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py-2.5 text-center transition-colors" href="/product/">Learn More</a></div><div role="presentation" aria-hidden="true" class="pointer-events-none absolute left-0 top-0 w-full"><span class="z-1 absolute left-0 top-0 h-[7.125rem] border-l"></span><span class="bg-linear-to-t from-background z-2 absolute left-0 top-1 h-[10.125rem] w-[1px] from-10% to-transparent"></span><span class="z-1 absolute right-0 top-0 h-[7.125rem] border-r"></span><span class="bg-linear-to-t from-background z-2 absolute right-0 top-1 h-[10.125rem] w-[1px] to-transparent"></span></div></div></div><div class="container h-fit md:h-fit min-h-[400px] xs:min-h-[400px] md:min-h-fit"><div class="mt-8"><div class="bg-background-light flex flex-col sm:flex-row items-center border border-b-0 px-4 xs:px-8 py-6"><span class="text-text-primary text-sm/[1.4] xxs:text-base/[1.4] md:text-xl/[1.4]"> <span class="text-text-primary font-bold sm:mr-2 mb-1 sm:mb-0 text-sm/[1.4] xxs:text-base/[1.4] md:text-xl/[1.4]">Customer workload:</span> Popular productivity app providing instant Q&A across company knowledge</span></div><div class="grid grid-cols-2 lg:grid-cols-3 border-x border-t"><div class=" "><div class="bg-background-light text-text-primary w-full space-y-2 md:space-y-6 px-4 xs:px-8 py-6 md:py-8 h-full"><div class="relative"><h3 class="text-[1.9rem]/[1] xxs:text-[2.275rem]/[1] md:text-[4.25rem]/[1] font-medium text-transparent [-webkit-text-stroke-color:var(--text-primary)] [-webkit-text-stroke-width:2px] absolute top-0 left-0 z-0"></h3><h3 class="text-[1.9rem]/[1] xxs:text-[2.275rem]/[1] md:text-[4.25rem]/[1] font-medium text-background-light relative z-10"></h3></div><p class="text-text-primary text-sm/[1] xxs:text-base/[1] md:text-xl/[1] leading-none">Total vectors</p></div></div><div class=" border-l "><div class="bg-background-light text-text-primary w-full space-y-2 md:space-y-6 px-4 xs:px-8 py-6 md:py-8 h-full"><div class="relative"><h3 class="text-[1.9rem]/[1] xxs:text-[2.275rem]/[1] md:text-[4.25rem]/[1] font-medium text-transparent [-webkit-text-stroke-color:var(--text-primary)] [-webkit-text-stroke-width:2px] absolute top-0 left-0 z-0"></h3><h3 class="text-[1.9rem]/[1] xxs:text-[2.275rem]/[1] md:text-[4.25rem]/[1] font-medium text-background-light relative z-10"></h3></div><p class="text-text-primary text-sm/[1] xxs:text-base/[1] md:text-xl/[1] leading-none">Namespaces</p></div></div><div class=" col-span-2 lg:col-span-1 border-t lg:border-t-0 lg:border-l h-full border-b md:border-b-0 "><div class="bg-background-light text-text-primary w-full space-y-2 md:space-y-6 px-4 xs:px-8 py-6 md:py-8 h-full"><div class="relative"><h3 class="text-[1.9rem]/[1] xxs:text-[2.275rem]/[1] md:text-[4.25rem]/[1] font-medium text-transparent [-webkit-text-stroke-color:var(--text-primary)] [-webkit-text-stroke-width:2px] absolute top-0 left-0 z-0"></h3><h3 class="text-[1.9rem]/[1] xxs:text-[2.275rem]/[1] md:text-[4.25rem]/[1] font-medium text-background-light relative z-10"></h3></div><p class="text-text-primary text-sm/[1] xxs:text-base/[1] md:text-xl/[1] leading-none">Global writes per day</p></div></div></div></div></div></section><section class="border-b"><div class="container"><div class="relative px-4 sm:px-8 pt-24"><div class="flex flex-col justify-between gap-4 lg:flex-row undefined"><div><h2 class="text-text-primary text-2xl/[1.2] md:text-h2/[1.2] true">Trusted in production</h2><p class="text-text-secondary mt-4">The world's most innovative companies are already in production with Pinecone.