https://llamaindex.ai

LlamaIndex - Build Knowledge Assistants over your Enterprise DataLlamaIndex is a simple, flexible framework for building knowledge assistants using LLMs connected to your enterprise data.LlamaIndex - Build Knowledge Assistants over your Enterprise DataAnnouncing our LlamaCloud General Availability (and our $19M series A)!ProductsSolutionsCommunityCareersBlogBook a demo Get startedProducts Document parsingThe first and leading GenAI-native parser over your most complex data.Knowledge ManagementConnect, transform, and index your enterprise data into an agent-accessible knowledge baseAgent FrameworkOrchestrate and deploy multi-agent applications over your data with the #1 agent framework.Solutions Financial AnalystsAdministrative OperationsEngineering & R&DCustomer SupportHealthcare / PharmaCommunityCareersBlog Talk to us© 2025 LlamaIndexBuild AI Knowledge Assistants over your enterprise dataBuild production agents that can find information, synthesize insights, generate reports, and take actions over the most complex enterprise data. Get started Contact salesEnterprises building with LlamaIndexMassive Developer CommunityTrusted by Startups and Enterprises as the leading developer tool for context augmented AI Agents.2.8M+Monthly Downloads20k+Community members1.3k+Contributors13k+ApplicationsUse CasesLlamaIndex powers advanced, custom knowledge assistants within finance, manufacturing, IT, and more Get startedKPMG uses LlamaIndex as the foundational layer to deliver AI agents internally“LlamaCloud's capabilities have played a significant role in helping standardize the development of enterprise knowledge assistants at KPMG. The platform's intuitive interface for configuring RAG pipelines allows us to leverage cutting-edge techniques while maintaining consistency. Its ability to handle multi-modal data embedded within documents during both ingestion and retrieval has been valuable in unlocking insights from our diverse enterprise corpora. LlamaCloud is a foundational capability in our AI & Data Center of Excellence, supporting our efforts to drive systematic AI adoption in a trusted manner.”Swami ChandrasekaranHead of AI & Data LabsBuild a leveraged buyout agent to automatically fill structured values from unstructured 10-Ks and earnings decks"As an Applied AI Data Scientist who holds one of the first ML patents in the U.S. and leads AI development at one of the world's largest Private Equity Funds, I can attest that LlamaIndex's LlamaParse stands out as the premier solution for parsing complex documents in Enterprise RAG pipelines. Its exceptional handling of nested tables, complex spatial layouts, and image extraction is crucial for maintaining data integrity in advanced RAG and agent-based model development.”Dean BarrApplied AI Lead and Data ScientistLeveraging LlamaCloud to to accelerate building and adoption of LLM applications"LlamaCloud’s ability to efficiently parse and index our complex enterprise data has significantly bolstered RAG performance. Prior to LlamaCloud, multiple engineers needed to work on maintenance of data pipelines, but now our engineers can focus on the development and adoption of LLM applications."Yusuke KajiGM, AI for Business Dept., Rakuten GroupHandle customer FAQs and order cancellations with a chatbot“Cemex, a global construction materials company, has successfully applied AI across its operations since 2018. LlamaCloud has significantly boosted our development process; from taking weeks to develop to delivering value in a few hours. The impressive capacities of LlamaCloud have enabled us to trust and rely on its parsing and indexing capabilities for our complex documents including those with heavy visual content. LlamaCloud has enabled our team to rapidly deliver multiple use cases to our various business stakeholders”Daniel García ZapataSenior Data ScientistExtract knowledge and build AI Agents Rapidly“LlamaIndex's framework gave us the flexibility we needed to quickly prototype and deploy production-ready RAG applications. The state of the art document parsing capabilities of LlamaParse have been particularly valuable - it handles our complex documents, including tables and hierarchical structures, with remarkable accuracy. The active community support and responsiveness of the LlamaIndex team meant we could quickly troubleshoot and optimize our implementations. What really stands out is how seamlessly we could customize the retrieval pipeline for our specific use cases while maintaining enterprise-grade performance. Salesforce Agentforce team has been leveraging LlamaIndex