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With ESRE, we're providing a toolkit to build AI powered search experiences. Let users express their queries in natural language, in the form of a question or a description of the kind of information they seek. Combine this natural language capability with Generative AI to further enhance these models' abilities with context from your own, private or proprietary data.</p>"}},{"@type":"Question","name":"How are Elasticsearch and Elasticsearch Relevance Engine different?","acceptedAnswer":{"@type":"Answer","text":"<p>Capabilities included with Elasticsearch Relevance Engine are designed to use Elasticsearch as an underlying storage and search technology. Developers can use the Elastic API or familiar tools, such as Kibana, to interact with capabilities that make up Elasticsearch Relevance Engine.</p>"}},{"@type":"Question","name":"What is Elastic Learned Sparse Encoder?","acceptedAnswer":{"@type":"Answer","text":"<p>Elastic Learned Sparse Encoder is a model built by Elastic for high relevance semantic search across a variety of domains. Currently, an English-only machine learning model, it captures the relationships between meanings and words for information retrieval. Interested in benchmark tests with our new retrieval model? Watch this <a href=\"https://youtu.be/N6sBqdGfXFo?t=376\">video</a> to learn more.</p>"}},{"@type":"Question","name":"What is a transformer, and is Elastic Learned Sparse Encoder a transformer model?","acceptedAnswer":{"@type":"Answer","text":"<p>A transformer is a deep neural network architecture which serves as the basis for LLMs. Transformers consist of various components and can be composed of encoders, decoders, and many \"deep\"neural network layers with many millions (or even billions) of parameters. They are typically trained on very large corpus of text like data on the Internet, and can be fine-tuned to perform a variety of NLP tasks. Our new retrieval model uses a transformer architecture but consists only of an encoder designed specifically for semantic search across a wide variety of domains.</p>"}},{"@type":"Question","name":"How do I get started with Elasticsearch Relevance Engine? 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.mktoForm .mktoFieldWrap input[type=text],#marketo-fe-form .mktoForm .mktoFieldWrap input[type=email],#marketo-fe-form .mktoForm .mktoFieldWrap input[type=number],#marketo-fe-form .mktoForm .mktoFieldWrap input[type=tel],#marketo-fe-form .mktoForm .mktoFieldWrap input[type=url],#marketo-fe-form .mktoForm .mktoFieldWrap select{width:100% !important;color:var(--color-ink);height:50px;line-height:40px !important;min-width:190px;padding:8px !important;font-size:14px;font-weight:400;border:1px solid var(--color-dark-gray);border-radius:0;position:relative;z-index:1;}#marketo-fe-form .mktoForm .mktoFieldWrap input[type=text]:focus,#marketo-fe-form .mktoForm .mktoFieldWrap input[type=email]:focus,#marketo-fe-form .mktoForm .mktoFieldWrap input[type=number]:focus,#marketo-fe-form .mktoForm .mktoFieldWrap input[type=tel]:focus,#marketo-fe-form .mktoForm .mktoFieldWrap input[type=url]:focus,#marketo-fe-form .mktoForm .mktoFieldWrap select:focus{border-bottom:2px solid var(--color-elastic-blue);outline:none !important;}#marketo-fe-form .mktoForm .mktoFieldWrap input[type=text].mktoInvalid,#marketo-fe-form .mktoForm .mktoFieldWrap input[type=email].mktoInvalid,#marketo-fe-form .mktoForm .mktoFieldWrap input[type=number].mktoInvalid,#marketo-fe-form .mktoForm .mktoFieldWrap input[type=tel].mktoInvalid,#marketo-fe-form .mktoForm .mktoFieldWrap input[type=url].mktoInvalid,#marketo-fe-form .mktoForm .mktoFieldWrap select.mktoInvalid{border-bottom:2px solid var(--color-dark-orange);}#marketo-fe-form .mktoForm .mktoFieldWrap input[type=text].mktoInvalid:focus,#marketo-fe-form .mktoForm .mktoFieldWrap input[type=email].mktoInvalid:focus,#marketo-fe-form .mktoForm .mktoFieldWrap input[type=number].mktoInvalid:focus,#marketo-fe-form .mktoForm .mktoFieldWrap input[type=tel].mktoInvalid:focus,#marketo-fe-form .mktoForm .mktoFieldWrap input[type=url].mktoInvalid:focus,#marketo-fe-form .mktoForm .mktoFieldWrap select.mktoInvalid:focus{border-bottom:2px solid 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.mktoCheckboxList>label{font-size:14px;margin-bottom:8px;margin-left:32px;min-height:25px;margin-top:-2px;}#marketo-fe-form .mktoForm .mktoFieldWrap .mktoHtmlText{width:100% !important;}#marketo-fe-form .mktoForm .mktoFieldWrap .mktoGutter.mktoHasWidth{display:none;}#marketo-fe-form .mktoForm .mktoFieldWrap .mktoError{left:0;right:unset !important;bottom:unset !important;position:relative !important;z-index:0;}#marketo-fe-form .mktoForm .mktoFieldWrap .mktoError .mktoErrorArrowWrap{display:none;}#marketo-fe-form .mktoForm .mktoFieldWrap .mktoError .mktoErrorMsg{background-image:none !important;background-color:transparent !important;border:none !important;max-width:unset !important;box-shadow:none !important;text-shadow:none !important;color:var(--color-dark-orange) !important;font-size:14px !important;line-height:24px !important;margin-top:4px !important;padding-left:0;clear:both;}#marketo-fe-form .mktoForm .mktoFieldWrap .mktoError .mktoErrorMsg .mktoErrorDetail{display:inline !important;}#marketo-fe-form .mktoForm .mktoOffset,#marketo-fe-form .mktoForm .mktoRequiredField .mktoAsterix{display:none;}#marketo-fe-form .mktoForm .mktoButtonRow{width:100%;}#marketo-fe-form .mktoForm .mktoButtonRow .mktoButtonWrap{margin-left:unset !important;}#marketo-fe-form .mktoForm .mktoButtonRow .mktoButtonWrap .mktoButton{background:var(--color-elastic-blue);color:var(--color-white);display:inline-block;font-size:16px;font-weight:600;font-family:"MierB","Inter",Arial,sans-serif;height:50px;line-height:30px;margin:0;min-width:150px;padding:0 16px !important;text-align:center;text-transform:none;width:100%;border-top:1px solid var(--color-elastic-blue);border-right:1px solid var(--color-elastic-blue);border-bottom:1px solid var(--color-elastic-blue);border-left:1px solid var(--color-elastic-blue);-webkit-border-radius:4px !important;-moz-border-radius:4px !important;-ms-border-radius:4px !important;border-radius:4px !important;-moz-transition:all 200ms ease-in;-webkit-transition:all 200ms ease-in;-o-transition:all 200ms ease-in;-ms-transition:all 200ms ease-in;transition:all 200ms ease-in;}#marketo-fe-form .mktoForm .mktoButtonRow .mktoButtonWrap .mktoButton:hover{background:var(--color-dark-blue);border-color:var(--color-dark-blue);outline:none !important;}#marketo-fe-form .mktoForm .mktoButtonRow .mktoButtonWrap .mktoButton:active,#marketo-fe-form .mktoForm .mktoButtonRow .mktoButtonWrap .mktoButton:focus,#marketo-fe-form .mktoForm .mktoButtonRow .mktoButtonWrap .mktoButton:active:focus{border-color:var(--color-light-blue);outline:none !important;}.error-message{color:var(--color-dark-orange);font-size:14px;}#fallback-form{position:relative;}#fallback-form .fallback-form-title{font-weight:600;padding-bottom:10px;}#fallback-form .debug{border:1px solid red;color:red;position:absolute;top:-20px;display:none;}#fallback-form .input-wrapper p{font-size:12px;line-height:18px;}#fallback-form form.fallback{position:relative;text-align:left;max-width:100%;}#fallback-form form.fallback .input-wrapper input{width:100%;outline:none;}#fallback-form form.fallback .input-wrapper input[type=text],#fallback-form form.fallback .input-wrapper input[type=email],#fallback-form form.fallback .input-wrapper input[type=number],#fallback-form form.fallback .input-wrapper input[type=tel],#fallback-form form.fallback .input-wrapper input[type=url],#fallback-form form.fallback .input-wrapper select{width:100% !important;color:var(--color-ink);height:50px;max-height:50px;line-height:40px !important;min-width:190px;padding-left:8px !important;padding-right:8px !important;font-size:14px;font-weight:400;border-radius:0;border:1px solid var(--color-dark-gray);}#fallback-form form.fallback .input-wrapper input[type=text]:focus,#fallback-form form.fallback .input-wrapper input[type=email]:focus,#fallback-form form.fallback .input-wrapper input[type=number]:focus,#fallback-form form.fallback .input-wrapper input[type=tel]:focus,#fallback-form form.fallback .input-wrapper input[type=url]:focus,#fallback-form form.fallback .input-wrapper select:focus{border-bottom:2px solid var(--color-elastic-blue);outline:none !important;}#fallback-form form.fallback .input-wrapper input[type=text].mktoInvalid,#fallback-form form.fallback .input-wrapper input[type=email].mktoInvalid,#fallback-form form.fallback .input-wrapper input[type=number].mktoInvalid,#fallback-form form.fallback .input-wrapper input[type=tel].mktoInvalid,#fallback-form form.fallback .input-wrapper input[type=url].mktoInvalid,#fallback-form form.fallback .input-wrapper