</p></div></div><div role="presentation" aria-hidden="true" class="pointer-events-none absolute left-0 top-0 w-full"><span class="z-1 absolute left-0 top-0 h-[7.125rem] border-l"></span><span class="bg-linear-to-t from-background z-2 absolute left-0 top-1 h-[10.125rem] w-[1px] from-10% to-transparent"></span><span class="z-1 absolute right-0 top-0 h-[7.125rem] border-r"></span><span class="bg-linear-to-t from-background z-2 absolute right-0 top-1 h-[10.125rem] w-[1px] to-transparent"></span></div></div></div><div class="container"><div class="mt-8 grid grid-cols-1 md:grid-cols-2 "><a class="group bg-background-light border border-b-0 px-7 py-8 space-y-8 md:border-r-0 !bg-background !hover:bg-background-light transition-colors duration-300" href="/customers/gong/"><span class="text-brand-blue block text-xs/[1.5] font-medium uppercase tracking-[1.8px]">USE CASE: RECOMMENDATIONS</span><div class="flex flex-col lg:flex-row justify-between gap-4"><svg xmlns="http://www.w3.org/2000/svg" width="88" height="31" viewBox="0 0 88 31" fill="none" class="h-10"><path d="M27.7824 13.274H19.4278C19.0328 13.274 18.7097 13.6092 18.7216 14.0042C18.7216 14.076 18.7336 14.1478 18.7575 14.2196L20.7684 19.4263C20.8402 19.6058 20.7444 19.8093 20.5649 19.8691C20.517 19.8811 20.4692 19.8931 20.4213 19.8931L17.8479 19.7375C17.7282 19.7255 17.6205 19.7853 17.5486 19.8811L15.5498 22.7178C15.442 22.8854 15.2266 22.9333 15.071 22.8255C15.071 22.8255 15.071 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hover:border-primary-dark group-hover:border-text-primary self-start lg:self-auto mt-4 lg:mt-0 text-15/[1.4] inline-block border px-5 py-2.5 text-center transition-colors">Read case study</div></div><div class="theme-ready" style="will-change:color;transition:color 0.15s ease-out"><div>Gong achieves efficient vector searches, empowering<span class="text-text-primary font-bold"> Smart Trackers to offer users precise and relevant examples</span> for concept tracking in conversations.</div></div></a><a class="group bg-background-light border border-b-0 px-7 py-8 space-y-8 !bg-background !hover:bg-background-light transition-colors duration-300" href="/customers/frontier-medicines/"><span class="text-brand-blue block text-xs/[1.5] font-medium uppercase tracking-[1.8px]">USE CASE: SEARCH</span><div class="flex flex-col lg:flex-row justify-between gap-4"><img alt="Frontier Medicines" loading="lazy" width="474" height="118" decoding="async" data-nimg="1" class=" h-10 w-fit object-contain dark:invert brightness-0" style="color:transparent" srcSet="/_next/image/?url=%2F_next%2Fstatic%2Fmedia%2Ffrontier-medicines-logo.28eef5aa.png&w=640&q=75 1x, /_next/image/?url=%2F_next%2Fstatic%2Fmedia%2Ffrontier-medicines-logo.28eef5aa.png&w=1080&q=75 2x" src="/_next/image/?url=%2F_next%2Fstatic%2Fmedia%2Ffrontier-medicines-logo.28eef5aa.png&w=1080&q=75"/> <div href="#" class="bg-background text-text-primary hover:border-primary-dark group-hover:border-text-primary self-start lg:self-auto mt-4 lg:mt-0 text-15/[1.4] inline-block border px-5 py-2.5 text-center transition-colors">Read case study</div></div><div class="theme-ready" style="will-change:color;transition:color 0.15s ease-out"><div><p>Large performance and efficiency gains to vector search capabilities — now searching <strong>Billions of molecule vectors</strong> with Pinecone serverless at the center.