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Zilliz: Vector Database built for enterprise-grade AI applications
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Milvus<svg width="16" height="17" viewBox="0 0 16 17" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M10.7817 8.15636L7.20566 4.58036L8.14833 3.6377L13.3337 8.82303L8.14833 14.0084L7.20566 13.0657L10.7817 9.4897H2.66699V8.15636H10.7817Z" fill="black"></path></svg></a></div><a class="header_cloudWrapper__MZqZI" href="/what-is-milvus"><svg width="40" height="40" viewBox="0 0 40 40" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M27.4365 11.5932C22.6628 6.80225 14.922 6.80225 10.1483 11.5932L2.34592 19.4238C1.88469 19.8871 1.88469 20.6333 2.34592 21.0967L10.1483 28.9272C14.922 33.7182 22.6628 33.7182 27.4365 28.935C32.2179 24.1519 32.2179 16.3842 27.4365 11.5932ZM25.5916 26.6338C22.0863 30.1524 16.3979 30.1524 12.8926 26.6338L7.15033 20.8768C6.8121 20.539 6.8121 19.9893 7.15033 19.6437L12.8849 13.8945C16.3902 10.3759 22.0786 10.3759 25.5839 13.8945C29.0969 17.4131 29.0969 23.1152 25.5916 26.6338Z" fill="#00B3FF"></path><path d="M37.6599 19.4316L34.2238 15.9208C34.0162 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xmlns="http://www.w3.org/2000/svg"><g clip-path="url(#clip0_4874_3768)"><rect width="97" height="40" fill="transparent"></rect><path fill-rule="evenodd" clip-rule="evenodd" d="M18.6541 27.0547V39.7949H21.1413V24.5393L27.7546 35.9938C28.503 35.6278 29.2221 35.2111 29.9074 34.7483L22.6675 22.2084L30.641 25.1105C31.0007 24.3705 31.2862 23.5877 31.4879 22.7719L27.007 21.141H39.7949V18.6538H24.5381L35.9936 12.04C35.6276 11.2916 35.2109 10.5725 34.748 9.8872L22.2832 17.0838L25.1605 9.1786C24.4221 8.81536 23.6406 8.52618 22.8259 8.32075L21.1413 12.9492V0H18.6541V15.257L12.04 3.80101C11.2916 4.16702 10.5725 4.58369 9.88716 5.04654L17.0968 17.534L9.17163 14.6495C8.80943 15.3884 8.52133 16.1702 8.31702 16.9852L12.9015 18.6538H1.08717e-07L0 21.141H15.2559L3.80081 27.7546C4.16682 28.503 4.58348 29.2221 5.04633 29.9074L17.6089 22.6545L14.6995 30.6478C15.44 31.0066 16.2231 31.291 17.0392 31.4915L18.6541 27.0547Z" fill="#fff"></path><rect x="46.0625" y="12.4359" width="11.3415" height="2.48718" fill="#fff"></rect><rect x="85.3599" y="12.4359" width="11.3415" height="2.48718" fill="#fff"></rect><rect x="67.0542" y="6.66563" width="2.68615" height="20.6933" fill="#fff"></rect><rect x="61.085" y="12.4359" width="2.68615" height="14.9231" fill="#fff"></rect><rect width="2.68615" height="2.68615" transform="matrix(1 0 0 -1 61.085 9.35179)" fill="#fff"></rect><rect x="45.7642" y="24.8718" width="11.9385" height="2.48718" fill="#fff"></rect><path d="M45.7642 24.8718L54.2216 14.9231L57.4042 14.9231L48.9467 24.8718L45.7642 24.8718Z" fill="#fff"></path><path d="M85.0615 24.8718L93.519 14.9231L96.7015 14.9231L88.2441 24.8718L85.0615 24.8718Z" fill="#fff"></path><rect x="73.0234" y="6.66563" width="2.68615" height="20.6933" fill="#fff"></rect><rect x="85.0615" y="24.8718" width="11.9385" height="2.48718" fill="#fff"></rect><rect x="78.9927" y="12.4359" width="2.68615" height="14.9231" fill="#fff"></rect><rect width="2.68615" height="2.68615" transform="matrix(1 0 0 -1 78.9927 9.35179)" fill="#fff"></rect></g><defs><linearGradient id="takeover-header-logo" x1="8.45641" y1="4.2282" x2="29.0503" y2="37.6061" gradientUnits="userSpaceOnUse"><stop