Redis for AI

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src="https://redis.io/wp-content/uploads/2025/02/icon-redis-for-AI-64-white.svg?format=pjpg&auto=webp&quality=1&width=500" alt="" class="wp-image-165297" loading="lazy"></figure> <h1 class="wp-block-heading page-title mb-32 md-mb-32 has-none-font-family" style="font-size:64px">Redis for AI</h1> <h3 class="wp-block-heading mb-0 mt-0">Build AI apps with speed, memory, and accuracy</h3> <p class="mb-0" style="font-size:16px">Redis for AI is our integrated package of features and services designed to get your GenAI apps into production faster with the fastest vector database, robust integrations, and worldwide scale.</p> <div style="height:32px" aria-hidden="true" class="wp-block-spacer"></div> <div class="wp-block-group button-flex-group button-gap-24 is-nowrap is-layout-flex wp-container-core-group-is-layout-3 wp-block-group-is-layout-flex"> <div class="wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-2 wp-block-group-is-layout-flex"> <div class="wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex"> <div class="wp-block-button has-custom-font-size wp-shuffle is-style-fill font-space-grotesk" style="font-size:16px"><a class="wp-block-button__link wp-element-button" href="https://redis.io/docs/latest/develop/get-started/vector-database/">Try it yourself</a></div> </div> </div> <p class="cta-txt-black red-arrow-2 arrow-btn margin-top-0 font-space-grotesk" style="font-size:16px"><a href="/docs/latest/develop/ai/">Read our AI docs</a></p> </div> </div> <div class="wp-block-column column-grid column-grid-1 mb-0 is-layout-flow wp-block-column-is-layout-flow"></div> <div class="wp-block-column column-grid-6 mb-0 rft-block is-layout-flow wp-block-column-is-layout-flow"> <figure class="wp-block-image size-full show-on-tablet"><img decoding="async" src="https://redis.io/wp-content/uploads/2025/02/Redis-for-AI_hero-illustration.svg?format=pjpg&auto=webp&quality=1&width=500" alt="" class="wp-image-165585" loading="lazy"></figure> </div> </div> <p class="has-text-align-center has-large-font-size"></p> </div></div> <div class="wp-block-group bgmidnight pricing-banner alignfull padd-x-43"><div class="wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained"></div></div> <div class="wp-block-group space-64 backandforth font-space-grotesk"><div class="wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained"> <div class="wp-block-columns are-vertically-aligned-center space-b-108 mb-0 is-layout-flex wp-container-core-columns-is-layout-3 wp-block-columns-is-layout-flex"> <div class="wp-block-column is-vertically-aligned-center hard-img-col column-grid-4 mb-0 is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:46%"><div class="wp-block-image mb-0"> <figure class="aligncenter size-full"><img decoding="async" src="https://redis.io/wp-content/uploads/2025/02/Frame-1.svg?format=pjpg&auto=webp&quality=1&width=500" alt="" class="wp-image-165300" loading="lazy"></figure></div></div> <div class="wp-block-column is-vertically-aligned-center hard-img-col column-grid-4 mb-0 is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:8%"></div> <div class="wp-block-column is-vertically-aligned-center content-col column-grid-5 mb-0 is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:46%"> <div class="wp-block-group gap-0 is-vertical is-layout-flex wp-container-core-group-is-layout-5 wp-block-group-is-layout-flex"> <h2 class="wp-block-heading section-heading mb-20 has-text-color has-link-color wp-elements-aa13f9c08cafad21ef3a54d91719aab6" style="color:#1e1e1e;font-size:32px">Improve RAG & search with the world’s fastest vector database<gwmw style="display:none;"></gwmw></h2> <div class="wp-block-columns mb-30 is-layout-flex wp-container-core-columns-is-layout-2 wp-block-columns-is-layout-flex"> <div class="wp-block-column mb-0 is-layout-flow wp-block-column-is-layout-flow"> <p class="mb-20 mt-0" style="font-size:16px">Get more accurate answers using retrieval-augmented generation (RAG), get the fastest responses on the market, and work with top ecosystem partners like LangChain and LlamaIndex.