</p></div></div></a><div href="#" class="group bg-background-light border border-b-0 px-7 py-8 space-y-8 md:border-r-0 !bg-background"><span class="text-brand-blue block text-xs/[1.5] font-medium uppercase tracking-[1.8px]">USE CASE: RECOMMENDATIONS</span><div class="flex flex-col lg:flex-row justify-between gap-4"><img alt="Hyperleap" loading="lazy" width="484" height="121" decoding="async" data-nimg="1" class="h-10 w-fit object-contain dark:invert brightness-0 -translate-x-2.5" style="color:transparent" srcSet="/_next/image/?url=%2F_next%2Fstatic%2Fmedia%2Fhyperleap.2391ef33.png&w=640&q=75 1x, /_next/image/?url=%2F_next%2Fstatic%2Fmedia%2Fhyperleap.2391ef33.png&w=1080&q=75 2x" src="/_next/image/?url=%2F_next%2Fstatic%2Fmedia%2Fhyperleap.2391ef33.png&w=1080&q=75"/> </div><div class="theme-ready" style="will-change:color;transition:color 0.15s ease-out"><div><p>Hyperleap <strong>increased click-through rates by 50%,</strong> providing job seekers customized matches with Pinecone for their AI-powered job board.</p></div></div></div><div href="#" class="group bg-background-light border border-b-0 px-7 py-8 space-y-8 !bg-background"><span class="text-brand-blue block text-xs/[1.5] font-medium uppercase tracking-[1.8px]">USE CASE: RAG</span><div class="flex flex-col lg:flex-row justify-between gap-4"><svg xmlns="http://www.w3.org/2000/svg" width="145" height="29" viewBox="0 0 145 29" fill="none"><g clip-path="url(#clip0_1_219)"><mask id="mask0_1_219" style="mask-type:luminance" maskUnits="userSpaceOnUse" x="0" y="0" width="145" height="29"><path d="M144.253 0.5H0V28.5H144.253V0.5Z" fill="white"></path></mask><g mask="url(#mask0_1_219)"><path d="M19.5843 10.1926V18.8073L12.125 23.1155V28.4999L24.25 21.5004V7.49951L19.5843 10.1926Z" class="fill-text-primary"></path><path d="M12.125 5.88618L19.5843 10.1926L24.2501 7.49956L12.125 0.5L0 7.49956L4.66402 10.1926L12.125 5.88618Z" class="fill-text-primary"></path><path d="M7.46103 17.1939V25.8086L12.125 28.4999V14.5008L0 7.49951V12.8857L7.46103 17.1939Z" class="fill-text-primary"></path><path d="M40.8931 7.48047C38.2828 7.48047 37.0464 9.12908 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19.8216C143.322 19.7784 143.267 19.7451 143.208 19.724C143.147 19.7027 143.084 19.694 143.021 19.6983H142.433V21.0793H142.635V20.6002H142.82L143.297 21.0793H143.549L143.071 20.6002C143.189 20.6002 143.301 20.554 143.385 20.4716C143.469 20.3891 143.516 20.2771 143.518 20.1598ZM142.636 20.3976V19.9009H143.021C143.057 19.8964 143.095 19.8998 143.13 19.9108C143.166 19.9217 143.198 19.9399 143.226 19.9644C143.254 19.9888 143.277 20.0188 143.293 20.0525C143.308 20.0862 143.316 20.1227 143.316 20.1598C143.316 20.306 143.224 20.3976 143.021 20.3976H142.636Z" class="fill-text-primary"></path></g></g><defs><clipPath id="clip0_1_219"><rect width="144.375" height="28" fill="white" transform="translate(0 0.5)"></rect></clipPath></defs></svg> </div><div class="theme-ready" style="will-change:color;transition:color 0.15s ease-out"><div>"Pinecone aligns with our vision to democratize data accessibility for all engineers, and we're excited to <span class="text-text-primary font-bold">uncover more potential with its new serverless architecture.</span>"</div></div></div></div></div></section><section class="border-b"><div class="container"><div class="relative px-4 sm:px-8 grid grid-cols-1 gap-16 pb-8 pt-24 md:grid-cols-2"><div><div class="flex flex-col justify-between gap-4 lg:flex-row undefined"><div><span class="text-tertiary mb-4 block text-sm/[1.5] font-medium uppercase tracking-[1.8px]">Developer Experience</span><h2 class="text-text-primary text-2xl/[1.2] md:text-h2/[1.2] ">Scale simplified</h2><p class="text-text-secondary mt-4">Fully managed and serverless for effortless scaling.</p></div></div><div class="divide-border mt-6 divide-y"><div class="py-6"><h3 class="text-text-primary text-lg/[1.2]">Rapid setup</h3><p class="text-text-secondary mt-2">Launch your vector databases in seconds.