stop-color="#9D41FF"></stop><stop offset="0.468794" stop-color="#2858FF"></stop><stop offset="0.770884" stop-color="#29B8FF"></stop><stop offset="1" stop-color="#00F0FF"></stop></linearGradient><clipPath id="clip0_4874_3768"><rect width="97" height="40" fill="white"></rect></clipPath></defs></svg></a><div class="takeoverHeader_btnWrapper__xpR4I"><svg width="24" height="24" viewBox="0 0 24 24"><path d="M5 5L19 19" stroke="#1D2939" stroke-width="2"></path><path d="M19 5L5 19" stroke="#1D2939" stroke-width="2"></path></svg></div></div><div class="takeoverHeader_innerWrapper__UIuoH"><div class="takeoverHeader_leftSection__AB7Qd"><h1>Zilliz Cloud named a leader in the Forrester Wave™</h1><h2>Vector Database Providers, Q3 2024</h2><a title="" class="BaseButton_root__SFmw5 BaseButton_contained__2JisA takeoverHeader_linkBtn__Bm3zS" rel="noreferrer noopener" target="_self" href="/resources/analyst-report/zilliz-forrester-wave-vector-database-report">Learn More<span class="BaseButton_endIcon__ifiY5"><svg width="16" height="16" viewBox="0 0 16 16" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M10.7812 7.33336L7.20517 3.75736L8.14784 2.8147L13.3332 8.00003L8.14784 13.1854L7.20517 12.2427L10.7812 8.6667H2.6665V7.33336H10.7812Z" fill="#3670F2"></path></svg></span></a></div><div class="takeoverHeader_rightSection__7ljcj"><div class="takeoverHeader_dbBackgroundWrapper__XKTaT"></div></div></div></section><div class="header_header__BBZOJ"><div class="page_container__IibMw header_titleWrapper__fIwzM"><h1 class="header_title__2ar1H">Built for Performance, <span>Priced for Scalability.</span></h1><h2 class="header_subTitle__uGzFl">Powered by open-source Milvus, <span>Zilliz delivers the most performant and cost-effective vector database for AI at any scale.</span></h2><div class="header_btnWrapper__TYbDP"><a rel="noreferrer noopener" target="_blank" title="Get started with Zilliz Cloud" class="BaseButton_root__SFmw5 BaseButton_contained__2JisA GradientButton_root__OydLn GradientButton_autoAnime__QJEAM header_btn__gge_T" href="https://cloud.zilliz.com/signup?utm_page=index&utm_button=banner_middle">Get Started Free<span class="BaseButton_endIcon__ifiY5"><svg width="17" height="16" viewBox="0 0 17 16" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M12.672 6.99992L7.308 1.63592L8.722 0.221924L16.5 7.99992L8.722 15.7779L7.308 14.3639L12.672 8.99992H0.5V6.99992H12.672Z" fill="white"></path></svg></span></a></div><p class="header_subDesc__tUrLg">No credit card required.</p></div><div class="header_swiperSection___6vw1"><p class="header_swiperTitle__RRwSZ">Why Zilliz Cloud is the Top Choice for Enterprise-Level Vector Search.</p><div class="brandMarquee_brandMarqueeContainer__h_gkS"></div></div></div><section class="milvusAndCloud_milvusAndCloudSection__W_2L6"><div class="page_container__IibMw"><h2>Unleash the power of Milvus advanced vector search with Zilliz Cloud.