select.mktoInvalid{border-bottom:2px solid var(--color-dark-orange);}#fallback-form form.fallback .input-wrapper input[type=text].mktoInvalid:focus,#fallback-form form.fallback .input-wrapper input[type=email].mktoInvalid:focus,#fallback-form form.fallback .input-wrapper input[type=number].mktoInvalid:focus,#fallback-form form.fallback .input-wrapper input[type=tel].mktoInvalid:focus,#fallback-form form.fallback .input-wrapper input[type=url].mktoInvalid:focus,#fallback-form form.fallback .input-wrapper select.mktoInvalid:focus{border-bottom:2px solid var(--color-elastic-blue);}#fallback-form form.fallback .input-wrapper textarea{border:1px solid var(--color-dark-gray);height:4.5em;width:100% !important;margin-bottom:32px;}#fallback-form form.fallback .input-wrapper textarea:focus{outline:none;border-bottom:2px solid var(--color-elastic-blue);}#fallback-form form.fallback .input-wrapper textarea.mktoInvalid{border-bottom:2px solid var(--color-dark-orange);}#fallback-form form.fallback .input-wrapper textarea.mktoInvalid:focus{border-bottom:2px solid var(--color-elastic-blue);}#fallback-form form.fallback .input-wrapper input[type=checkbox]{height:auto !important;position:relative;width:16px !important;}#fallback-form form.fallback .input-wrapper 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.input-wrapper::-moz-placeholder{font-size:14px;line-height:24px;}#fallback-form form.fallback .input-wrapper:-ms-input-placeholder{font-size:14px;line-height:24px;}#fallback-form form.fallback .input-wrapper:-moz-placeholder{font-size:14px;line-height:24px;}#fallback-form form.fallback label{font-size:14px;font-weight:600;line-height:24px !important;text-align:left;width:100% !important;margin-bottom:0;margin-top:24px;}#fallback-form form.fallback .asterix{font-weight:700;color:var(--color-dark-orange);}#fallback-form form.fallback .submit-form{cursor:pointer;min-width:140px;width:max-content;padding-right:16px;padding-left:16px;-webkit-transition:all 200ms ease-in;transition:all 200ms ease-in;background-color:var(--color-elastic-blue);color:var(--color-white);height:50px;font-weight:700;text-align:center;letter-spacing:0.025em;margin:0;border:1px solid var(--color-elastic-blue);border-radius:4px;cursor:pointer;}#fallback-form form.fallback .submit-form:hover{background:var(--color-dark-blue);border-color:var(--color-dark-blue);}#fallback-form form.fallback .submit-form:active{border-color:var(--color-light-blue);}#fallback-form form.fallback .submit-form:focus{box-shadow:none;}.mkto-form-wrapper.long-form #marketo-fe-form .mktoForm .mktoFieldWrap,.marketo-form.long-form #marketo-fe-form .mktoForm .mktoFieldWrap{margin-bottom:24px;}.mkto-form-wrapper.long-form #marketo-fe-form .mktoForm .mktoFieldWrap input[type=text],.mkto-form-wrapper.long-form #marketo-fe-form .mktoForm .mktoFieldWrap input[type=email],.mkto-form-wrapper.long-form #marketo-fe-form .mktoForm .mktoFieldWrap input[type=number],.mkto-form-wrapper.long-form #marketo-fe-form .mktoForm .mktoFieldWrap input[type=tel],.mkto-form-wrapper.long-form #marketo-fe-form .mktoForm .mktoFieldWrap input[type=url],.marketo-form.long-form #marketo-fe-form .mktoForm .mktoFieldWrap input[type=text],.marketo-form.long-form #marketo-fe-form .mktoForm .mktoFieldWrap input[type=email],.marketo-form.long-form #marketo-fe-form .mktoForm .mktoFieldWrap input[type=number],.marketo-form.long-form #marketo-fe-form .mktoForm .mktoFieldWrap input[type=tel],.marketo-form.long-form #marketo-fe-form .mktoForm .mktoFieldWrap input[type=url]{height:40px !important;}.mkto-form-wrapper.long-form #marketo-fe-form .mktoForm .mktoFieldWrap select,.marketo-form.long-form #marketo-fe-form .mktoForm .mktoFieldWrap select{height:auto !important;}.mkto-form-wrapper.inline #marketo-fe-form{position:relative;width:100%;}.mkto-form-wrapper.inline #marketo-fe-form .mktoForm{width:100% !important;padding:0px;position:relative;display:inline-flex;}.mkto-form-wrapper.inline #marketo-fe-form .mktoForm .mktoOffset,.mkto-form-wrapper.inline #marketo-fe-form .mktoForm .mktoAsterix{display:none;}.mkto-form-wrapper.inline #marketo-fe-form .mktoForm .mktoFormCol{margin-bottom:0 !important;float:none;}.mkto-form-wrapper.inline #marketo-fe-form .mktoForm .mktoFormCol 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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" 