AccordionItemHeading" role="heading" class="accordion__heading" aria-level="3"><div class="accordion__button" id="accordion__heading-2" aria-disabled="false" aria-expanded="false" aria-controls="accordion__panel-2" role="button" tabindex="0" data-accordion-component="AccordionItemButton"><div class="jsx-1955866259 title-wrapper"><h2 tag="H2" id="what-are-the-benefits-of-a-vector-database" class="jsx-1955866259 h5 pb-0 pr-4">What are the benefits of a vector database?</h2></div><div class="accordion__arrow"><svg class="icon-embed" width="14" height="9"><use href="/static-res/images/generic-icons.svg#chevron"></use></svg></div></div></div><div data-accordion-component="AccordionItemPanel" class="accordion__body" id="accordion__panel-2" hidden=""><p>A vector database offers efficiency at scale by enabling seamless data migration across on-premises and cloud environments and providing storage for vector embeddings. Vector databases excel at similarity search, allowing you to find related items easily, which is essential for recommendation systems, image search, and content discovery. With semantic search capabilities, they go beyond simple keyword matching to deliver results based on meaning and context. By storing vector embeddings, they support AI and machine learning applications, making it easier to deploy NLP and recommendation models.</p></div></div></div><div><div data-accordion-component="AccordionItem" class="accordion__item"><div data-accordion-component="AccordionItemHeading" role="heading" class="accordion__heading" aria-level="3"><div class="accordion__button" id="accordion__heading-3" aria-disabled="false" aria-expanded="false" aria-controls="accordion__panel-3" role="button" tabindex="0" data-accordion-component="AccordionItemButton"><div class="jsx-1955866259 title-wrapper"><h2 tag="H2" id="is-elasticsearch-a-vector-database" class="jsx-1955866259 h5 pb-0 pr-4">Is Elasticsearch a vector database?</h2></div><div class="accordion__arrow"><svg class="icon-embed" width="14" height="9"><use href="/static-res/images/generic-icons.svg#chevron"></use></svg></div></div></div><div data-accordion-component="AccordionItemPanel" class="accordion__body" id="accordion__panel-3" hidden=""><p>Yes, Elasticsearch is the world's most widely deployed, <a href="https://www.elastic.co/blog/elasticsearch-is-open-source-again">open source</a> vector database offering you an efficient way to create, store, and search vector embeddings at scale. With Elastic's enterprise-ready vector database, you achieve fast query times and optimal performance, even with rapidly changing data. Built to scale, it delivers relevant, personalized search results while simplifying development processes.</p></div></div></div><div><div data-accordion-component="AccordionItem" class="accordion__item"><div data-accordion-component="AccordionItemHeading" role="heading" class="accordion__heading" aria-level="3"><div class="accordion__button" id="accordion__heading-4" aria-disabled="false" aria-expanded="false" aria-controls="accordion__panel-4" role="button" tabindex="0" data-accordion-component="AccordionItemButton"><div class="jsx-1955866259 title-wrapper"><h2 tag="H2" id="why-choose-elastic-as-your-vector-database" class="jsx-1955866259 h5 pb-0 pr-4">Why choose Elastic as your vector database?