</p></div><div class="py-6"><h3 class="text-text-primary text-lg/[1.2]">Serverless scaling</h3><p class="text-text-secondary mt-2">Resources adjust to meet your demand automatically.</p></div><div class="py-6"><h3 class="text-text-primary text-lg/[1.2]">Rock-solid reliability</h3><p class="text-text-secondary mt-2">Trust in consistent uptime for your critical applications.</p></div></div></div><div class="flex flex-col md:justify-center"><div class="codeblock-light"><div class="flex justify-between border border-b-0 bg-background-light"><div class="text-text-primary text-15 px-4 py-2">agent/retriever.py</div><div class="flex items-center"><a href="https://docs.pinecone.io/docs/get-started/overview" target="_blank" class="text-text-secondary hover:border-primary-dark hover:border transition-colors duration-300 flex cursor-pointer items-center gap-2.5 border-l px-5 py-2 text-sm"><svg width="13" height="15" viewBox="0 0 13 15" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0.375 3.15625C0.375 1.84375 1.44141 0.75 2.78125 0.75H11.9688H12.625V1.40625V11.0312V11.6875H11.9688H11.75V13.4375H11.9688H12.625V14.75H11.9688H2.5625C1.33203 14.75 0.375 13.793 0.375 12.5625C0.375 12.5078 0.375 12.4258 0.375 12.3438V3.15625ZM2.5625 11.6875C2.07031 11.6875 1.6875 12.0977 1.6875 12.5625C1.6875 13.0547 2.07031 13.4375 2.5625 13.4375H10.4375V11.6875H2.5625ZM1.6875 10.5664C1.93359 10.457 2.23438 10.375 2.5625 10.375H11.3125V2.0625H2.78125C2.15234 2.0625 1.6875 2.55469 1.6875 3.15625V10.5664ZM4.53125 3.8125H9.34375H10V5.125H9.34375H4.53125H3.875V3.8125H4.53125ZM4.53125 6H9.34375H10V7.3125H9.34375H4.53125H3.875V6H4.53125Z" fill="#57534E"></path></svg>Quickstart guide</a></div></div><pre class="relative language-python overflow-auto border text-[0.8125rem]"><code class="language-python line-numbers">from pinecone import Pinecone pc = Pinecone("<API KEY>") pc.Index("semantic-search") index.query( namespace="breaking-news" vector=[0.13, 0.45, 1.34, ...], filter={"category": {"$eq": "technology"}}, top_k=3 ) </code></pre></div></div><div role="presentation" aria-hidden="true" class="pointer-events-none absolute left-0 top-0 w-full"><span class="z-1 absolute left-0 top-0 h-[7.125rem] border-l"></span><span class="bg-linear-to-t from-background z-2 absolute left-0 top-1 h-[10.125rem] w-[1px] from-10% to-transparent"></span><span class="z-1 absolute right-0 top-0 h-[7.125rem] border-r"></span><span class="bg-linear-to-t from-background z-2 absolute right-0 top-1 h-[10.125rem] w-[1px] to-transparent"></span></div><div role="presentation" aria-hidden="true" class="pointer-events-none absolute bottom-0 left-0 w-full"><span class="z-1 absolute bottom-0 left-0 h-[7.125rem] border-l"></span><span class="bg-linear-to-b from-background z-2 absolute bottom-1 left-0 h-[10rem] w-[1px] from-10% to-transparent"></span><span class="z-1 absolute bottom-0 right-0 h-[7.125rem] border-r"></span><span class="bg-linear-to-b from-background z-2 absolute bottom-1 right-0 h-[10rem] w-[1px] to-transparent"></span></div></div></div></section><section><div class="container"><div class="relative px-4 sm:px-8 pb-8 pt-20"><div class="flex flex-col justify-between gap-4 lg:flex-row undefined"><div><span class="text-tertiary mb-4 block text-sm/[1.5] font-medium uppercase tracking-[1.8px]">Search</span><h2 class="text-text-primary text-2xl/[1.2] md:text-h2/[1.2] ">Relevance, delivered</h2><p class="text-text-secondary mt-4">Advanced retrieval capabilities for precise search across dynamic datasets.