</h2><div class="milvusAndCloud_cardsWrapper__OBEDB"><div class="milvusAndCloud_productCard__FB7gD"><span class="milvusAndCloud_iconWrapper__twGtL"><svg width="60" height="60" viewBox="0 0 60 60" fill="none" xmlns="http://www.w3.org/2000/svg"><g clip-path="url(#clip0_3006_13513)"><path fill-rule="evenodd" clip-rule="evenodd" d="M14.8492 43.7193C22.2692 51.1393 34.2993 51.1393 41.7193 43.7193C49.1393 36.2994 49.1393 24.2692 41.7193 16.8493C34.2993 9.42931 22.2692 9.42931 14.8492 16.8493L1.41421 30.2843L14.8492 43.7193ZM42.4264 44.4264C34.6159 52.2369 21.9526 52.2369 14.1421 44.4264L0 30.2843L14.1421 16.1422C21.9526 8.33168 34.6159 8.33168 42.4264 16.1422C50.2369 23.9527 50.2369 36.616 42.4264 44.4264ZM18.3935 40.6066C24.2513 46.4645 33.7488 46.4645 39.6067 40.6066C45.4646 34.7487 45.4646 25.2513 39.6067 19.3934C33.7488 13.5355 24.2513 13.5355 18.3935 19.3934L7.78688 30L18.3935 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class="milvusAndCloud_desc__4agUa">Milvus is the most popular and fastest-growing open-source vector database, with over 33000 stars on GitHub and 67 million+ downloads. Milvus supports billion-scale vector search with ease, and is trusted by over 10,000 enterprise users.</p><div><a title="" class="BaseButton_root__SFmw5 BaseButton_smallBtn__iG5k7 BaseButton_outlined__YX8cd BaseButton_outlinedSecondary__yB9xN" rel="noreferrer noopener" target="_self" href="/zilliz-vs-milvus">Compare<span class="BaseButton_endIcon__ifiY5"><svg width="16" height="17" viewBox="0 0 16 17" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M10.7817 8.15636L7.20566 4.58036L8.14833 3.6377L13.3337 8.82303L8.14833 14.0084L7.20566 13.0657L10.7817 9.4897H2.66699V8.15636H10.7817Z" fill="black"></path></svg></span></a><a rel="noreferrer noopener" target="_blank" title="" class="BaseButton_root__SFmw5 BaseButton_smallBtn__iG5k7 BaseButton_text__ACqov milvusAndCloud_secondBtn__pYwJC" href="https://milvus.io/docs#Get-Started">Get Started Free<span class="BaseButton_endIcon__ifiY5"><svg width="16" height="17" viewBox="0 0 16 17" fill="none" xmlns="http://www.w3.org/2000/svg"><path 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38.571 48.8571H38.571H38.571C38.571 48.8571 38.571 48.8571 38.571 48.8571C38.571 48.8571 38.571 48.8571 38.571 48.8571C38.571 48.8571 38.571 48.8571 38.571 48.8571C38.571 48.8571 38.571 48.8571 38.571 48.8571C38.571 48.8571 38.571 48.8571 38.571 48.8571H38.571H38.571C38.571 48.8571 38.571 48.8571 38.571 48.8571C38.5709 48.8571 38.5709 48.8571 38.5709 48.8571C38.5709 48.8571 38.5709 48.8571 38.5709 48.8571V50.8571ZM37.5709 49.8571V49.8572H39.5709V49.8571H37.5709ZM38.5709 48.8572H15.7763V50.8572H38.5709V48.8572ZM15.7143 50.8573C15.7364 50.8573 15.7586 50.8573 15.7807 50.8572L15.7719 48.8572C15.7527 48.8573 15.7335 48.8573 15.7143 48.8573V50.8573ZM1 36.1431C1 44.2695 7.58781 50.8573 15.7143 50.8573V48.8573C8.69238 48.8573 3 43.165 3 36.1431H1ZM15.7143 21.4288C7.58781 21.4288 1 28.0166 1 36.1431H3C3 29.1212 8.69238 23.4288 15.7143 23.4288V21.4288ZM20.8465 22.3489C19.2472 21.7536 17.5176 21.4288 15.7143 21.4288V23.4288C17.2758 23.4288 18.7695 23.7098 20.1488 24.2232L20.8465 22.3489ZM38.5713 10C29.939 10 22.5597 15.3537 19.5678 22.9182L21.4276 23.6538C24.1279 16.8265 30.7872 12 38.5713 12V10ZM58.9999 30.4286C58.9999 19.1462 49.8537 10 38.5713 10V12C48.7491 12 56.9999 20.2508 56.9999 30.4286H58.9999Z" fill="white" mask="url(#path-1-inside-1_2911_12963)"></path></svg></span><h3>Why Zilliz Cloud</h3><p class="milvusAndCloud_desc__4agUa">Zilliz Cloud provides a fully-managed Milvus service, made by the creators of Milvus. It simplifies the deploying and scaling of vector search applications by eliminating the need to construct and maintain complex infrastructure.