</h2></div><div class="accordion__arrow"><svg class="icon-embed" width="14" height="9"><use href="/static-res/images/generic-icons.svg#chevron"></use></svg></div></div></div><div data-accordion-component="AccordionItemPanel" class="accordion__body" id="accordion__panel-4" hidden=""><p>Elastic offers all the benefits of a powerful vector database along with <a href="https://www.elastic.co/guide/en/elasticsearch/reference/current/secure-cluster.html">built-in security</a>, <a href="/trust">regulatory compliance</a>, and high availability. With over a decade of expertise in search, Elastic ensures top-tier search relevance and <a href="/enterprise-search/deployment">flexible deployment options</a>. As a unified platform, Elastic minimizes tool sprawl and technical debt while delivering accurate answers with clear source citations.</p></div></div></div></div></div></div></div></section><div class="layout layout-07"></div></div></main><div id="elastic-footer"></div><footer class="Footer_footer__Q5T55" aria-label="footer"><div class="Footer_footerWrapper__yhyD_ bg-dark-ink" data-component-theme="dark"><div class="container"><div class="row Footer_footerTop__2eyMt"><div class="Footer_footerNav__LFrAZ"><div><div><div class="Footer_logo__EaWBg"><a href="/"><img src="https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltf8467a95eaa27e4a/6638d7da0d02e4e98155aaa3/logo-tagline_secondary_all_white-177.svg" alt="Elastic home"/></a></div></div><div><div class="Footer_followUs__Y4Nvp"><div><h2 class="topic-heading">Follow us</h2></div><ul class="Footer_socialIconList__eaA5a"><li class="LinkedIn"><a id="footer_linkedin" href="https://www.linkedin.com/company/elastic-co"><img 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1,\n\t\t\"model_id\": \".multilingual-e5-small\"\n }\n}\n","cta_group":[]}},{"code":{"tab_title_l10n":"Generate embeddings","_metadata":{"uid":"cs0d01f60c1ee76451"},"tab_subtitle_l10n":"","tab_url":"#generate-embeddings","tab_paragraph_l10n":"\u003cp\u003eCapture meaning, context, and associations by transforming data into data in dense vectors. \u003ca href=\"/blog/how-to-deploy-nlp-text-embeddings-and-vector-search\"\u003eCreate embeddings blog\u003c/a\u003e\u003c/p\u003e","code_block":"\n\nPOST _inference/my-e5-endpoint\n{\n \"input\": \"How many adult mallard ducks fit in an american football field?\"\n}\n\n","cta_group":[]}},{"code":{"tab_title_l10n":"Index embeddings","_metadata":{"uid":"csbf577fbab24b1cd1"},"tab_subtitle_l10n":"","tab_url":"#index-embeddings","tab_paragraph_l10n":"\u003cp\u003eElasticsearch's vector storage is based on Lucene's HNSW algorithm which exceeds comparative \u003ca href=\"https://ann-benchmarks.com/glove-100-angular_10_angular.html\"\u003ebenchmarks\u003c/a\u003e (see 'luceneknn').\u003c/p\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/search-labs/blog/vector-search-elasticsearch-rationale\"\u003eOur vector search approach\u003c/a\u003e\u003c/p\u003e","code_block":"PUT my-index\n{\n \"mappings\": {\n \"properties\": {\n \"my_vector\": {\n \"type\": \"dense_vector\"\n },\n \"my_text\" : {\n \"type\" : \"text\"\n },\n \"category\": {\n \"type\": \"text\"\n }\n }\n }\n}\n\n\n\n# Index a document\nPUT my-index/_doc/2\n{\n \"my_vector\" : [\n 0.018743202,\n -0.011059246,\n …\n 0.05155631,\n 0.04044561\n ],\n \"my_text\" :\"57,000 average sized mallard ducks fit on an American football field\",\n\"category\" : \"weird_stats\"\n}\n","cta_group":[]}},{"code":{"tab_title_l10n":"Search embeddings ","_metadata":{"uid":"cs2aa1ddd8e8da682b"},"tab_subtitle_l10n":"","tab_url":"#search-embeddings","tab_paragraph_l10n":"\u003cp\u003eRun kNN search to fit your use case — apply the ANN algorithm for speed and scale using Lucene's HNSW index or exact match.\u003c/p\u003e\u003cp\u003eExplore \u003ca href=\"/blog/introducing-approximate-nearest-neighbor-search-in-elasticsearch-8-0\"\u003eANN\u003c/a\u003e and \u003ca href=\"https://www.elastic.co/guide/en/elasticsearch/reference/current/knn-search.html#knn-semantic-search\"\u003eKNN\u003c/a\u003e.