</p></div></div><div role="presentation" aria-hidden="true" class="pointer-events-none absolute left-0 top-0 w-full"><span class="z-1 absolute left-0 top-0 h-[7.125rem] border-l"></span><span class="bg-linear-to-t from-background z-2 absolute left-0 top-1 h-[10.125rem] w-[1px] from-10% to-transparent"></span><span class="z-1 absolute right-0 top-0 h-[7.125rem] border-r"></span><span class="bg-linear-to-t from-background z-2 absolute right-0 top-1 h-[10.125rem] w-[1px] to-transparent"></span></div></div></div><div class="container"><div class="xs:grid-cols-2 mt-8 grid grid-cols-1 border-x lg:grid-cols-4 lg:border-t"><a href="https://docs.pinecone.io/models/overview"><div class="bg-background-light border border-l-0 lg:border-t-0 group transition-colors hover:bg-background h-full space-y-4 p-8"><div class="flex flex-wrap items-center justify-between gap-4"><div class="bg-background flex h-12 w-12 items-center justify-center border"><svg width="26" height="21" viewBox="0 0 26 21" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M9.5625 16.75C8.54688 15.3438 8 13.625 8 11.75C8 7.88281 10.5 4.60156 13.9766 3.46875C12.6875 2.41406 11.0469 1.75 9.25 1.75C5.10938 1.75 1.75 5.10938 1.75 9.25C1.75 13.3906 5.10938 16.75 9.25 16.75C9.32812 16.75 9.44531 16.75 9.5625 16.75ZM10.9688 16.5547C14.2891 15.7734 16.75 12.8047 16.75 9.25C16.75 7.45312 16.0859 5.77344 14.9922 4.48438C11.7109 5.26562 9.25 8.23438 9.25 11.75C9.25 13.5859 9.875 15.2656 10.9688 16.5547ZM10.5 17.9219C10.1094 18 9.67969 18 9.25 18C4.40625 18 0.5 14.0938 0.5 9.25C0.5 4.44531 4.40625 0.5 9.25 0.5C11.6719 0.5 13.8594 1.51562 15.4609 3.11719C15.8516 3.03906 16.2812 3 16.75 3C21.5547 3 25.5 6.94531 25.5 11.75C25.5 16.5938 21.5547 20.5 16.75 20.5C14.2891 20.5 12.1016 19.5234 10.5 17.9219ZM16.4375 4.28906C17.4141 5.69531 18 7.41406 18 9.25C18 13.1562 15.4609 16.4375 11.9844 17.5703C13.2734 18.625 14.9141 19.25 16.75 19.25C20.8906 19.25 24.25 15.8906 24.25 11.75C24.25 7.60938 20.8906 4.25 16.75 4.25C16.6328 4.25 16.5156 4.28906 16.4375 4.28906Z" class="fill-text-primary"></path></svg></div></div><h3 class="text-text-primary text-xl/[1.4]">Embeddings</h3><p class="text-text-secondary text-sm/[1.5]">Choose from our leading <span class="text-text-secondary underline group-hover:text-text-primary">hosted models</span> or bring your own vectors.</p></div></a><a class="group h-full" href="https://docs.pinecone.io/reference/architecture/serverless-architecture"><div class="bg-background-light border border-x-0 border-t-0 xs:border-t lg:border-t-0 lg:border-r group-hover:bg-background transition-colors duration-300 h-full space-y-4 p-8"><div class="flex flex-wrap items-center justify-between gap-4"><div class="bg-background flex h-12 w-12 items-center justify-center border"><svg width="14" height="13" viewBox="0 0 14 13" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M12.625 0.25H13.25V0.875V9.625V10.25H12V9.625V2.39844L2.11719 12.2812L1.6875 12.7109L0.789062 11.8125L1.21875 11.3828L11.1016 1.5H3.875H3.25V0.25H3.875H12.625Z" class="fill-text-primary"></path></svg></div></div><h3 class="text-text-primary text-xl/[1.4]">Optimized recall</h3><p class="text-text-secondary text-sm/[1.5]"><span>Benchmark leading algorithms <span class="text-text-secondary underline group-hover:text-text-primary">maximize recall with low latency</span>.