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Skip to main contentFrontier science, real world impact.Meet OfficeQA, a grounded reasoning benchmark for enterprise AI built by DatabricksOfficeQA is an open benchmark designed to evaluate how well AI agents reason over complex enterprise data. Built to reflect real-world workflows across documents and tables, OfficeQA tests whether AI can deliver accurate, grounded answers on economically meaningful tasks.Read the blogResearch BlogView all blog postsMarch 05, 2026Meet KARL: A Faster Agent for Enterprise Knowledge, powered by custom RL February 03, 2026MemAlign: Building Better LLM Judges From Human Feedback With Scalable MemoryJanuary 26, 2026Scaling Small LLMs with NVIDIA MPSMarch 05, 2026Meet KARL: A Faster Agent for Enterprise Knowledge, powered by custom RL February 03, 2026MemAlign: Building Better LLM Judges From Human Feedback With Scalable MemoryJanuary 26, 2026Scaling Small LLMs with NVIDIA MPSTechnologyTechnologyDBRXDBRX is an open source, commercially usable LLM developed by our team at Databricks and released in March 2024. As of its release, it is the highest-quality open source model available. Thanks to its sparse mixture-of-expert architecture, it is also fast, fitting these extraordinary capabilities into just 36B active parameters.Download on Hugging FaceDBRX Technical BlogDBRX Founders BlogDBRX on Databricks Model ServingTECHNOLOGYShutterstock ImageAI, powered by DatabricksImageAI is trained exclusively on Shutterstock’s repository to create high-resolution images based on trusted data.Shutterstock ImageAI Press ReleaseTechnologyMosaic BERTPretrain your own BERT model on your data from scratch using Mosaic AI for $20.Code on GitHubBlog PostTechnologyMPTThe MPT models are a family of open source, commercially usable LLMs released in summer 2023. They include MPT-30B (prioritizing quality) and MPT-7B (prioritizing efficiency). You can download versions of these models that we have trained or you can train your own MPT models on your data using the Mosaic AI Multi-Cloud Training (MCT) product.Download on Hugging FaceMPT-30B BlogMPT-7B BlogMPT-7B-8K BlogTechnologyMosaic DiffusionMosaic Diffusion is a generative model that turns text descriptions into images, designed to be highly efficient.Code on GitHubBlog PostTechnologyComposerComposer is an open source deep-learning training library optimized for scalability and usability.Code on GitHubFarewell CUDA OOMTechnologyLLM FoundryDatabricks LLM Foundry is a highly efficient, open source codebase for training, fine-tuning and evaluating LLMs.Code on GitHubThroughput TablesTechnologyPerformanceOur deep learning stack is the most efficient for training, fine-tuning and deploying large models at scale.FP8 on H100Fast LLM InferenceFP8 for ServingTechnologyStreamingDatasetStreamingDataset is an open source PyTorch DataLoader that makes it easy and efficient to stream training datasets.Download on GitHubBlog PostTechnologyEvaluation GauntletThe Evaluation Gauntlet is a library for evaluating the quality of generative language models.ReadMeCode on GitHubBlog PostExplore AI Research Teams Databricks AI Research has a proven record of making breakthroughs in generative AI and LLMs. Now we’re looking for researchers and engineers who want to make an impact. If you’re truth-seeking, data-driven and work from first principles, join us. See open roles “At Databricks AI Research, we’re about three things: rigorous science, making a difference for our customers, and having a blast doing it.” — Jonathan Frankle, Chief Scientist — Neural Networks  Explore Databricks AI Research Teams Databricks AI Research has a proven record of making breakthroughs in generative AI and LLMs. Now we’re looking for researchers and engineers who want to make an impact. If you’re truth-seeking, data-driven and work from first principles, join us. See open roles “There’s a lot of humility, a lot of open-mindedness, and a lot of playfulness. It’s a refreshing environment where people aren’t afraid to ask questions.” — Kartik Sreenivasan, Sr. Research Scientist Explore Databricks AI Research Teams Databricks AI Research has a proven record of making breakthroughs in generative AI and LLMs. Now we’re looking for researchers and engineers who want to make an impact. If you’re truth-seeking, data-driven and work from first principles, join us. See open roles “It’s nice to know that when you work on a research problem, it will actually have real-world significance if you solve it.” — Zach Anker, Research Engineer Intern Ready to become a data + AI company?Take the first steps in your data transformationBrowse demosTry it free We Care About Your PrivacyBy clicking “Accept All Cookies”, you agree to the storing of cookies on your device to enhance site navigation, analyze site usage, and assist in our marketing efforts. Manage PreferencesReject all cookies Accept all cookiesPrivacy Preference CenterPrivacy Preference CenterYour PrivacyStrictly Necessary CookiesPerformance CookiesFunctional CookiesTargeting CookiesTGDPRYour PrivacyWhen you visit any website, it may store or retrieve information on your browser, mostly in the form of cookies. 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If you do not allow these cookies, you will experience less targeted advertising.TGDPR TGDPR  Cookie List Consent Leg.Interest checkbox label label checkbox label label checkbox label labelClear checkbox label labelApply CancelConfirm My ChoicesReject All Allow All --- Skip to main contentAccelerate with Databricks partnersBuild, collaborate and shape the future of data and AI with Databricks partnersBecome a partnerFind a partnerSee how leading partners are building on DatabricksFind a partnerBuild and deploy AI agents with Claude using your enterprise data on DatabricksLearn moreLeverage the latest OpenAI models on the Databricks Data Intelligence PlatformLearn moreAccelerate the production of AI applications and reduce TCOLearn moreEasily integrate the Databricks Data Intelligence Platform with your critical SAP dataLearn moreBecome a Databricks partnerAccess a partner program grows with you — unlocking the resources and support you need to build, deliver and scaleExplore the partner programFind experts from thousands of partners to unlock your data's potentialFind the right partnerBuilt for the clouds