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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" stroke-width="2"></path></svg></a></li><li><a class="Card_dropdown-link__qZWTu" href="https://discuss.elastic.co" tabindex="-1">Forum<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="/downloads" tabindex="-1">Downloads<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="/guide" tabindex="-1">Documentation<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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class="Hero_description__nrqhU paragraph-large"><p>Implement generative AI to build scalable, cost-effective applications across solutions using the Elastic Search AI Platform. </p><p>With increased relevance and reduced response times, you can improve customer retention and increase developer productivity.</p></div><div class="Hero_ctaList__efelZ mt-5"><div class="Hero_cta__zIL_f"><a class="button btn-primary btn-large" href="/cloud/generative-ai-trial-overview"><span class="jsx-1596590093 btn-copy">Start your GenAI trial</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/tWzDnLVJVPA5SQphym559T.jpg" data-uuid="tWzDnLVJVPA5SQphym559T" data-v="4" data-chapter="1" data-type="inline" data-referring_url="" disablepictureinpicture="" data-autoplay="0" data-hidden_controls="0" data-muted="1" data-loop="0" 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class="ContentPromos_contentPromoItem__title__M8gbb">See how Search AI Lake on fully managed serverless deployments is optimized for RAG and GAI workloads.</p><a class="button ContentPromos_contentPromoItem__callToAction__Stlki stretched-link btn-tertiary" href="/blog/elasticsearch-serverless-preview"><span class="jsx-1596590093 btn-copy">Read the blog</span><svg class="icon-embed" width="27" height="15"><use href="/static-res/images/generic-icons.svg#cta-arrow"></use></svg></a></div><div class="ContentPromos_contentPromoItem__xic4U ContentPromos_pink__BB67u"><p class="ContentPromos_contentPromoItem__title__M8gbb">Powering search with proprietary data doesn’t have to be a security risk. Here’s a guide to avoid LLM risks and abuses.</p><a class="button ContentPromos_contentPromoItem__callToAction__Stlki stretched-link btn-tertiary" href="/blog/address-llm-adoption-security-risks"><span class="jsx-1596590093 btn-copy">Get the guide</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 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="multiple-solutions-one-powerful-platform" class="jsx-1955866259 h3">Multiple solutions, one powerful platform</h2></div><div class="title-text-desc paragraph-large"><p>Make the most of your data with Elastic Search AI Platform's integrated solutions: search, security, and observability. Scale your generative AI capabilities and streamline operations with a flexible, secure, and production-ready platform.</p></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-border card-border-top bg-elastic-blue"></div><div class="card-top"><div><div class="card-image"><img src="https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt549f7d977c2a88f4/5d082d34616162aa5a85707d/logo-enterprise-search-32-color.svg" class="img-fluid icon-32" alt="image_alternative_text: blt4c95fef51f752b47"/></div></div><div><div class="card-title"><div class="jsx-1955866259 title-wrapper"><h3 tag="H3" id="search" class="jsx-1955866259 h6">Search</h3></div></div></div><div><div class="card-paragraph"><p>Provide superior search experiences to improve customer satisfaction and retention. From keyword to vector search, you can leverage our vector database to decrease response times, enhance efficiency, and drive customer success.</p></div></div></div><div class="card-footer"><div><div class="d-flex flex-column justify-content-start text-start"><a class="button stretched-link btn-tertiary" href="/enterprise-search"><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 card-image-left card-large-padding card-content-left"><div class="card-border card-border-top bg-elastic-blue"></div><div class="card-top"><div><div class="card-image"><img src="https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltf58b7c8e04706979/5e20f1a8132ead1155e8d0a4/logo-security-32-color.svg" class="img-fluid icon-32" alt=""all": "Elastic Security""/></div></div><div><div class="card-title"><div class="jsx-1955866259 title-wrapper"><h3 tag="H3" id="security" class="jsx-1955866259 h6">Security</h3></div></div></div><div><div class="card-paragraph"><p>Get better threat protection by making high volumes of security data readily accessible. Enhance anomaly detection. Resolve faster with predictive analysis and proactive detection — on a unified solution with SIEM and EDR.