</p><div><a rel="noreferrer noopener" target="_blank" title="" class="BaseButton_root__SFmw5 BaseButton_smallBtn__iG5k7 BaseButton_outlined__YX8cd BaseButton_outlinedSecondary__yB9xN" href="https://cloud.zilliz.com/signup?utm_page=index&utm_button=content_right">Get Started Free<span class="BaseButton_endIcon__ifiY5"><svg width="16" height="17" viewBox="0 0 16 17" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M10.7817 8.15636L7.20566 4.58036L8.14833 3.6377L13.3337 8.82303L8.14833 14.0084L7.20566 13.0657L10.7817 9.4897H2.66699V8.15636H10.7817Z" fill="black"></path></svg></span></a><a title="" class="BaseButton_root__SFmw5 BaseButton_smallBtn__iG5k7 BaseButton_text__ACqov milvusAndCloud_secondBtn__pYwJC" rel="noreferrer noopener" target="_self" href="/cloud">Learn more about Zilliz Cloud<span class="BaseButton_endIcon__ifiY5"><svg width="16" height="17" viewBox="0 0 16 17" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M10.7817 8.15636L7.20566 4.58036L8.14833 3.6377L13.3337 8.82303L8.14833 14.0084L7.20566 13.0657L10.7817 9.4897H2.66699V8.15636H10.7817Z" fill="black"></path></svg></span></a></div></div></div></div></section><section class="codeExampleSection_codeSection___6Il8"><div class="page_container__IibMw codeExampleSection_innerSection___NWX9"><div class="codeExampleSection_leftSection__VEnd4"><div class="codeExampleSection_contentSection__l_O0V"><h3>Build with confidence and supercharge your AI applications. </h3><p class="codeExampleSection_desc__hJpPT">Sign up for a free Zilliz Cloud account and grab one of our official SDKs to start. Then, create your first collection and conduct a vector similarity search to power your AI application in minutes, and when you are ready to launch your app, upgrade to a pay-as-you-go plan.</p><a rel="noreferrer noopener" target="_blank" title="" class="BaseButton_root__SFmw5 BaseButton_contained__2JisA" href="https://cloud.zilliz.com/signup?utm_page=index&utm_button=content_below">Get Started Free<span class="BaseButton_endIcon__ifiY5"><svg width="16" height="17" viewBox="0 0 16 17" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M10.7817 8.15636L7.20566 4.58036L8.14833 3.6377L13.3337 8.82303L8.14833 14.0084L7.20566 13.0657L10.7817 9.4897H2.66699V8.15636H10.7817Z" fill="black"></path></svg></span></a></div></div><div class="codeExampleSection_rightSection__t4jqQ"><div class="codeExampleSection_langBtnsWrapper__ccA_o"><div class="codeExampleSection_btnWrapper___SYxk"><button class="codeExampleSection_langBtn__ngnlv codeExampleSection_activeLang__OJijM">Python</button></div><div class="codeExampleSection_btnWrapper___SYxk"><button class="codeExampleSection_langBtn__ngnlv">Java</button></div><div class="codeExampleSection_btnWrapper___SYxk"><button class="codeExampleSection_langBtn__ngnlv">Go</button></div><div class="codeExampleSection_btnWrapper___SYxk"><button class="codeExampleSection_langBtn__ngnlv">Node.js</button></div></div><div class="codeExampleSection_codeExampleContainer__BfLWH"><div class="codeExampleSection_floatBtn__aYsNP"><a rel="noopener noreferrer" target="_blank" class="codeExampleSection_langBtn__ngnlv" href="https://github.com/zilliztech/cloud-vectordb-examples/tree/master/python">View Full Code</a></div><div class="codeExampleSection_codeBlockContainer__pzCt5"><pre class="codeExampleSection_codeBlockWrapper__CyQhR"><code class="codeExampleSection_tip__vGdsI">*This code is for preview purposes only</code><code class="hljs codeExampleSection_code__IZROn"></code></pre></div></div></div></div></section><section class="techStackSection_techStackContainer__HApgM"><div class="page_container__IibMw"><h2>Works seamlessly with your tech stack.