</span></p></div></a><a class="group h-full" href="https://docs.pinecone.io/guides/data/query-data#filter-by-metadata"><div class="bg-background-light border border-x-0 xs:border-r border-t-0 group-hover:bg-background transition-colors duration-300 h-full space-y-4 p-8"><div class="flex flex-wrap items-center justify-between gap-4"><div class="bg-background flex h-12 w-12 items-center justify-center border"><svg width="20" height="20" viewBox="0 0 20 20" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M8.75 11.5703V12V14.5781L11.25 16.7656V12V11.5703L11.5234 11.2188L18.75 2.82031V2H1.25V2.82031L8.4375 11.2188L8.75 11.5703ZM0 3.25V2V0.75H1.25H18.75H20V2V3.25L12.5 12V17.8594V19.5L11.25 18.4062L7.5 15.125V12L0 3.25Z" class="fill-text-primary"></path></svg></div></div><h3 class="text-text-primary text-xl/[1.4]">Filters</h3><p class="text-text-secondary text-sm/[1.5]">Retrieve only the vectors that match your <span class="text-text-secondary underline group-hover:text-text-primary">metadata filters</span>.</p></div></a><a class="group h-full" href="https://docs.pinecone.io/reference/architecture/serverless-architecture"><div class="bg-background-light border border-x-0 border-t-0 group-hover:bg-background transition-colors duration-300 space-y-4 p-8"><div class="flex flex-wrap items-center justify-between gap-4"><div class="bg-background flex h-12 w-12 items-center justify-center border"><svg width="20" height="21" viewBox="0 0 20 21" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M18.75 10.5C18.75 7.375 17.0703 4.52344 14.375 2.96094C11.6406 1.35938 8.32031 1.35938 5.625 2.96094C2.89062 4.52344 1.25 7.375 1.25 10.5C1.25 13.6641 2.89062 16.5156 5.625 18.0781C8.32031 19.6797 11.6406 19.6797 14.375 18.0781C17.0703 16.5156 18.75 13.6641 18.75 10.5ZM0 10.5C0 6.94531 1.875 3.66406 5 1.86719C8.08594 0.0703125 11.875 0.0703125 15 1.86719C18.0859 3.66406 20 6.94531 20 10.5C20 14.0938 18.0859 17.375 15 19.1719C11.875 20.9688 8.08594 20.9688 5 19.1719C1.875 17.375 0 14.0938 0 10.5ZM9.375 4.875V4.25H10.625V4.875V10.1875L14.0625 12.4922L14.6094 12.8438L13.9062 13.8984L13.3984 13.5469L9.64844 11.0469L9.375 10.8516V10.5V4.875Z" fill="var(--text-primary)"></path></svg></div></div><h3 class="text-text-primary text-xl/[1.4]">Real-time indexing</h3><p class="text-text-secondary text-sm/[1.5]"><span>Upserted and updated vectors are <span class="text-text-secondary underline group-hover:text-text-primary">dynamically indexed</span> in real-time to ensure fresh reads.</span></p></div></a><a class="group h-full" href="https://docs.pinecone.io/guides/indexes/understanding-indexes#sparse-indexes"><div class="bg-background-light border border-x-0 border-t-0 xs:border-r group-hover:bg-background transition-colors duration-300 h-full space-y-4 p-8"><div class="flex flex-wrap items-center justify-between gap-4"><div class="bg-background flex h-12 w-12 items-center justify-center border"><svg width="18" height="19" viewBox="0 0 18 19" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M0.25 0.75H0.875H17.125H17.75V1.375V3.875V4.5H16.5V3.875V2H9.625V17H12.125H12.75V18.25H12.125H5.875H5.25V17H5.875H8.375V2H1.5V3.875V4.5H0.25V3.875V1.375V0.75Z" class="fill-text-primary"></path></svg></div></div><h3 class="text-text-primary text-xl/[1.4]">Full-text search</h3><p class="text-text-secondary text-sm/[1.5]"><span>Get an exact keyword match with <span class="text-text-secondary underline group-hover:text-text-primary">sparse indexes</span> when semantic search isn't enough.