Vectorize

Agents that remember. Agent memory that learns.Introducing Hindsight™, a new approach to agent memory. Best in the world on benchmarks. Best in production for your agents.Try on GitHubTry Hindsight CloudLearn more →Agent Memory That Works Like Human MemoryMost agent memory systems are RAG in disguise. Hindsight is different. Hindsight allows agents to recall facts, remember previous interactions, and reflect on experiences to improve over time.Learn more about Hindsight →What is agent memory? →Dedicated memory pathways. Separates hard facts, past actions, and agent beliefs so behavior is easier to debug and refine.Built-in Learning. Self-reflection allows agents to learn from failures and successes to improve consistency and reliability.Temporal-aware retrieval. Prefers recent, relevant memories so agents stop reusing stale information and failed strategies.Personality-aware reasoning. Keeps agents’ risk tolerance and tone consistent across calls while still letting them learn.Biomimetic memory model. Uses human-inspired structures for facts, experiences, and observations instead of a single undifferentiated store.Model-agnostic memory layer. Lets you swap LLMs without erasing what the agent has learned over time.The New Leader in Agent MemoryHindsight sets a new state-of-the-art on key industry benchmarks. And unlike some others, we actually prove it. Our scores were independently reproduced by top academic AI researchers and published for peer review.GPT-4o60.2%Zep71.2%Supermemory85.2%Hindsight91.4%LongMemEval Overall Score91.4%Read the research→Try Hindsight Cloud→Explore benchmark results→Connect Your MemoryANDYour KnowledgeMemory is the foundation, but agents also need access to external knowledge. Our context engineering platform processes any data format and delivers the right context to your agents.Document ProcessingHandle any document format: PDFs, Word docs, presentations, images. Extract structured data from complex layouts, tables, and charts.Data ConnectorsConnect to cloud storage, knowledge bases, communication platforms, and databases with our growing library of connectors.Processing PipelinesAutomated pipelines that chunk, embed, and index your data. Optimized for agent retrieval and context relevance.Agentic SearchSemantic and keyword search across all your data plus metadata filtering to create powerful retrieval functions.Agent APIsPurpose-built APIs for AI agents. Retrieve exactly the context your agents need, when they need it.Secure InfrastructureEnterprise-grade security and compliance. Your data stays private and protected.Connect Your Agents to the Knowledge They NeedMemory and processing power mean nothing without data access. Connect your agents to knowledge bases, cloud storage, documents, and communication platforms for complete context engineering.Try NowLearn More →Trusted by over 20,000 developers at leading companies worldwideVectorize powers intelligent retrieval for teams building AI agents, copilots, and automation across industries. From startups to global enterprises, developers rely on Vectorize to turn unstructured content into actionable context.Create accountContact us →Don't take our word for it. Here's what our customers say.“Vectorize has been instrumental in helping us scale our support operations during a period of intense growth. The platform's real-time processing allows our AI agent to instantly learn from every update we make and from each customer interaction.”Eric McAllister@ericmcallister“It makes RAG so effortless to set up and maintain, and the results are really impressive!”Alexander H@alexhamilton“A core part of our service is RAG, and because they have made it both programmatic and self-improve based on different benchmarks, we do not have to develop that internally. The API is easy to use and integrate.”Bradley W.