</h2><ul class="techStackSection_techsWrapper__1Kiav"><li><img alt="Open AI" loading="lazy" width="150" height="80" decoding="async" data-nimg="1" style="color:transparent" src="/images/home/techStack/OpenAI.svg"/></li><li><img alt="Anthropic" loading="lazy" width="150" height="80" decoding="async" data-nimg="1" style="color:transparent" src="/images/home/techStack/Anthropic.svg"/></li><li><img alt="Cohere" loading="lazy" width="150" height="80" decoding="async" data-nimg="1" style="color:transparent" src="/images/home/techStack/cohere.svg"/></li><li><img alt="Langchain" loading="lazy" width="150" height="80" decoding="async" data-nimg="1" style="color:transparent" src="/images/home/techStack/Langchain.svg"/></li><li><img alt="LlamaIndex" loading="lazy" width="150" height="80" decoding="async" data-nimg="1" style="color:transparent" src="/images/home/techStack/LlamaIndex.svg"/></li><li><img alt="Dspy" loading="lazy" width="150" height="80" decoding="async" data-nimg="1" style="color:transparent" src="/images/home/techStack/Dspy.svg"/></li><li><img alt="vLLM" loading="lazy" width="150" height="80" decoding="async" data-nimg="1" style="color:transparent" src="/images/home/techStack/vLLM.svg"/></li><li><img alt="Databricks" loading="lazy" width="150" height="80" decoding="async" data-nimg="1" style="color:transparent" src="/images/home/techStack/Databricks.svg"/></li><li><img alt="Airbyte" loading="lazy" width="150" height="80" decoding="async" data-nimg="1" style="color:transparent" src="/images/home/techStack/Airbyte.svg"/></li><li><img alt="Fivetran" loading="lazy" width="150" height="80" decoding="async" data-nimg="1" style="color:transparent" src="/images/home/techStack/Fivetran.svg"/></li><li><img alt="Voyage AI" loading="lazy" width="150" height="80" decoding="async" data-nimg="1" style="color:transparent" src="/images/home/techStack/Voyage AI.svg"/></li><li><img alt="Twelve Labs" loading="lazy" width="150" height="80" decoding="async" data-nimg="1" style="color:transparent" src="/images/home/techStack/Twelve Labs.svg"/></li></ul><div class="techStackSection_btnWrapper__vvuwF"><a title="" class="BaseButton_root__SFmw5 BaseButton_outlined__YX8cd" rel="noreferrer noopener" target="_self" href="/product/integrations">Learn Vector Database Integrations<span class="BaseButton_endIcon__ifiY5"><svg width="16" height="17" viewBox="0 0 16 17" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M10.7817 8.15636L7.20566 4.58036L8.14833 3.6377L13.3337 8.82303L8.14833 14.0084L7.20566 13.0657L10.7817 9.4897H2.66699V8.15636H10.7817Z" fill="black"></path></svg></span></a></div></div></section><section class="keyFeatures_keyFeatures__xugst"><div class="page_container__IibMw"><h2 class="keyFeatures_subTitle__mgky2">High performance and reliability at any scale.</h2><ul class="keyFeatures_gridLayout__KQOet"><li><img src="/images/home/reliability/ease-of-use.svg" alt="Easy to Use"/><h3 class="keyFeatures_feature__Z73Zi">Easy to Use</h3><p class="keyFeatures_featureDetail__OEZtM">No experience required. You can easily establish a large-scale vector similarity search service in minutes. Stay out of Ops and focus on your business logic.