</span></p></div></a><a class="group h-full" href="https://docs.pinecone.io/guides/inference/rerank"><div class="bg-background-light border border-x-0 border-t-0 lg:border-r group-hover:bg-background transition-colors duration-300 h-full space-y-4 p-8"><div class="flex flex-wrap items-center justify-between gap-4"><div class="bg-background flex h-12 w-12 items-center justify-center border"><svg width="20" height="19" viewBox="0 0 20 19" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M16.6797 1.25781L19.2969 3.875H19.375V3.95312L19.4922 4.07031L19.9219 4.5L19.4922 4.96875L19.375 5.08594V5.125H19.2969L16.6797 7.78125L16.25 8.21094L15.3516 7.3125L15.7812 6.88281L17.5391 5.125H15.625H12.8125L10.3125 8.48438L9.53125 7.42969L11.9922 4.14844L12.1875 3.875H12.5H15.625H17.5391L15.7812 2.15625L15.3516 1.6875L16.25 0.828125L16.6797 1.25781ZM4.6875 13.875L7.1875 10.5547L7.96875 11.6094L5.46875 14.8906L5.3125 15.125H5H0.625H0V13.875H0.625H4.6875ZM16.25 18.2109L15.3516 17.3125L15.7812 16.8828L17.5391 15.125H15.625H12.5H12.1875L11.9922 14.8906L4.6875 5.125H0.625H0V3.875H0.625H5H5.3125L5.46875 4.14844L12.8125 13.875H15.625H17.5391L15.7812 12.1562L15.3516 11.6875L16.25 10.8281L16.6797 11.2578L19.2969 13.875H19.375V13.9531L19.4922 14.0703L19.9219 14.5L19.4922 14.9688L19.375 15.0859V15.125H19.2969L16.6797 17.7812L16.25 18.2109Z" class="fill-text-primary"></path></svg></div></div><h3 class="text-text-primary text-xl/[1.4]">Rerankers</h3><p class="text-text-secondary text-sm/[1.5]"><span>Add an extra layer of precision with <a href="https://docs.pinecone.io/guides/inference/rerank" class="text-text-secondary underline group-hover:text-text-primary">rerankers</a> to boost the most relevant matches.</span></p></div></a><a class="group h-full" href="https://docs.pinecone.io/guides/indexes/implement-multitenancy"><div class="bg-background-light border border-x-0 border-t-0 xs:border-r group-hover:bg-background transition-colors duration-300 h-full space-y-4 p-8"><div class="flex flex-wrap items-center justify-between gap-4"><div class="bg-background flex h-12 w-12 items-center justify-center border"><svg width="24" height="21" viewBox="0 0 24 21" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M9.5 1.75V19.25H22V1.75H9.5ZM8.25 0.5H9.5H22H23.25V1.75V19.25V20.5H22H9.5H8.25V19.25V1.75V0.5ZM4.5 2.375H5.75V18.625H4.5V2.375ZM0.75 4.25H2V16.75H0.75V4.25Z" class="fill-text-primary"></path></svg></div></div><h3 class="text-text-primary text-xl/[1.4]">Namespaces</h3><p class="text-text-secondary text-sm/[1.5]"><span>Create partitions of your data with <a href="https://docs.pinecone.io/guides/indexes/implement-multitenancy" class="text-text-secondary underline group-hover:text-text-primary">namespaces</a> to ensure tenant isolation.</span></p></div></a><a class="group text-tertiary flex flex-col p-8 text-xl/[1.3] font-medium tracking-[-0.2px] border-b " href="/blog/cascading-retrieval/"><span class="text-text-secondary font-normal">Learn how to achieve <span class="text-text-primary font-bold">best-in-class relevance</span> with cascading retrieval</span><div class="mt-auto self-start pt-4"><a class="bg-background text-text-primary hover:border-primary-dark group-hover:border-primary-dark text-15/[1.4] inline-block border px-5 py-2.5 text-center transition-colors" href="/blog/cascading-retrieval/">View sample code</a></div></a></div></div></section><div class="container"><div class="relative px-4 sm:px-8 border-x border-b pt-24 undefined"></div></div><section class="container grid grid-cols-1 md:grid-cols-2 undefined"><div class="flex flex-col border-b border-r md:border-r-0 md:border-b-0"><div class="border-l px-4 py-8 sm:px-8"><div class="flex flex-col justify-between gap-4 lg:flex-row undefined"><div><h2 class="text-text-primary text-2xl/[1.2] md:text-h2/[1.2] ">Works where you do</h2><p class="text-text-secondary mt-4">Use Pinecone with your favorite cloud provider, data sources, models, frameworks, and more.