@bradleyw“Our team spent months trying to reinvent vectorized data retrieval, which took away from developing unique solutions for oil and gas engineers. Vectorize allows startups like ours to really focus on actual product development. You've gained a huge supporter in me.”Tommy Xaypanya@tommyxaypanya“Building RAG pipelines has become smooth as silk. ”John C@johnc“If you need a simple, no-hassle way to get a RAG solution running, I’d highly recommend Vectorize. It just works.”Thomas Havmand@thomashavmand“Very intuitive no-code system for testing and setting up various embeddings APIs. Lots of options for which components you to integrate your RAG system.Super helpful team, easy to communicate with”Jeffrey V@jeffrey“Great team of developers and great product that has significantly expedited our time to production.”Jeremy D@jeremyd“The results have been overwhelmingly positive, and this pipeline is automatically updating weekly with new/updated content. I simply cannot recommend this product enough to anyone looking to get a custom RAG solution up and running without burning too much time in the nitty gritty details, while still maintaining total control over the process and data.”Michael Shapiro@michaelshapiro“Makes it easy to connect RAG sources for places where non-technical users want to store them! Furthermore, Chris and the team are very responsive to their customers at evolving the offering to meet our evolving needs. It was very easy to get setup and started using Vectorize. The costs are very afforable. I'm quite happy!”Silas R@silasYour data, ready for automationGive your AI the structured data layer it needs to reason clearly, act confidently, and get the job done. No extra tooling required.Talk to SalesLearn more → --- PricingChoose the right plan for your teamStart free and scale as you grow. All plans include unlimited users and our core RAG capabilities.Looking for Hindsight Cloud pricing? View Hindsight billing →$0/monthFreeFor developers building side projects and learning RAG.1 RAG pipelineProcess up to 1,500 pages/monthBasic analyticsLimited access to vision model processing for complex PDFsCommunity supportStart Free$99/monthStarterFor startups and project teams building AI applications.Includes 2 RAG pipelinesProcess 15,000 pages/monthUnlimited source connectors per pipelinePay-as-you-go for additional page processingAdvanced analyticsFull API supportCommunity supportStart Free$399/monthProFor enterprises and teams with complex requirements.Includes 3 RAG pipelinesProcess 65,000 pages/monthUnlimited source connectors per pipelinePay-as-you-go for additional page processingAdvanced analytics and RAG pipelinesPerformance monitoring12×5 support w/SLAStart FreeContact usEnterpriseCustom plans for advanced workloads, usage needs, or security requirements.Custom number of pipelinesCustom page and data limitsCustom connectorsUp to 24×7 support and 30 min SLACustom performance monitoringCustom reporting toolsContact salesCompare featuresFeaturesFreeStarterProEnterpriseRAG Pipelines Included1 pipeline2 pipelines3 pipelinesCustomSource Connectors / PipelineUnlimitedUnlimitedUnlimitedUnlimitedAdditional Pipelines-$29/month per additional pipeline$19/month per additional pipelineCustomSynchronize DataSynchronize data up to 10x/monthSynchronize data up to 20x/daySynchronize data up to 100x/dayCustomSynchronization Method(s)UI onlyUI, API, or scheduled (up to 12x/day)UI, API, or scheduled (up to 24x/day)CustomStorage Included1GB2GB5GBCustomAdditional storage-$2/month per additional GB$2/month per additional GBCustomProcessed Pages / Month Included1,500 pages15,000 pages65,000 pagesCustomAdditional Pages Processed / Month-$0.02/page$0.01/page (0–100K)$0.005/page (100K–250K)$0.002/page (250K–1M)$0.001/page (1M+)CustomIncluded Vectorize Iris Vision Model Processing500 pages3,000 pages10,000 pagesCustomAdditional Vectorize Iris Vision Model Processing-$0.02/page$0.01/pageCustomIncluded Vector Search Queries / Month500 queries1,000 queries5,000 queriesCustomAdditional Vector Search Queries / Month-$0.005/query$0.005/queryCustomRerankingQuery RewritingPerformance Monitoring--API AccessRetrieval API onlyTotal UsersUnlimitedUnlimitedUnlimitedUnlimitedReal-time Pipelines-$199/month per pipeline$199/month per pipelineCustomSource ConnectorsAmazon S3Azure Blob StorageConfluenceDropboxFile UploadFirecrawlFireflies.aiGitHubGoogle Cloud StorageGoogle DriveNotionWeb CrawlerAll Free connectors +DiscordDocuSignOneDriveMulti-user Google DriveMulti-user DropboxMulti-user NotionAll Starter connectors +IntercomSharePointMulti-user Google Drive (White labeled)Multi-user Dropbox (White labeled)Multi-user Notion (White labeled)All connectorsSupportCommunity supportNo SLACommunity supportNo SLAEmail, chat12x5 support (8am-8pm US Eastern Time)12-hour response SLAUp to 24x7 supportUp to 30 min response SLAUptime SLAN/AN/A99%Up to 99.95%Need help choosing?Our team is here to help you find the perfect