</p> </div> </div> <a href="/blog/benchmarking-results-for-vector-databases/" class="red-arrow cta-txt-black arrow-btn">See our benchmarks</a> </div> </div> </div> <div class="wp-block-columns are-vertically-aligned-center space-b-108 mb-0 flex-col-sm-reverse is-layout-flex wp-container-core-columns-is-layout-6 wp-block-columns-is-layout-flex"> <div class="wp-block-column is-vertically-aligned-center content-col column-grid-5 mb-0 is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:46%"> <div class="wp-block-group gap-0 is-vertical is-layout-flex wp-container-core-group-is-layout-6 wp-block-group-is-layout-flex"> <div class="wp-block-columns justify-start column-grid mb-0 is-layout-flex wp-container-core-columns-is-layout-4 wp-block-columns-is-layout-flex"> <div class="wp-block-column mb-0 column-grid-10 is-layout-flow wp-block-column-is-layout-flow"> <h2 class="wp-block-heading section-heading mb-20 has-text-color has-link-color wp-elements-9eb760e0e4fcfd8a5a3b9947e00cb0f0" style="color:#1e1e1e;font-size:32px">Personalize AI responses with long-term memory<gwmw style="display:none;"></gwmw><gwmw style="display:none;"></gwmw><gwmw style="display:none;"></gwmw></h2> </div> <div class="wp-block-column column-grid column-grid-2 mb-0 is-layout-flow wp-block-column-is-layout-flow"></div> </div> <div class="wp-block-columns mb-30 is-layout-flex wp-container-core-columns-is-layout-5 wp-block-columns-is-layout-flex"> <div class="wp-block-column mb-0 is-layout-flow wp-block-column-is-layout-flow"> <p class="mb-20 mt-0" style="font-size:16px">LLMs don’t retain recent history, which can cause awkward interactions. We store all previous interactions between an LLM and a user to deliver personalized GenAI experiences.<gwmw style="display:none;"></gwmw></p> </div> </div> <a href="/blog/using-redis-for-real-time-rag-goes-beyond-a-vector-database/" class="cta-txt-black arrow-btn red-arrow">Learn more</a> </div> </div> <div class="wp-block-column column-grid column-grid-1 mb-0 is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:8%"></div> <div class="wp-block-column is-vertically-aligned-center hard-img-col column-grid-4 mb-0 is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:46%"><div class="wp-block-image mb-0"> <figure class="aligncenter size-full"><img decoding="async" src="https://redis.io/wp-content/uploads/2025/02/Frame-2b.svg?format=pjpg&auto=webp&quality=1&width=500" alt="" class="wp-image-165301" style="object-fit:cover" loading="lazy"></figure></div></div> </div> <div class="wp-block-columns are-vertically-aligned-center space-b-108 mb-0 is-layout-flex wp-container-core-columns-is-layout-8 wp-block-columns-is-layout-flex"> <div class="wp-block-column is-vertically-aligned-center hard-img-col column-grid-4 mb-0 is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:46%"><div class="wp-block-image mb-0"> <figure class="aligncenter size-full"><img decoding="async" src="https://redis.io/wp-content/uploads/2025/02/Frame-3a.svg?format=pjpg&auto=webp&quality=1&width=500" alt="" class="wp-image-165302" loading="lazy"></figure></div></div> <div class="wp-block-column column-grid column-grid-1 mb-0 is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:8%"></div> <div class="wp-block-column is-vertically-aligned-center content-col column-grid-5 mb-0 is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:46%"> <div class="wp-block-group gap-0 is-vertical is-layout-flex wp-container-core-group-is-layout-7 wp-block-group-is-layout-flex"> <h2 class="wp-block-heading section-heading mb-20 has-text-color has-link-color wp-elements-d1d732429410c6b4c57360bb1a9bf76b" style="color:#1e1e1e;font-size:32px">Short-term memory for faster AI agents<gwmw style="display:none;"></gwmw></h2> <div class="wp-block-columns mb-30 is-layout-flex wp-container-core-columns-is-layout-7 wp-block-columns-is-layout-flex"> <div class="wp-block-column mb-0 is-layout-flow wp-block-column-is-layout-flow"> <p class="mb-20 mt-0" style="font-size:16px">As GenAI systems get more complex, they use multiple agents, data retrievals, and LLM calls to complete tasks. Every step adds lag. We make agents faster, so you get higher-performing apps.