</p></div></div></div><div class="card-footer"><div><div class="d-flex flex-column justify-content-start text-start"><a class="button stretched-link btn-tertiary" href="/security"><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 card-image-left card-large-padding card-content-left"><div class="card-border card-border-top bg-elastic-blue"></div><div class="card-top"><div><div class="card-image"><img src="https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltbf6ba0d0e0e1e5ab/5e20f19a2aa8e40a75136318/logo-observability-32-color.svg" class="img-fluid icon-32" alt="image_alternative_text: blt6e3875f2cb65b010"/></div></div><div><div class="card-title"><div class="jsx-1955866259 title-wrapper"><h3 tag="H3" id="observability" class="jsx-1955866259 h6">Observability</h3></div></div></div><div><div class="card-paragraph"><p>Action your data with open, extensible, full-stack observability built on AI. Leverage unified visibility for actionable insights. Scale fast. Increase productivity. Get production-ready instantly.</p></div></div></div><div class="card-footer"><div><div class="d-flex flex-column justify-content-start text-start"><a class="button stretched-link btn-tertiary" href="/observability"><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 illustration-icon-grid-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="genai-goes-serverless-with-search-ai-lake" class="jsx-1955866259 h3">GenAI goes serverless with Search AI Lake</h2></div><div class="title-text-desc paragraph-large"><p>Generative AI isn't just a trend — it's now an expectation. Enable on-demand relevant insights and real-time visibility faster with Elastic Cloud Serverless. Low-latency and production-ready for enterprise scale. Simple, consumption-based cost structure.</p></div></div></div></div><div class="jsx-2708654176 container"><div class="layout layout-05"></div><ul class="illustration-icon-grid-items illustration-icon-grid-2x2"><li class="jsx-2862012360 illustration-icon-grid-item two-column grid-image-left"><div class="illustration-icon-grid-item-top grid-image-left"><div><div class="grid-image"><img src="https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt1779c532cd17e5c4/64925197d5b9a5ce4e6de014/illustration-search-bar-analytics-128.svg" class="image-xsmall" alt=""/></div></div><div></div><div></div><div></div></div><div class="illustration-icon-grid-item-content"><div><div></div><div><div class="jsx-1955866259 title-wrapper"><h3 tag="H3" id="search-ai-lake" class="jsx-1955866259 h5">Search AI Lake</h3></div></div><div><div class="paragraph paragraph-medium"><p>Bring all your data and make it searchable using Elastic’s natively integrated vector database. Receive instant actionable insights for your employees and customers. Increase productivity. Improve customer satisfaction with instant access to your proprietary data.</p></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="/generative-ai/search-ai-lake"><span class="jsx-1596590093 btn-copy">Explore Search AI Lake</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></li><li class="jsx-2862012360 illustration-icon-grid-item two-column grid-image-left"><div class="illustration-icon-grid-item-top grid-image-left"><div><div class="grid-image"><img src="https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/bltbe2dd3c9049dd555/666925a546a0375407a263e6/illustration-simplify-128.png" class="image-xsmall" alt=""/></div></div><div></div><div></div><div></div></div><div class="illustration-icon-grid-item-content"><div><div></div><div><div class="jsx-1955866259 title-wrapper"><h3 tag="H3" id="elastic-cloud-serverless" class="jsx-1955866259 h5">Elastic Cloud Serverless</h3></div></div><div><div class="paragraph paragraph-medium"><p>Stay agile in cloud-native environments with serverless architecture, powered by Search Lake AI. Production-ready, Elastic Cloud Serverless accelerates the journey from ingestion to search. You get automatic scaling, versionless deployment, and zero configuration.