you already useLearn moreManage your data on Amazon S3 with native AWS Marketplace integration, SQL-optimized compute clusters and support for AWS Graviton instancesGet native Azure integration with one-click deployment through the Azure Portal and built-in identity management with Entra IDDeploy on Google Compute Engine with one-click access from Google Cloud Console and integrated security and billingDeploy production-ready solutions in days, not monthsSee how to get startedBrickbuilder SolutionTransformer Load ManagementMonitor and manage the health of distribution transformers using smart meter data, thermal modeling and predictive analyticsLearn moreBrickbuilder SolutionDigital Patient 360Seamlessly manage patient data and data privacy for improved decision-making, faster diagnosis and more accurate treatment plansLearn moreBrickbuilder SolutionModel Risk and AI GovernanceImplement a centralized, scalable and audit-ready framework to manage models across credit, fraud, AML, collections, marketing, pricing and moreLearn moreThe latest partner insights and success storiesBlogDatabricks announces 2025 Global Partner AwardsThese awards underscore the remarkable work accomplished in partnership with our ISV, consulting, and system integrator partnersLearn moreBlogWhat’s new with Azure DatabricksSee how Azure Databricks helps organizations simplify governance, modernize data pipelines and power AI-native applicationsLearn moreBlogDeloitte extends alliance with Databricks to modernize tax data managementAlliance extension offers enhanced tax data management solutions, paving the way for faster AI deploymentLearn moreReady to grow with Databricks?Become a partnerFind a partner --- Skip to main contentWhy Databricks for ExecutivesUnified data and AI for real business impact Every company is now a data and AI company. Your ability to realize this vision will determine your success against your competition. The potential to drive top-line innovation and cost-saving efficiencies is immense, but it requires simplifying complex data silos, applying AI effectively at scale and enhancing data governance and security. Databricks, the inventor of the lakehouse paradigm and a pioneer in generative AI, empowers your organization to fulfill the potential of your data. Our Data Intelligence Platform unifies data, AI and governance so you can scale the use of data across your organization and power the creation of new data products, including GenAI applications. Join over 10,000 global organizations that are already solving their toughest data challenges with Databricks. The path to AI maturity Use this framework to assess your readiness — and then transform your business with AI agents Read nowHow Databricks helpsTurn data into answers quicklyUnify your data, AI and governance on one platform to eliminate silos and get high-quality, trusted insights into the hands of every team. Operationalize generative AI at scaleCombine powerful GenAI models with your own data to solve domain-specific problems and build AI products that give you a lasting edge. Cut costs and boost performanceFree up budget and drive efficiency. Customers report a 482% ROI and a payback in under four months using our Data Intelligence Platform. Reduce risk with built-in governanceEnforce policies consistently and gain full transparency into how your data flows, from dashboards to AI models, so you stay secure and compliant at scale. Why leaders trust the Data Intelligence Platform“We’re excited about adopting the Databricks Data Intelligence Platform to quickly and easily put GenAI into use on our proprietary data. The simplification of using natural language when querying data stored in the lakehouse is a game changer and will be very useful in democratizing valuable business insights for our health system.” — Jawad Khan, Chief Data and Analytics Officer, Tufts MedicineLearn more“We employed Databricks to look at inventory and help optimize it. We’re able to make smarter inventory decisions based on the data and analytics.” — Stuart Hughes, Chief Information and Digital Officer, Rolls-RoyceLearn more“We’ve aggregated data across a lot of different technologies over time. What we’re finding now is that the lakehouse has the best cost performance straight off.” — Andrew Blyton, CIO, DuPont Water & ProtectionRead the report“We chose Databricks almost naturally. We did a comparison, same job, side by side. Databricks vs. legacy software. Databricks is constantly outperforming by at least 20%.” — Bin Mu, VP, Enterprise Data and Analytics, AdobeLearn more“Typical databases are designed for only one type of data, but lakehouse allows us to move much quicker.” — Owen O’Connell, CIO, ShellLearn moreMigrate to DatabricksAre you struggling with data silos? Concerned about the growing challenges AI presents for data privacy and governance? Worried that there isn’t enough technical talent to make sense of these systems? The Databricks Data Intelligence Platform allows you to truly democratize data and AI at scale.Migrate to Databricks --- Skip to main contentBuild your startup on DatabricksThe most powerful platform for data and AIApply nowNext-Generation Products Built on Databricks LakehouseHear from Built on Lakehouse customers Hunters and Kythera Labs as they share about innovating with data, their journey to the Lakehouse, data platform considerations and architecture guidance.Watch the videoBuild on the Databricks Lakehouse to address all your data, analytics and AI on one platform. Accelerate speed to product while Databricks manages your data infrastructure. Prepare your product for growth with cost-efficient scalability and performance. Maintain flexibility with open source and multicloud options. Databricks for Startups helps you get up and running quickly. Build data-driven applications on the lakehouse — the data platform that scales to all your data needs, from zero to IPO and beyond.Free creditsGet easy access to the Databricks Lakehouse Platform with free creditsExpert adviceReceive advice from technical experts and support to troubleshoot as you build your productGo to market Reach more customers with access to Databricks marketing, events and customers Built on DatabricksReady to build?If you’re a startup building data-driven applications and have raised VC funding, we want to hear from you. Apply now