heavily.”Phil MuiSVP of Technology, Head of Product & Engineering, Salesforce AI ResearchBuilding an internal knowledge and automation platform“Leading our organization's internal RAG assistant development, LlamaIndex's rich ecosystem of connectors and thoughtful abstractions has enabled us to rapidly iterate on complex data pipelines and LLM-powered solutions. What truly sets LlamaIndex apart is their team's ability to rapidly integrate cutting-edge research and embrace community contributions, enabling us to continuously experiment with state-of-the-art approaches. Their recent focus on Workflows demonstrates their forward-thinking approach, helping us stay at the forefront of generative AI innovation.”Jean-Marc SaadAutomation EngineerBuilding consumer facing research assistant on user uploaded documents”Through our collaboration with the LlamaIndex team, we've been able to deeply explore and define the critical capabilities and essential standards for useful research AI assistants. LlamaIndex has proven to be an exceptional Agent development framework that enables our extensive experimentation, while LlamaCloud provides a reliable, packaged cloud service that significantly reduces our operational overhead in delivering services to users. Our engineering team now focuses on the end user application instead of the data infrastructure, leading to much higher engagement on the apps we ship.”Junyuan QiVP ProductEnd-to-end tooling to ship a context-augmented AI agent to productionLlamaCloudThe most accurate, secure, and seamless way to connect unstructured data to your LLM agents. Sign up Contact salesOpen SourceLeading developer framework for building context-augmented agents Python TypescriptLlamacloudFast and secure knowledge management for AI AgentsIndex unstructured knowledge base of PDFs, Powerpoints, Excel sheets, and more. Build and deploy knowledge assistants in minutes. Powers production knowledge assistants within finance, manufacturing, professional services, IT, and more50%+ of your AI engineer’s time is spent on RAG set up, iteration, and tuningLlamacloud handles this, so you can focus on building hallucination-free agents that provide actual enterprise ROI - whether it's financial document research, user-facing support agents, Q&A chatbots or questionnaire fillingStop using bad parsing and chunking strategiesThe only solution to format your complex data with text, tables, diagrams, and charts correctly for LLM understanding. Check out LlamaParseSeamlessly integrate with enterprise data sourcesConnect to file-based data sources like Microsoft Sharepoint, Box, and S3. We natively handle access controls and incremental syncingBuild, deploy, and productionize agentic applications over your dataBuild Agentic WorkflowsLlamaIndex Core framework for orchestrating single and multi-agent workflowsDeployEffortlessly deploy your agents to productionBuild Full Stack AppCovert your agents into full stack applications over your data with features like multi modal retrievalCommunityHundreds of community-contributed connectors, tools, datasets and moreCommunity ContributionsExplore a rich array of resources shared by a vibrant community. From unique connectors and innovative tools to diverse datasets, LlamaHub is your gateway to a world of community-driven enhancements. Discover and contribute to the ever-growing repository. Check out LlamaHubIntegration OptionsSeamlessly integrate with an extensive range of services. Our platform offers connections to a wide variety of vector stores, numerous large language models, and a plethora of data sources, ensuring versatility and compatibility for your applications.40+Vector stores40+LLMs160+Data sourcesDeveloper NetworkJoin a thriving network of developers who are shaping the future of large language model applications. Engage with peers, share insights, and stay informed with the latest trends and updates in the field. Your next big opportunity starts here. Sign up for our newsletterBe part of the future of LlamaIndexBuild your career at the forefront of intelligent data systems. Your work shapes how data access will work in the AI era. Join usLlamaIndexBlogPartnersCareersContactBrandStatusTrust CenterEnterpriseLlamaCloudLlamaParseCustomersSharePointAWS S3Azure Blob StorageGoogle Drive FrameworkPython packagePython docsTypeScript packageTypeScript docsLlamaHubGitHubCommunityNewsletterDiscordLinkedInTwitter/XYouTubeBlueSkyStarter projectscreate-llamaSEC InsightsLlamaBotRAG CLI© 2025 LlamaIndexPrivacy NoticeTerms of Serviceenenhttps://llamaindex.ai

Guhindura urubuga rwawe?

Uriko ukora iki?