</p> </div> </div> <a href="https://github.com/redis-developer/redis-ai-resources/blob/main/python-recipes/agents/00_langgraph_redis_agentic_rag.ipynb/" class="cta-txt-black arrow-btn red-arrow">Build AI agents with LangGraph</a> </div> </div> </div> <div class="wp-block-columns are-vertically-aligned-center space-b-108 mb-0 flex-col-sm-reverse is-layout-flex wp-container-core-columns-is-layout-11 wp-block-columns-is-layout-flex"> <div class="wp-block-column is-vertically-aligned-center content-col column-grid-5 mb-0 is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:46%"> <div class="wp-block-group gap-0 is-vertical is-layout-flex wp-container-core-group-is-layout-8 wp-block-group-is-layout-flex"> <div class="wp-block-columns justify-start column-grid mb-0 is-layout-flex wp-container-core-columns-is-layout-9 wp-block-columns-is-layout-flex"> <div class="wp-block-column mb-0 column-grid-10 is-layout-flow wp-block-column-is-layout-flow"> <h2 class="wp-block-heading section-heading mb-20 has-text-color has-link-color wp-elements-0777f5f06f3acac57b91a66083ca868f" style="color:#1e1e1e;font-size:32px">Reduce redundant LLM calls with semantic caching<gwmw style="display:none;"></gwmw><gwmw style="display:none;"></gwmw><gwmw style="display:none;"></gwmw></h2> </div> <div class="wp-block-column column-grid column-grid-2 mb-0 is-layout-flow wp-block-column-is-layout-flow"></div> </div> <div class="wp-block-columns mb-30 is-layout-flex wp-container-core-columns-is-layout-10 wp-block-columns-is-layout-flex"> <div class="wp-block-column mb-0 is-layout-flow wp-block-column-is-layout-flow"> <p class="mb-20 mt-0" style="font-size:16px">Store the semantic meaning of frequent calls to LLMs so apps can answer commonly asked questions more quickly and lower LLM inference costs.<gwmw style="display:none;"></gwmw></p> </div> </div> <a href="/blog/what-is-semantic-caching/" class="cta-txt-black arrow-btn red-arrow">Learn more</a> </div> </div> <div class="wp-block-column column-grid column-grid-1 mb-0 is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:8%"></div> <div class="wp-block-column is-vertically-aligned-center hard-img-col column-grid-4 mb-0 is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:46%"><div class="wp-block-image mb-0"> <figure class="aligncenter size-full"><img decoding="async" src="https://redis.io/wp-content/uploads/2025/02/Redis_EditorialIllustration_Saving_Spot_01_20241001.svg?format=pjpg&auto=webp&quality=1&width=500" alt="" class="wp-image-165303" style="object-fit:cover" loading="lazy"></figure></div></div> </div> <div class="wp-block-columns are-vertically-aligned-center space-b-108 mb-0 is-layout-flex wp-container-core-columns-is-layout-13 wp-block-columns-is-layout-flex"> <div class="wp-block-column is-vertically-aligned-center hard-img-col column-grid-4 mb-0 is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:46%"><div class="wp-block-image mb-0"> <figure class="aligncenter size-full"><img decoding="async" src="https://redis.io/wp-content/uploads/2025/02/Frame-4.svg?format=pjpg&auto=webp&quality=1&width=500" alt="" class="wp-image-165304" loading="lazy"></figure></div></div> <div class="wp-block-column column-grid column-grid-1 mb-0 is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:8%"></div> <div class="wp-block-column is-vertically-aligned-center content-col column-grid-5 mb-0 is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:46%"> <div class="wp-block-group gap-0 is-vertical is-layout-flex wp-container-core-group-is-layout-9 wp-block-group-is-layout-flex"> <h2 class="wp-block-heading section-heading mb-20 has-text-color has-link-color wp-elements-95877a1c5f62b3cbcd2e9fe7f111b592" style="color:#1e1e1e;font-size:32px">Choose the right tool with semantic routing<gwmw style="display:none;"></gwmw></h2> <div class="wp-block-columns mb-30 is-layout-flex wp-container-core-columns-is-layout-12 wp-block-columns-is-layout-flex"> <div class="wp-block-column mb-0 is-layout-flow wp-block-column-is-layout-flow"> <p class="mb-20 mt-0" style="font-size:16px">Route queries based on meaning to provide precise, intent-driven results for chatbots, knowledge bases, and agents. Semantic routing classifies requests across multiple tools to quickly find the most relevant answers.