\u003c/p\u003e","code_block":"\nGET /my-index/_search\n{\n \"retriever\": {\n \"knn\": { \n \"field\": \"my_vector\", \n \"query_vector_builder\":{\n \"text_embedding\": {\n \"model_id\": \"my-e5-endpoint\",\n \"model_text\": \"How many adult mallard ducks fit in an american football field??\"\n }\n }, \n \"k\": 10, \n \"num_candidates\": 10 \n }\n }\n}\n\n\n","cta_group":[]}},{"code":{"tab_title_l10n":"Use filters and faceting to refine search","_metadata":{"uid":"cs4e183e22ca872002"},"tab_subtitle_l10n":"","tab_url":"#use-filters","tab_paragraph_l10n":"\u003cp\u003eRely on Elasticsearch's rich framework of filtering and faceting capabilities available for vector search for building intuitive end-user applications.\u003c/p\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/guide/en/elasticsearch/reference/current/knn-search.html#knn-search-filter-example\"\u003eRead about kNN filtering\u003c/a\u003e\u003c/p\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/guide/en/elasticsearch/reference/current/search-aggregations.html\"\u003eLearn more about faceting\u003c/a\u003e\u003c/p\u003e","code_block":"GET /my-index/_search\n{\n \"retriever\": {\n \"knn\": {\n \"field\": \"my_vector\",\n \"query_vector_builder\":{\n \"text_embedding\": {\n \"model_id\": \"my-e5-endpoint\",\n \"model_text\": \"How many adult mallard ducks fit in an american football field??\"\n }\n }, \n \"k\": 10,\n \"num_candidates\": 10,\n \"filter\": [\n {\n \"term\": {\n \"category\": \"weird_stats\"\n }\n }\n ]\n }\n }\n}\n\n","cta_group":[]}},{"code":{"tab_title_l10n":"Combine retrieval methods with hybrid search","_metadata":{"uid":"csd486e277cc7f590d"},"tab_subtitle_l10n":"","tab_url":"#combine-retrieval-methods","tab_paragraph_l10n":"\u003cp\u003eWith hybrid retrieval, pick from retrieval methods that deliver the best results for your use case: BM25, Elastic's trained sparse encoder model (\u003ca href=\"https://www.elastic.co/guide/en/machine-learning/current/ml-nlp-elser.html\"\u003eELSER\u003c/a\u003e), or dense vectors.\u003c/p\u003e\u003cp\u003e\u003ca href=\"https://www.youtube.com/watch?v=YO4pypfv_FQ\"\u003eWatch video about hybrid search\u003c/a\u003e\u003c/p\u003e","code_block":"\nGET /my-index/_search\n{\n \"retriever\": {\n \"rrf\": {\n \"retrievers\": [\n {\n \"standard\": {\n \"query\": {\n \"bool\": {\n \"filter\": [\n {\n \"term\": {\n \"category\": \"weird_stats\"\n }\n }\n ]\n }\n }\n }\n },\n {\n \"knn\": {\n \"field\": \"vector\",\n \"query_vector_builder\": {\n \"text_embedding\": {\n \"model_id\": \"my-e5-endpoint\",\n \"model_text\": \"How many adult mallard ducks fit in an american football field??\"\n }\n },\n \"k\": 10,\n \"num_candidates\": 10\n }\n }\n ],\n \"rank_constant\": 1,\n \"rank_window_size\": 50\n }\n }\n}\n\n","cta_group":[]}},{"code":{"tab_title_l10n":"Apply document-level security and compliance authorization","_metadata":{"uid":"cs8627259dca4a3da2"},"tab_subtitle_l10n":"","tab_url":"#apply-security","tab_paragraph_l10n":"\u003cp\u003eAssign granular role-based access controls with document- and field-level security with coverage across widely adopted compliance frameworks.\u003c/p\u003e\u003cp\u003e\u003ca href=\"https://www.elastic.co/guide/en/elasticsearch/reference/current/authorization.html\"\u003eSet up authorization\u003c/a\u003e\u003c/p\u003e\u003cp\u003e\u003ca href=\"/security-and-compliance\"\u003eSet up compliance\u003c/a\u003e\u003c/p\u003e","code_block":"POST /_security/role/employee_role {\n \"indices\": [\n {\n \"names\": [ \"example-index\" ],\n \"privileges\": [ \"read\" ],\n \"field_security\" : 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