</p></li><li><img src="/images/home/reliability/milvus-expertise.svg" alt="Optimized Milvus"/><h3 class="keyFeatures_feature__Z73Zi">Optimized Milvus</h3><p class="keyFeatures_featureDetail__OEZtM">A fully managed service built on Milvus with an optimized AUTOINDEX balancing recall and performance, resulting in enhanced efficiency and lower TCO.</p></li><li><img src="/images/home/reliability/blazing-fast.svg" alt="Blazing Fast"/><h3 class="keyFeatures_feature__Z73Zi">Blazing Fast</h3><p class="keyFeatures_featureDetail__OEZtM">Enables a 10x faster vector retrieval speed than Milvus with the Cardinal search engine, unparalleled by any other vector database management system.</p></li><li><img src="/images/home/reliability/high-scalability.svg" alt="Highly Scalable"/><h3 class="keyFeatures_feature__Z73Zi">Highly Scalable</h3><p class="keyFeatures_featureDetail__OEZtM">Ideal for large-scale vector data with distributed, high-throughput capabilities. Easily scale the cluster to 500 CUs, serving over 100 billion items.</p></li><li><img src="/images/home/reliability/high-availability.svg" alt="High Availability"/><h3 class="keyFeatures_feature__Z73Zi">High Availability</h3><p class="keyFeatures_featureDetail__OEZtM">Offers unparalleled customer experience and industry-leading SLAs, Zilliz offers 99.95% monthly uptime for all the products on our cloud.</p></li><li><img src="/images/home/reliability/security-governance.svg" alt="Security & Governance"/><h3 class="keyFeatures_feature__Z73Zi">Security & Governance</h3><p class="keyFeatures_featureDetail__OEZtM">Meets the SOC2 Type II and ISO27001 standards and supports Role-Based Access Control (RBAC) for robust data protection.</p></li><li><img src="/images/home/reliability/pipelines.svg" alt="Built-in Embedding Pipelines "/><h3 class="keyFeatures_feature__Z73Zi">Built-in Embedding Pipelines </h3><p class="keyFeatures_featureDetail__OEZtM">Converts unstructured data into searchable vector embeddings, navigating from data preparation to chunking, model selection, and transformation.</p></li><li><img src="/images/home/reliability/multi-cloud.svg" alt="Multi-Cloud"/><h3 class="keyFeatures_feature__Z73Zi">Multi-Cloud</h3><p class="keyFeatures_featureDetail__OEZtM">Available on AWS, Azure, and GCP across eight regions worldwide, ensuring access to Zilliz Cloud's powerful capabilities wherever your projects are hosted.</p></li><li><img src="/images/home/reliability/integrations.svg" alt="AI Integrations "/><h3 class="keyFeatures_feature__Z73Zi">AI Integrations </h3><p class="keyFeatures_featureDetail__OEZtM">Zilliz Cloud integrates with leading AI models and frameworks to transform unstructured data into a searchable and valuable asset.</p></li></ul></div></section><section class="buildAppSection_buildAppContainer____AEx"><div class="page_container__wdEFV globalLeftTextAndRightImgLayout_layoutContainer__aSu8H globalLeftTextAndRightImgLayout_mediumLayout__DMW9P"><div class="globalLeftTextAndRightImgLayout_leftSection__mBuc7"><h3 class="globalLeftTextAndRightImgLayout_title__0jhx2 globalLeftTextAndRightImgLayout_darkThemeTitle__mmTR4">Start building better vector search applications today</h3><p class="globalLeftTextAndRightImgLayout_desc__i_wPV globalLeftTextAndRightImgLayout_darkThemeDesc__2YMWf">Deploy your vector database on AWS, GCP or Azure and start using it in just a few minutes.