</p> </div> </div> <a href="https://github.com/redis/redis-vl-python/blob/main/docs/user_guide/08_semantic_router.ipynb/" class="cta-txt-black arrow-btn red-arrow">See how it works</a> </div> </div> </div> <div class="wp-block-columns are-vertically-aligned-center space-b-108 mb-0 flex-col-sm-reverse is-layout-flex wp-container-core-columns-is-layout-16 wp-block-columns-is-layout-flex"> <div class="wp-block-column is-vertically-aligned-center content-col column-grid-5 mb-0 is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:46%"> <div class="wp-block-group gap-0 is-vertical is-layout-flex wp-container-core-group-is-layout-10 wp-block-group-is-layout-flex"> <div class="wp-block-columns justify-start column-grid mb-0 is-layout-flex wp-container-core-columns-is-layout-14 wp-block-columns-is-layout-flex"> <div class="wp-block-column mb-0 column-grid-10 is-layout-flow wp-block-column-is-layout-flow"> <h2 class="wp-block-heading section-heading mb-20 has-text-color has-link-color wp-elements-e8e45e86234b99ba253d040aafc0a1a3" style="color:#1e1e1e;font-size:32px">Faster predictions with ML  feature store<gwmw style="display:none;"></gwmw><gwmw style="display:none;"></gwmw><gwmw style="display:none;"></gwmw></h2> </div> <div class="wp-block-column column-grid column-grid-2 mb-0 is-layout-flow wp-block-column-is-layout-flow"></div> </div> <div class="wp-block-columns mb-30 is-layout-flex wp-container-core-columns-is-layout-15 wp-block-columns-is-layout-flex"> <div class="wp-block-column mb-0 is-layout-flow wp-block-column-is-layout-flow"> <p class="mb-20 mt-0" style="font-size:16px">We store ML features for fast data retrieval to power timely predictions. Our feature store connects seamlessly with offline feature stores like Tecton and Feast at the scale companies need for instant decisions worldwide.<gwmw style="display:none;"></gwmw></p> </div> </div> <a href="/solutions/feature-stores/" class="cta-txt-black arrow-btn red-arrow">Learn more</a> </div> </div> <div class="wp-block-column column-grid column-grid-1 mb-0 is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:8%"></div> <div class="wp-block-column is-vertically-aligned-center hard-img-col column-grid-4 mb-0 is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:46%"><div class="wp-block-image mb-0"> <figure class="aligncenter size-full"><img decoding="async" src="https://redis.io/wp-content/uploads/2025/02/Frame-5.svg?format=pjpg&auto=webp&quality=1&width=500" alt="" class="wp-image-165305" style="object-fit:cover" loading="lazy"></figure></div></div> </div> </div></div> <div class="wp-block-group alignfull has-background" style="background:linear-gradient(180deg,rgb(255,255,255) 0%,rgb(248,248,248) 100%)"><div class="wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained"> <section id="logo-list-block_02047a71336778a1bdf13d878b11a187" class="logo-align-center margin-top-0 padding-top-0 wp-block-group alignfull space-108 bglight"> <div class="wrapper"> <div class="stack-logos text-center"> <h3 class="ttl">Companies that trust Redis for AI</h3> <div class="logo-list justify-center"> <div class="logo"><img decoding="async" src="https://redis.io/wp-content/uploads/2024/04/langchain-logo-black-1.svg?format=pjpg&auto=webp&quality=1&width=200" width="200" height="40" alt="" loading="lazy"></div> <div class="logo"><img decoding="async" src="https://redis.io/wp-content/uploads/2023/05/ifood-logo.svg?format=pjpg&auto=webp&quality=1&width=200" width="200" height="40" alt="" loading="lazy"></div> <div class="logo"><img decoding="async" src="https://redis.io/wp-content/uploads/2023/09/docugami-case-study-logo-customers-page-card.svg?format=pjpg&auto=webp&quality=1&width=200" width="200" height="40" alt="" loading="lazy"></div> <div class="logo"><img decoding="async" src="https://redis.io/wp-content/uploads/2024/07/Superlinked.svg?format=pjpg&auto=webp&quality=1&width=200" width="200" height="40" alt="" loading="lazy"></div> </div> </div> </div> </section> </div></div> <div class="wp-block-group alignfull padd-x-43 space-108 new-cards"><div class="wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained"> <div class="wp-block-columns column-gap-32 column-grid mb-0 is-layout-flex wp-container-core-columns-is-layout-19 