plan for your needs.Contact salesRead the docs → --- About VectorizeWe're building the future of AI data infrastructureIn a world drowning in documents, emails, and unstructured content, we're making it simple for every organization to unlock the value hidden in their data. Our platform transforms information chaos into AI-ready intelligence.Jan 2024Founded companyTwo engineers with a vision to make unstructured data universally accessible and useful for AI applications.Apr 2024$3.6M Seed RoundClosed a $3.6M seed round led by True Ventures.Sept 2024Platform LaunchGeneral availability of Vectorize RAG-as-a-Service, our platform for building AI applications with unstructured data.Feb 2025First hundred customersOver 100 customers using Vectorize to build AI applications processing millions of documents each month.Backed by leading investorsWe're proud to partner with investors who share our vision for transforming how organizations work with unstructured data.Meet our leadershipBuilt by engineers who've scaled data platforms at leading tech companies, we understand the challenges of enterprise AI and are committed to solving them.Chris LatimerCEOChris leads Vectorize with a vision to make unstructured data accessible and actionable for every organization. With deep expertise in AI and data infrastructure, he drives our mission to transform how businesses work with their most valuable asset: information.Chris BartholomewCTOChris oversees our technical architecture and product development, ensuring Vectorize delivers enterprise-grade performance at scale. His experience building data platforms powers our innovative approach to document processing and retrieval.Ready to transform your data?Join thousands of developers building smarter AI applications with Vectorize.Get started freeSchedule a demo → --- 🎉 Hindsight is now available! The world's most accurate agent memory on LongMemEval.Learn more →DismissThe First Agent Memory SystemThat Actually LearnsHindsight is the first agent memory system with a mechanism for agent learning. Agents can reflect on their experiences, synthesize observations, consult mental models, and avoid repeating mistakes.View on GitHubTry Hindsight CloudRead the docsAgent Memory That Works Like Human MemoryHindsight uses multiple memory networks to create the first agent memory system with a mechanism for agent learning. When agents reflect on their experiences, they form a better understanding of what works and what doesn't.World FactsObjective facts about the agent's world. "The customer made two purchases and asked to return one item."ExperiencesThings the agent has experienced: conversations, interactions, tool calls. "In the past, my attempts to issue a refund failed because I didn't have a refund request number."ObservationsConsolidated knowledge automatically synthesized from multiple facts. The system detects patterns, tracks evidence, and evolves observations as new information arrives. "Customers who ask for a refund often want a replacement."Mental ModelsUser-curated summaries for common queries. Hindsight runs a reflect operation and stores the result, giving you consistency, speed, and explicit control over key topics. "Always ask for a refund request number before creating one to avoid duplicates."State of the Art Benchmark PerformanceHindsight achieves 91.4% on LongMemEval, the first agent memory system to cross 90% and the highest score ever reported as of December 2025. Backed by peer reviewed research with collaborators from top academic institutions and industry experts.GPT-4o60.2%Zep71.2%Supermemory85.2%Hindsight91.4%LongMemEval Overall Score91.4%Read the research→Explore benchmark results→Open SourceMIT LicensedHindsight is completely open source with an MIT license. Use it in any project, contribute to development, or fork it for your own needs. No vendor lock-in, no restrictions.View on GitHubJoin our SlackFree to UseNo licensing fees, no restrictions on commercial useCommunity DrivenBuilt by the community, for the communityProduction ReadyBattle-tested and ready for production workloadsBuild agents that actually remember.Join the open source community building the future of agent memory. Hindsight is available now on GitHub with comprehensive documentation and examples.Get startedTry Hindsight CloudRead the docs →Hindsight Cloud docs →See how Hindsight compares to other memory frameworks →