</p></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/serverless"><span class="jsx-1596590093 btn-copy">Test drive serverless </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></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 tag="H2" id="generative-ai-in-action" class="jsx-1955866259 pb-0 h3">Generative AI in action</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="/customers"><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/blt01ceac9a77560ae2/63d2f57c3d28dd4dde641a9e/logoparade-cisco.png" class="img-fluid logo" alt=""/></div></div><div><div class="card-paragraph"><p>Cisco support engineers search for cases in real time, saving 5,000 hours per month of their time.</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/cisco"><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/bltec91b358993d1d7a/663efd79aea3297dec6100b3/logoparade-hse.png" class="img-fluid logo" alt=""/></div></div><div><div class="card-paragraph"><p>HSE increases customer satisfaction while reducing maintenance time by 42% using generative AI and ML.</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/hse"><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/bltd40e883da39e8147/65cd27b10ad03861188829e0/logoparade-consensus.png" class="img-fluid logo" alt=""/></div></div><div><div class="card-paragraph"><p>Consensus uses semantic searches based on contextual meaning and user intent for greater search accuracy.</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/consensus"><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><section aria-labelledby="your-data-journey-starts-here" data-component-theme="" class="jsx-3636536621 image-video module-gb"><div class="jsx-1383953900 title-text-one-column"><div class="jsx-1383953900 container"><div class="col-md-8 offset-md-2 text-center"><h2 class="topic-heading">Generative AI</h2><div class="jsx-1955866259 title-wrapper"><h2 tag="H2" id="your-data-journey-starts-here" class="jsx-1955866259 h3">Your data journey starts here </h2></div><div class="title-text-desc paragraph-large"><p>Discover how your organization can take advantage of generative AI.</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="/what-is/generative-ai"><span class="jsx-1596590093 btn-copy">What is generative 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></div><div class="layout layout-05"></div><div class="container"><div class="row"><div class="col-12 col-md-10 offset-md-1 mx-auto text-center"><div class="jsx-2477493165 video"><div class="jsx-2477493165 shadow-light"><figure class="jsx-89852744 vidyard-embed "><img src="https://play.vidyard.com/WAQ5SURqb1by9yC8cBntpj.jpg" data-uuid="WAQ5SURqb1by9yC8cBntpj" data-v="4" data-chapter="1" data-type="inline" data-referring_url="" disablepictureinpicture="" data-autoplay="0" data-hidden_controls="0" data-muted="0" data-loop="0" data-disable_analytics="0" alt="Video thumbnail" class="jsx-89852744 vidyard-player-embed "/></figure></div></div></div></div></div></section><div class="layout layout-07"></div><section aria-labelledby="ecosystem-collaborations" 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="ecosystem-collaborations">Ecosystem Collaborations</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 AI"/></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="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="Azure OpenAI"/></a></div></div></div></section><div class="layout layout-07"></div><div style="border-radius:" data-component-theme="" class="jsx-2708654176 illustration-icon-grid-container"><div class="jsx-1383953900 title-text-one-column"><div class="jsx-1383953900 container"><div class="col-md-8 offset-md-2 text-center"><h2 class="topic-heading">WHAT IS GENERATIVE AI USED FOR?</h2><div class="jsx-1955866259 title-wrapper"><h2 id="a-world-of-ai-possibilities" class="jsx-1955866259 h3">A world of AI possibilities</h2></div><div class="title-text-desc paragraph-large"><p>Build generative AI applications using the Elastic Search AI Platform. Give end-users customized, prescriptive responses with sophisticated question-answering that references your organization's real-time data.