wp-block-columns-is-layout-flex"> <div class="wp-block-column column-grid column-grid-1 mb-0 is-layout-flow wp-block-column-is-layout-flow"></div> <div class="wp-block-column column-grid-10 mb-0 is-layout-flow wp-block-column-is-layout-flow"> <div class="wp-block-group gap-0 is-vertical is-layout-flex wp-container-core-group-is-layout-13 wp-block-group-is-layout-flex"> <div class="wp-block-columns three-card-block variation-2 three-column-gap mb-39 is-layout-flex wp-container-core-columns-is-layout-17 wp-block-columns-is-layout-flex"> <div class="wp-block-column column red red-arrow-hover is-layout-flow wp-block-column-is-layout-flow"> <a href="/try-free/" class="wp-block-rediscustom-linkwrapper redislink-wrapper font-space-grotesk" target=""> <figure class="wp-block-image size-full"><img decoding="async" src="https://redis.io/wp-content/uploads/2025/02/icon-redis-CLI-64-duotone.svg?format=pjpg&auto=webp&quality=1&width=500" alt="" class="wp-image-165308" style="object-fit:cover" loading="lazy"></figure> <h3 class="wp-block-heading ttl has-text-color has-link-color wp-elements-db69668aee31882d5c42a80210aed9d6" style="color:#091a23;font-size:24px">Built on Redis</h3> <p class="content-area has-text-color has-link-color wp-elements-f47968f1030d760997a89d50e3c8353b" style="color:#091a23;font-size:14px">Use the Redis you know and love.<br>No additional contracts or security reviews.</p> <p class="cta-txt-black red-arrow margin-bottom-0 has-text-color has-link-color wp-elements-d072fbaef8ae7aa3be97820bb284ada0" style="color:#ff4438">Try Redis for free</p> </a> </div> <div class="wp-block-column column red red-arrow-hover is-layout-flow wp-block-column-is-layout-flow"> <a href="/docs/latest/develop/ai/" class="wp-block-rediscustom-linkwrapper redislink-wrapper font-space-grotesk" target=""> <figure class="wp-block-image size-full"><img decoding="async" src="https://redis.io/wp-content/uploads/2025/02/icon-AI-48-duotone.svg?format=pjpg&auto=webp&quality=1&width=500" alt="" class="wp-image-165309" loading="lazy"></figure> <h3 class="wp-block-heading ttl has-text-color has-link-color wp-elements-7bb6bf05d39914edd93e81174d307f95" style="color:#091a23;font-size:24px">Connects to GenAI ecosystem</h3> <p class="content-area has-text-color has-link-color wp-elements-9e2a4e223081a00ca1ee67dc86f97563" style="color:#091a23;font-size:14px">Integrate with top GenAI tools so you can build how you want.</p> <p class="cta-txt-black red-arrow margin-bottom-0 has-text-color has-link-color wp-elements-38e7efbcfb2492059d0694c8c50b8f4f" style="color:#ff4438">See our integrations</p> </a> </div> <div class="wp-block-column column red red-arrow-hover is-layout-flow wp-block-column-is-layout-flow"> <a href="https://docs.redisvl.com/en/latest/" class="wp-block-rediscustom-linkwrapper redislink-wrapper font-space-grotesk" target=""> <figure class="wp-block-image size-full"><img decoding="async" src="https://redis.io/wp-content/uploads/2025/02/icon-developers-48-duotone.svg?format=pjpg&auto=webp&quality=1&width=500" alt="" class="wp-image-165310" loading="lazy"></figure> <h3 class="wp-block-heading ttl has-text-color has-link-color wp-elements-d4415746c80220cbf30a3875c4af6c2e" style="color:#091a23;font-size:24px">Pre-built libraries</h3> <p class="content-area has-text-color has-link-color wp-elements-fb54329107a4532bded57c0cf42a20a4" style="color:#091a23;font-size:14px">Don’t start from scratch. RedisVL automates core functionality for you.</p> <p class="cta-txt-black red-arrow margin-bottom-0 has-text-color has-link-color wp-elements-fc839af1c268fc74e77a4623db655d36" style="color:#ff4438">Learn more</p> </a> </div> </div> <div class="wp-block-columns three-card-block variation-2 three-column-gap mb-0 is-layout-flex wp-container-core-columns-is-layout-18 wp-block-columns-is-layout-flex"> <div class="wp-block-column column red red-arrow-hover is-layout-flow wp-block-column-is-layout-flow"> <a href="/blog/benchmarking-results-for-vector-databases/" class="wp-block-rediscustom-linkwrapper redislink-wrapper font-space-grotesk" target=""> <figure class="wp-block-image size-full"><img decoding="async" src="https://redis.io/wp-content/uploads/2025/02/icon-built-for-speed-64-duotone.svg?format=pjpg&auto=webp&quality=1&width=500" alt="" class="wp-image-165311" style="object-fit:cover" loading="lazy"></figure> <h3 class="wp-block-heading ttl has-text-color has-link-color wp-elements-7d93fefd19f5e9e7f4381217c971c0a4" style="color:#091a23;font-size:24px">Benchmarked speed</h3> <p class="content-area has-text-color has-link-color wp-elements-f633fb104c959e1114205244c8a66d2e" style="color:#091a23;font-size:14px">You know us for speed. Now we’re the fastest for GenAI, too.