</p></div></div><a class="bg-background text-text-primary hover:border-primary-dark mt-8 text-15/[1.4] inline-block border px-5 py-2.5 text-center transition-colors" href="https://docs.pinecone.io/integrations/overview">Explore Integrations</a></div><div class="grow border-l"><div class="h-[242px] relative overflow-hidden"><div class="absolute top-0 w-full"></div><div class="absolute top-[126px] w-full"></div></div></div></div><div class="flex flex-col border-r border-border"><div class="border-l px-4 py-8 sm:px-8"><div class="flex flex-col justify-between gap-4 lg:flex-row undefined"><div><h2 class="text-text-primary text-2xl/[1.2] md:text-h2/[1.2] ">Enterprise-ready AI</h2><p class="text-text-secondary mt-4">Meet security and operational requirements to bring AI products to market faster.</p></div></div><a class="bg-background text-text-primary hover:border-primary-dark mt-8 text-15/[1.4] inline-block border px-5 py-2.5 text-center transition-colors" href="/security/">View Security</a></div><div class="space-y-6 border-l px-4 pb-8 sm:px-8"><div class="flex gap-4"><div class="bg-text-primary text-text-primary flex h-12 w-12 shrink-0 items-center justify-center"><svg width="14" height="16" viewBox="0 0 14 16" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M4 4V6H10V4C10 2.34375 8.65625 1 7 1C5.34375 1 4 2.34375 4 4ZM3 6V4C3 1.8125 4.78125 0 7 0C9.1875 0 11 1.8125 11 4V6H13H14V7V15V16H13H1H0V15V7V6H1H3ZM1 15H13V7H1V15Z" class="fill-background-light"></path></svg></div><div><h3 class="text-text-primary">Secure</h3><p class="text-text-secondary mt-1 text-sm/[1.3] tracking-[-0.14px]">With encryption at rest and in transit, hierarchical encryption keys, private networking, and more, your data is secure. <span><a class="transition-colors duration-300 underline text-text-primary hover:text-text-secondary" href="/contact/?contact_form_inquiry_type=Sales">Contact us</a> to deploy a privately managed Pinecone region within your cloud.</span></p></div></div><div class="flex gap-4"><div class="bg-text-primary text-text-primary flex h-12 w-12 shrink-0 items-center justify-center"><svg width="16" height="16" viewBox="0 0 16 16" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M5.9375 2.25L5.75 2.625L5.34375 2.5C4.5625 2.25 3.65625 2.4375 3.03125 3.0625C2.40625 3.6875 2.21875 4.59375 2.46875 5.375L2.59375 5.78125L2.21875 5.96875C1.46875 6.34375 1 7.125 1 8C1 8.90625 1.46875 9.65625 2.21875 10.0625L2.59375 10.25L2.46875 10.6562C2.21875 11.4375 2.40625 12.3438 3.03125 12.9688C3.65625 13.5938 4.5625 13.7812 5.34375 13.5312L5.75 13.4062L5.9375 13.7812C6.34375 14.5312 7.09375 15 8 15C8.875 15 9.65625 14.5312 10.0312 13.7812L10.2188 13.4062L10.625 13.5312C11.4062 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6.375L7.34375 10.375L7 10.7188L6.625 10.375L4.625 8.375L4.28125 8L5 7.3125L5.34375 7.65625L7 9.3125L10.625 5.65625L11 5.3125L11.6875 6L11.3438 6.375Z" class="fill-background-light"></path></svg></div><div><h3 class="text-text-primary">Reliable</h3><p class="text-text-secondary mt-1 text-sm/[1.3] tracking-[-0.14px]">Powering mission-critical applications of all sizes, with uptime SLAs, support SLAs, and observability.</p></div></div><div class="flex gap-4"><div class="bg-text-primary text-text-primary flex h-12 w-12 shrink-0 items-center justify-center"><svg width="18" height="16" viewBox="0 0 18 16" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M7.71875 14.9062C6.9375 14.0625 5.96875 12.7812 5.4375 11H2.65625C3.59375 13 5.46875 14.5 7.71875 14.9062ZM7.78125 13.4375C8.21875 14.0312 8.65625 14.4688 9 14.75C9.3125 14.4688 9.75 14.0312 10.1875 13.4375C10.6562 12.8125 11.1562 12 11.5 11.0312H6.46875C6.8125 12 7.3125 12.8125 7.78125 13.4375ZM6 8C6 8.75 6.0625 9.40625 6.1875 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