</p><div class="globalLeftTextAndRightImgLayout_actionWrapper__Xz0Oq"><a rel="noreferrer noopener" target="_blank" title="" class="BaseButton_root__SFmw5 BaseButton_contained__2JisA" href="https://cloud.zilliz.com/signup?utm_page=index&utm_button=bottom_left">Get Started Free<span class="BaseButton_endIcon__ifiY5"><svg width="16" height="17" viewBox="0 0 16 17" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M10.7817 8.15636L7.20566 4.58036L8.14833 3.6377L13.3337 8.82303L8.14833 14.0084L7.20566 13.0657L10.7817 9.4897H2.66699V8.15636H10.7817Z" fill="black"></path></svg></span></a></div></div><div class="globalLeftTextAndRightImgLayout_rightSection__c9oUG"><img src="/images/home/build-vector-app.png" alt="Build Better Vector Application"/></div></div></section><section class="whereCanHelpSection_canHelpSection__x5oI_"><div class="page_container__IibMw"><h2>Where can vector databases help?</h2><ul class="whereCanHelpSection_featureWrapper__uezQL"><li><img alt="Retrieval Augmented Generation (RAG)" loading="lazy" width="40" height="40" decoding="async" data-nimg="1" style="color:transparent" src="/images/home/whereCanHelp/llm-augmentation.svg"/><h3><a href="/vector-database-use-cases/llm-retrieval-augmented-generation">Retrieval Augmented Generation (RAG)</a></h3><p class="whereCanHelpSection_desc__QipPt">Expand LLMs' knowledge by incorporating external data sources into LLMs and your AI applications.</p></li><li><img alt="Recommender System" loading="lazy" width="40" height="40" decoding="async" data-nimg="1" style="color:transparent" src="/images/home/whereCanHelp/recommender-system.svg"/><h3><a href="/vector-database-use-cases/recommender-system">Recommender System</a></h3><p class="whereCanHelpSection_desc__QipPt">Recommend information or products to users based on their past behaviors and preferences.</p></li><li><img alt="Text/Semantic Search" loading="lazy" width="40" height="40" decoding="async" data-nimg="1" style="color:transparent" src="/images/home/whereCanHelp/text-search.svg"/><h3><a href="/vector-database-use-cases/semantic-search">Text/Semantic Search</a></h3><p class="whereCanHelpSection_desc__QipPt">Search for semantically similar texts across vast amounts of natural language documents.</p></li><li><img alt="Image Similarity Search" loading="lazy" width="40" height="40" decoding="async" data-nimg="1" style="color:transparent" src="/images/home/whereCanHelp/image-search.svg"/><h3><a href="/vector-database-use-cases/image-similarity-search">Image Similarity Search</a></h3><p class="whereCanHelpSection_desc__QipPt">Search for visually similar images from a vast collection of image libraries.</p></li><li><img alt="Audio Similarity Search" loading="lazy" width="40" height="40" decoding="async" data-nimg="1" style="color:transparent" src="/images/home/whereCanHelp/audio-search.svg"/><h3><a href="/vector-database-use-cases/audio-similarity-search">Audio Similarity Search</a></h3><p class="whereCanHelpSection_desc__QipPt">Find similar audio results from massive amounts of audio data such as music, sound effects, and speeches.</p></li><li><img alt="Video Similarity Search" loading="lazy" width="40" height="40" decoding="async" data-nimg="1" style="color:transparent" src="/images/home/whereCanHelp/video-search.svg"/><h3><a href="/vector-database-use-cases/video-similarity-search">Video Similarity Search</a></h3><p class="whereCanHelpSection_desc__QipPt">Search for similar videos from extensive collections of video libraries.