</p> <p class="cta-txt-black red-arrow margin-bottom-0 has-text-color has-link-color wp-elements-185fd7f28d70c0a6b0198ba81ffd1083" style="color:#ff4438">See our benchmarks</p> </a> </div> <div class="wp-block-column column red red-arrow-hover is-layout-flow wp-block-column-is-layout-flow"> <a href="https://github.com/redis-developer/redis-ai-resources" class="wp-block-rediscustom-linkwrapper redislink-wrapper font-space-grotesk" target="_blank"> <figure class="wp-block-image size-full"><img decoding="async" src="https://redis.io/wp-content/uploads/2025/02/icon-ecosystem-48-duotone.svg?format=pjpg&auto=webp&quality=1&width=500" alt="" class="wp-image-165312" loading="lazy"></figure> <h3 class="wp-block-heading ttl has-text-color has-link-color wp-elements-fd878ba0eae150e805bd62f31dff781c" style="color:#091a23;font-size:24px">Sample notebooks</h3> <p class="content-area has-text-color has-link-color wp-elements-0b7aed1dda1760fee3544859c9c61731" style="color:#091a23;font-size:14px">Explore our use cases with ecosystem integrations to start building faster.</p> <p class="cta-txt-black red-arrow margin-bottom-0 has-text-color has-link-color wp-elements-89ee3fd14bdadab81802f78bfc538529" style="color:#ff4438">Clone our dev repo</p> </a> </div> <div class="wp-block-column column red red-arrow-hover is-layout-flow wp-block-column-is-layout-flow"> <a href="/customers/" class="wp-block-rediscustom-linkwrapper redislink-wrapper font-space-grotesk" target=""> <figure class="wp-block-image size-full"><img decoding="async" src="https://redis.io/wp-content/uploads/2025/02/icon-geospatial-48-duotone.svg?format=pjpg&auto=webp&quality=1&width=500" alt="" class="wp-image-165314" loading="lazy"></figure> <h3 class="wp-block-heading ttl has-text-color has-link-color wp-elements-57c7c988da3b40dc7dd818c085a245d9" style="color:#091a23;font-size:24px">Worldwide scale</h3> <p class="content-area has-text-color has-link-color wp-elements-68656b93fb27bdd3e64fd098f1eaca3c" style="color:#091a23;font-size:14px">The world’s biggest companies use us to build smarter, faster apps.</p> <p class="cta-txt-black red-arrow margin-bottom-0 has-text-color has-link-color wp-elements-02ea78466e7548da9fb72b9b19541ec0" style="color:#ff4438">See our customers</p> </a> </div> </div> </div> </div> <div class="wp-block-column column-grid column-grid-1 mb-0 is-layout-flow wp-block-column-is-layout-flow"></div> </div> </div></div> <div id="getstarted" class="wp-block-group alignfull bgcover-img"><div class="wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained"> <div class="wp-block-group alignfull padd-x-43"><div class="wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained"> <div class="wp-block-cover min-h-465"><span aria-hidden="true" class="wp-block-cover__background has-background-dim-100 has-background-dim" style="background-color:#163341"></span><img decoding="async" class="wp-block-cover__image-background wp-image-157661" alt="" src="https://redis.io/wp-content/uploads/2024/08/text-bg-cta.svg?format=pjpg&auto=webp&quality=1&width=500" data-object-fit="cover" loading="lazy"><div class="wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained"> <div class="wp-block-columns column-gap-32 column-grid mb-0 is-layout-flex wp-container-core-columns-is-layout-20 wp-block-columns-is-layout-flex"> <div class="wp-block-column column-grid column-grid-3 mb-0 is-layout-flow wp-block-column-is-layout-flow"></div> <div class="wp-block-column column-grid-6 mb-0 is-layout-flow wp-block-column-is-layout-flow"> <div class="wp-block-group lft-block"><div class="wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained"> <h2 class="wp-block-heading has-text-align-center mb-20 has-none-font-family">Get started</h2> <p class="has-text-align-center heading-3 max-one-thousand mt-0 mb-0">Meet with an expert and start using<br>Redis for AI today.