</p></div><div class="title-text-footer"><div class="cta-group align-items-center justify-content-center text-center d-flex flex-column"><div><a class="button mt-4 btn-tertiary" href="/blog/category/generative-ai"><span class="jsx-1596590093 btn-copy">Learn about generative AI use cases</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-icon-grid-4x1"><li class="jsx-2862012360 illustration-icon-grid-item"><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/blt549cd11dcc7e11a1/5e6849c166b74c39200d70ae/icon-retail-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="retail-and-ecommerce" class="jsx-1955866259 h5">Retail & Ecommerce</h3></div></div><div><div class="paragraph paragraph-medium"><p>Product recommendations, real-time insights and automation, fraud detection</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="/industries/retail-ecommerce"><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></li><li class="jsx-2862012360 illustration-icon-grid-item"><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/bltbffac813d5d18b03/612fb45785514a6ee3fabc81/icon-fin-serv-money-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="financial-services" class="jsx-1955866259 h5">Financial Services</h3></div></div><div><div class="paragraph paragraph-medium"><p>Risk assessment, fraud detection, personalized experiences, customer insights</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="/industries/financial-services"><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></li><li class="jsx-2862012360 illustration-icon-grid-item"><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/bltf3e4719a5dc12302/5e6849ae6d9a795c6ecf1a8a/icon-telecom-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="telecommunications" class="jsx-1955866259 h5">Telecommunications</h3></div></div><div><div class="paragraph paragraph-medium"><p>Product search & discovery, customer support, network technology optimization</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="/industries/telecommunications"><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></li><li class="jsx-2862012360 illustration-icon-grid-item"><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/blt5fa3bea0c5447e4a/5e0f8c627651f865a36db301/icon-government-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="government" class="jsx-1955866259 h5">Government</h3></div></div><div><div class="paragraph paragraph-medium"><p>Personalized public services, streamlined investigations, and intelligence</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="/industries/public-sector/ai"><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></li><li class="jsx-2862012360 illustration-icon-grid-item"><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/blt6b3fb7fb35489d80/64b5913fbbf1d054e49db6af/icon-law-scales-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="legal" class="jsx-1955866259 h5">Legal</h3></div></div><div><div class="paragraph paragraph-medium"><p>Compliance reporting, case summarization, research and discovery</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/relativity-elasticsearch-azure-openai"><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></li><li class="jsx-2862012360 illustration-icon-grid-item"><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/blt86bfbcf0193674a4/61f1908c904d971380983af7/icon-manufacturing-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="manufacturing" class="jsx-1955866259 h5">Manufacturing</h3></div></div><div><div class="paragraph paragraph-medium"><p>Smart monitoring, predictive maintenance, and reporting</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="/industries/manufacturing"><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></li><li class="jsx-2862012360 illustration-icon-grid-item"><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/bltc6ce8887845e1977/61f18c505b8f60514d37463a/icon-script-terminal-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="technology-sector" class="jsx-1955866259 h5">Technology sector</h3></div></div><div><div class="paragraph paragraph-medium"><p>Knowledge management, customer service, sales outreach, research and development</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="/industries/technology"><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></li><li class="jsx-2862012360 illustration-icon-grid-item"><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/blt8628b5e258509def/61f19a7e789b0a52aba23ef1/icon-healthcare-stethescope-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="healthcare" class="jsx-1955866259 h5">Healthcare</h3></div></div><div><div class="paragraph paragraph-medium"><p>Record search, streamlined analytics, and research to improve patient care</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="/industries/healthcare"><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></li></ul></div></div><div