</p></li><li><img alt="Question Answering System" loading="lazy" width="40" height="40" decoding="async" data-nimg="1" style="color:transparent" src="/images/home/whereCanHelp/qa-system.svg"/><h3>Question Answering System</h3><p class="whereCanHelpSection_desc__QipPt">Interactive QA chatbot that automatically answers user questions.</p></li><li><img alt="Molecular Similarity Search" loading="lazy" width="40" height="40" decoding="async" data-nimg="1" style="color:transparent" src="/images/home/whereCanHelp/molecular-search.svg"/><h3>Molecular Similarity Search</h3><p class="whereCanHelpSection_desc__QipPt">Search for similar substructures, superstructures, and other structures for a specified molecule.</p></li><li><img alt="Multimodal Similarity Search" loading="lazy" width="40" height="40" decoding="async" data-nimg="1" style="color:transparent" src="/images/home/whereCanHelp/multi-modal.svg"/><h3>Multimodal Similarity Search</h3><p class="whereCanHelpSection_desc__QipPt">Query across different modalities such as texts, videos, audio, and images. </p></li></ul><div class="whereCanHelpSection_btnWrapper__DB42d"><a title="" class="BaseButton_root__SFmw5 BaseButton_outlined__YX8cd" rel="noreferrer noopener" target="_self" href="/vector-database-use-cases">View all use cases<span class="BaseButton_endIcon__ifiY5"><svg width="16" height="17" viewBox="0 0 16 17" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M10.7817 8.15636L7.20566 4.58036L8.14833 3.6377L13.3337 8.82303L8.14833 14.0084L7.20566 13.0657L10.7817 9.4897H2.66699V8.15636H10.7817Z" fill="black"></path></svg></span></a></div></div></section><section class="__101Section_startSection__Tn0_E"><div class="page_container__wdEFV globalLeftTextAndRightImgLayout_layoutContainer__aSu8H globalLeftTextAndRightImgLayout_mediumLayout__DMW9P"><div class="globalLeftTextAndRightImgLayout_leftSection__mBuc7"><h3 class="globalLeftTextAndRightImgLayout_title__0jhx2 globalLeftTextAndRightImgLayout_darkThemeTitle__mmTR4">Want to learn more about Vector Databases?</h3><p class="globalLeftTextAndRightImgLayout_desc__i_wPV globalLeftTextAndRightImgLayout_darkThemeDesc__2YMWf">The surge in unstructured data demands a paradigm shift to a new category: the Vector Database. Explore this guide on Vector Databases.</p><div class="globalLeftTextAndRightImgLayout_actionWrapper__Xz0Oq"><a title="" class="BaseButton_root__SFmw5 BaseButton_outlined__YX8cd BaseButton_outlinedSecondary__yB9xN" rel="noreferrer noopener" target="_self" href="/learn/what-is-vector-database">Learn more about Vector Database<span class="BaseButton_endIcon__ifiY5"><svg width="16" height="17" viewBox="0 0 16 17" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M10.7817 8.15636L7.20566 4.58036L8.14833 3.6377L13.3337 8.82303L8.14833 14.0084L7.20566 13.0657L10.7817 9.4897H2.66699V8.15636H10.7817Z" fill="black"></path></svg></span></a></div></div><div class="globalLeftTextAndRightImgLayout_rightSection__c9oUG"><img src="/images/home/learn-about-vdb.png" alt="Learn About VDB"/></div></div></section><section class="page_container__IibMw badgesSection_badgeSectionContainer__rDJYp"><h2 class="">Zilliz is a G2 Vector Database Leader</h2><div class="badgesSection_badgesList__ixXMX"><img 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