</p> <div class="wp-block-group two-row-button two-btn-gap button-gap-36 is-content-justification-center is-layout-flex wp-container-core-group-is-layout-15 wp-block-group-is-layout-flex"> <div class="wp-block-buttons is-horizontal is-content-justification-center is-nowrap is-layout-flex wp-container-core-buttons-is-layout-2 wp-block-buttons-is-layout-flex"> <div class="wp-block-button has-custom-font-size wp-shuffle is-style-fill font-space-grotesk" style="font-size:16px"><a class="wp-block-button__link has-text-align-center wp-element-button" href="/try-free/">Try for free</a></div> </div> <p class="cta-txt-black red-arrow-2 arrow-btn margin-top-0"><a href="/meeting/">Talk to sales</a></p> </div> </div></div> </div> <div class="wp-block-column column-grid column-grid-3 mb-0 is-layout-flow wp-block-column-is-layout-flow"></div> </div> </div></div> </div></div> </div></div> <div class="wp-block-group space-108 alignfull padd-x-43 customer-landing-banner-section"><div class="wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained"> <div class="wp-block-columns column-gap-32 column-grid mb-0 is-layout-flex wp-container-core-columns-is-layout-22 wp-block-columns-is-layout-flex"> <div class="wp-block-column column-grid column-grid-1 mb-0 is-layout-flow wp-block-column-is-layout-flow"></div> <div class="wp-block-column cl-left-col mb-0 column-grid-10 is-layout-flow wp-block-column-is-layout-flow"> <div class="wp-block-columns column-gap-32 column-grid mb-0 is-layout-flex wp-container-core-columns-is-layout-21 wp-block-columns-is-layout-flex"> <div class="wp-block-column column-grid-5 mb-0 is-layout-flow wp-block-column-is-layout-flow"> <h2 class="wp-block-heading has-text-align-left content mb-0">Frequently asked questions<gwmw style="display:none;"></gwmw></h2> </div> <div class="wp-block-column column-grid column-grid-1 mb-0 is-layout-flow wp-block-column-is-layout-flow"></div> <div class="wp-block-column column-grid-6 mb-0 right-block is-layout-flow wp-block-column-is-layout-flow"> <div id="faq-block_d564d7c887f48a47e49093a1b09aac08" class=" "> <div class="wp-block-accordion accordion-full-width variation2"> <div class="accordion-listing"> <div class="accordion-container acc-container"> <div class="accordion-row acc-row"> <h3 class="accordion-title acc-title"> Why use Redis over traditional databases for AI? <i class="icon-plus accordion-control"> <img decoding="async" src="/wp-content/themes/redislabs-glide/assets/dist/images/plus-white.svg?format=pjpg&auto=webp&quality=1&width=12" alt="plus-white" width="12" height="12" loading="lazy"> </i> <i class="icon-minus accordion-control"> <img decoding="async" src="/wp-content/themes/redislabs-glide/assets/dist/images/minus-white.svg?format=pjpg&auto=webp&quality=1&width=12" alt="minus-white" width="12" height="12" loading="lazy"> </i> </h3> <div class="accordion-content acc-cont"> <div class="acc-con-space"> <div class="info-content"> <p>Traditional databases often introduce latency due to disk-based storage and complex indexing. Redis, being in-memory, drastically reduces query times and supports real-time AI apps by efficiently handling searches, caching results, and maintaining performance at scale.</p> </div> <div class="accordion-col-row"> </div> </div> </div> </div> <div class="accordion-row acc-row"> <h3 class="accordion-title acc-title"> How does Redis compare to specialized vector databases for AI? <i class="icon-plus accordion-control"> <img decoding="async" src="/wp-content/themes/redislabs-glide/assets/dist/images/plus-white.svg?format=pjpg&auto=webp&quality=1&width=12" alt="plus-white" width="12" height="12" loading="lazy"> </i> <i class="icon-minus accordion-control"> <img decoding="async" src="/wp-content/themes/redislabs-glide/assets/dist/images/minus-white.svg?format=pjpg&auto=webp&quality=1&width=12" alt="minus-white" width="12" height="12" loading="lazy"> </i> </h3> <div class="accordion-content acc-cont"> <div class="acc-con-space"> <div class="info-content"> <p>Unlike dedicated vector databases, Redis offers multi-modal capabilities—handling vector search, real-time caching, feature storage, and pub/sub messaging in a single system. This eliminates the need for multiple tools, reducing complexity and cost.