class="layout layout-07"></div><div style="border-radius:" data-component-theme="" class="jsx-2708654176 illustration-icon-grid-container"><div class="jsx-1383953900 title-text-one-column"><div class="jsx-1383953900 container"><div class="col-md-8 offset-md-2 text-center"><h2 class="topic-heading">ELASTIC'S CAPABILITIES</h2><div class="jsx-1955866259 title-wrapper"><h2 id="a-new-generation-of-tools" class="jsx-1955866259 h3">A new generation of tools</h2></div><div class="title-text-desc paragraph-large"><p>Build relevant, enterprise search experiences and AI apps with the Elasticsearch Relevance Engine™, a suite of powerful development tools that make use of a vector database, semantic search, and transformer models. It's production-ready, highly scalable, and trusted by developers worldwide.</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="/training/elasticsearch-relevance-engine-(esre)-engineer"><span class="jsx-1596590093 btn-copy">Register for Elasticsearch Relevance Engine Engineer training</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-icon64-grid-3x1"><li class="jsx-2862012360 illustration-icon-grid-item one-column grid-image-left paragraph-left title-heading-left topic-heading-left"><div class="illustration-icon-grid-item-main"><div class="illustration-icon-grid-item-top grid-image-left"><div><div class="grid-image"><img src="https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blte50d7c9e3ae7d2f9/5d0974ed561b9b0b537f787d/icon-relevance-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="vector-database" class="jsx-1955866259 h5">Vector database</h3></div></div><div><div class="paragraph paragraph-medium"><p>Get the foundation for a full vector search experience and generative AI integration. Use a single platform to create, store, and search embeddings for dense retrieval and capture your unstructured data’s meaning and context — across text, images, videos, audio, geo-location, or other data. </p><p>Elasticsearch goes further than other vector databases with a full suite of search capabilities: filters and faceting, document level security, on-prem or cloud deployment, and more.</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/categories/vector-search"><span class="jsx-1596590093 btn-copy">Learn about Elastic's vector database </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 grid-image-left paragraph-left title-heading-left topic-heading-left"><div class="illustration-icon-grid-item-main"><div class="illustration-icon-grid-item-top grid-image-left"><div><div class="grid-image"><img src="https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt3638e20310e2d6b3/5d082be797f2babb5af907f6/icon-machine-learning-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="elastics-ml-model-for-semantic-search" class="jsx-1955866259 h5">Elastic's ML model for semantic search</h3></div></div><div><div class="paragraph paragraph-medium"><p>Get relevant semantic search out of the box across domains with the Elastic Learned Sparse Encoder model. Implement it easily with a single click when setting up your new search application. Query expansions with related keywords and relevance scores make the model easily understood and ready for prime time on any dataset — no fine-tuning required.</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/introducing-elastic-learned-sparse-encoder-elser"><span class="jsx-1596590093 btn-copy">Read Learned Sparse Encoder blog</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 grid-image-left paragraph-left title-heading-left topic-heading-left"><div class="illustration-icon-grid-item-main"><div class="illustration-icon-grid-item-top grid-image-left"><div><div class="grid-image"><img src="https://images.contentstack.io/v3/assets/bltefdd0b53724fa2ce/blt085844023227d9f7/65b33a927d4ae735ed97f9dc/icon-automation-with-ai-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="large-language-models" class="jsx-1955866259 h5">Large language models</h3></div></div><div><div class="paragraph paragraph-medium"><p>Incorporate your proprietary, business-specific information with LLMs so that generative AI applications don't have to simply rely on publicly trained data. Elasticsearch is your data source for highly relevant search results that enhance the quality of LLM output via context window. 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