</p> </div> <div class="accordion-col-row"> </div> </div> </div> </div> <div class="accordion-row acc-row"> <h3 class="accordion-title acc-title"> What indexing methods does Redis use for vector search? <i class="icon-plus accordion-control"> <img decoding="async" src="/wp-content/themes/redislabs-glide/assets/dist/images/plus-white.svg?format=pjpg&auto=webp&quality=1&width=12" alt="plus-white" width="12" height="12" loading="lazy"> </i> <i class="icon-minus accordion-control"> <img decoding="async" src="/wp-content/themes/redislabs-glide/assets/dist/images/minus-white.svg?format=pjpg&auto=webp&quality=1&width=12" alt="minus-white" width="12" height="12" loading="lazy"> </i> </h3> <div class="accordion-content acc-cont"> <div class="acc-con-space"> <div class="info-content"> <p>Redis supports HNSW (Hierarchical Navigable Small World) for fast approximate nearest neighbor (ANN) search and Flat indexing for exact search. This flexibility allows AI applications to balance speed and accuracy based on their needs.</p> </div> <div class="accordion-col-row"> </div> </div> </div> </div> <div class="accordion-row acc-row"> <h3 class="accordion-title acc-title"> How does Redis ensure data persistence for AI workloads? <i class="icon-plus accordion-control"> <img decoding="async" src="/wp-content/themes/redislabs-glide/assets/dist/images/plus-white.svg?format=pjpg&auto=webp&quality=1&width=12" alt="plus-white" width="12" height="12" loading="lazy"> </i> <i class="icon-minus accordion-control"> <img decoding="async" src="/wp-content/themes/redislabs-glide/assets/dist/images/minus-white.svg?format=pjpg&auto=webp&quality=1&width=12" alt="minus-white" width="12" height="12" loading="lazy"> </i> </h3> <div class="accordion-content acc-cont"> <div class="acc-con-space"> <div class="info-content"> <p>Redis offers RDB (snapshotting) and AOF (Append-Only File) persistence options, ensuring AI-related data remains available even after restarts. Redis on Flex further enables larger data sets to persist cost-effectively.</p> </div> <div class="accordion-col-row"> </div> </div> </div> </div> <div class="accordion-row acc-row"> <h3 class="accordion-title acc-title"> Where can I learn more about how to use Redis for AI? <i class="icon-plus accordion-control"> <img decoding="async" src="/wp-content/themes/redislabs-glide/assets/dist/images/plus-white.svg?format=pjpg&auto=webp&quality=1&width=12" alt="plus-white" width="12" height="12" loading="lazy"> </i> <i class="icon-minus accordion-control"> <img decoding="async" src="/wp-content/themes/redislabs-glide/assets/dist/images/minus-white.svg?format=pjpg&auto=webp&quality=1&width=12" alt="minus-white" width="12" height="12" loading="lazy"> </i> </h3> <div class="accordion-content acc-cont"> <div class="acc-con-space"> <div class="info-content"> <p>You can see <a href="https://university.redis.io/learningpath/hbykf3qrnhwccy">AI training courses on Redis University</a>. <a href="/docs/latest/develop/ai/">Our Docs page for AI</a> explains concepts, resources, and includes many howtos for building GenAI apps like AI assistants with RAG and AI agents.</p> </div> <div class="accordion-col-row"> </div> </div> </div> </div> </div> </div> </div> </div></div> </div> </div> <div class="wp-block-column column-grid column-grid-1 mb-0 is-layout-flow wp-block-column-is-layout-flow"></div> </div> </div></div> </div> </div> <div id="consent_blackbar"></div> <div class="footer-main"> <div class="footer-main-wrap"> <div class="footer-row"> <footer> <div class="wrapper"> <div class="footer-columns"> <div class="col-one"> <div class="logo-social-links"> <div class="footer-logo"> <a href="/"> <img alt="redis logo" loading="lazy" class="footer-logo-img" src="https://redis.io/wp-content/uploads/2024/04/footlogo.svg"> </a> </div> <div class="col-three"> <div class=" sociallinks"> <a href="https://www.facebook.com/Redisinc" target="_blank" rel="noopener"> <img 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