Defog

Never wait for data againGet the answers you need now, with Defog's best-in-class AI data analyst.Contact UsUsed by industry leaders Skip the wait. Get the insights Defog is the fastest way to get the data you need, when you need it.Drill downGet to the specifics without clicking through tons of filtersGot a hunch? Explore broad hypotheses and follow your curiosityDive deep Ask follow on questions without waiting on someone elseUse AI you can trustTrust is at the centre of our work - because you can’t use AI you don’t trust.Explore FeaturesYour data is privateYour data is never shared with anyone, including with our AI model.Best in class accuracyPowered by the best AI model for data analysis.Adapts to youDefog learns from your feedback and preferences, and adapts its responses.Works with all your dataAsk questions about your data, no matter where it lives.ConnectorsIntegrate data across all your favorite tools and platforms.DatabasesQuery any structured database from Postgres to Snowflake.CSVsNo database, no problem. Get started with CSVs.Powered by SQLCoderThe industry-leading AI model for querying structured data - built by Defog.The most accurate text-to-SQL modelSQLCoder is our specialised large language model to query structured data. It outperforms all major models in the market on these tasks.View SQLCoder models>300,000 downloads and countingSince we open sourced SQLCoder in 2023, it has seen consistent and fast-growing adoption among experts in the field.Robust evaluation platformSQLEval is our extensible, open-source evaluation framework to measure the accuracy of our models.More on SQLEvalInterpretability at the coreOur models are designed to be interpretable and explainable, so you can trust the results it gives you.What experts say about SQLCoder“Open models are now starting to surpass GPT-4 for specialized tasks. For example, the best open source model for SQL is SQLCoder-34B.”Clement Delangue, CEO, Hugging Face“Defog SQLCoder-34B is faaar better than any other open-source text2sql model out there.”Pawel Zwadzki, Senior Solutions Architect, AWS“I have tried pretty much every NL -> SQL model out there, and Defog's model is by far the best. It's one of the only examples I know of more broadly that has been able to achieve GPT4-level results.”Or Hiltch, Chief Data and AI Architect, JLLBreak free from bottlenecksContact Us --- Pricing plans for everyoneDefog offers privacy-first AI for data analysis for every user. Choose a plan that works best for you.MonthlyAnnualEnterprise (Cloud Hosted)Customize and scale Defog for your organization.$5,000/monthContact us20,000+ queries/monthQueries are counted as the number of times you ask a question on DefogOne-click Docker deploymentEasily deploy Defog using DockerSSO AuthenticationIntegrate with your organization's single sign-on systemCustom AI toolsBuild and deploy no-code custom AI tools for your specific needsWhite glove onboardingGet personalized onboarding and training for your teamPriority supportGet priority support from our dedicated teamUp to 200 queries/minuteRun queries at a high rate for faster analysisSLA, MSA and DPA availableCustomize service level agreements, master service agreements, and data processing agreementsEnterprise (Self-hosted)Models finetuned for your organization. Requires annual commitment.N/A/monthContact usEverything in Enterprise (Cloud Hosted), plus:Hosted on your own infrastructureHost either of our SoTA 8b, 14b, or 32b models on your own infrastructureUnlimited queriesQueries are counted as the number of times you ask a question on DefogNo rate limitsRun queries without any rate limits --- The AI data analyst that you can trust Privacy-first AI that gets you accurate analysis, adapts to you and integrates seamlessly with your favorite data sources.Contact usWorks with all your dataQuery your databasesBroad support for structured databases and data warehouses, including Snowflake, Postgres, SQL Server, MySQL, and more.Connect SaaS toolsConnect Defog with your favourite SaaS tools and ask questions across multiple sources.Uploads CSVs and Excel filesImport and work with data from CSV and Excel files, making it simple to bring in data from various sources for comprehensive analysis.Autovisualization and saveAutomatically visualize your data and save your results for easy sharing and reference.Set up in 5 minutesDesktop appRun Defog on your desktop without extensive setup for convenient, privacy-first analysis.Native Slack botAsk questions and get answers directly in Slack without leaving your workflow.AWS and GCP MarketplaceDeploy Defog through cloud marketplaces for easy setup with your existing infrastructure.Docker deploymentUse Defog with Docker for flexible, portable, and secure deployment.Privacy-firstYour data never leaves your serversThe underlying data in your database never leaves your environment and the SQL query is executed in your environmentDeterministic security filtersEvery query generated is automatically tested and filtered for malicious keywords to guard against prompt injections.Self-hostableDefog can be hosted 100% locally in your environment, ensuring the highest level of security and privacy.AccuratePowered by industry-leading AIDefog is powered by SQLCoder, our open-source, industry-leading large language model.Deterministic resultsConsistently returns the same answer every time for a given question.No-code alignmentAlign with your preferences and business logic without writing any code.FinetunableYou can fine-tune the model to your specific use case.CoachableGuided teachingEasily guide Defog with your feedback, ensuring it gets smarter and more aligned over time.Dynamically adapts to feedbackLearns from your feedback in real-time, adjusting responses to better match your expectations with each interaction.Database readinessGet automated suggestions on how to improve your database metadata to get the most out of Defog.Advanced analysisMulti-step reasoningPose complex, multi-faceted questions and receive comprehensive, step-by-step answers that cover all aspects of your query, enabling deeper insights and understanding.Run statistical analysesExplore trends, correlations, and patterns in your data without needing specialized statistical software.Build custom analysis toolsCreate and customize your own analysis tools within the AI assistant, tailoring it to your specific analytical needs.Break free from bottlenecksContact us --- Explore use casesOut-of-the-box integrations and database connectors make Defog a powerful, flexible assistant for every use case.Contact usMarketing & SalesPerformance analyticsAnalyze engagement over time across email, socials and websites to improve conversion rates.Customer insightsGet deeper insights from sales data to understand customer behaviour and preferences.Lead prioritizationPrioritize leads based on their likelihood to convert, enabling more efficient sales processes.ManufacturingQuality controlAnalyze production data to identify defects and ensure product quality.Supply chainIdentify bottlenecks, manage inventory and predict demand to optimize logistics.Early detectionDetect potential issues early in the production process to prevent costly errors.E-commerce & RetailPricing optimizationUnderstand data across demand, competition, and costs to optimize pricing strategies.Inventory managementAnalyze sales data to optimize inventory levels and reduce stockouts.AdvertisingIdentify the most effective advertising campaigns across channels to maximize ROI.Finance & InvestmentPortfolio optimizationAnalyze market trends and risk appetite to maximize portfolio returns.Risk managementAssess risks across assets to provide recommendations to mitigate them.Strategic planningForecast market trends and economic indicators to capitalize on strategic opportunities.Healthcare & Life SciencesPersonal healthAnalyze personal health data from wearables to improve lifestyle choices like diet and exercise.Commercial opportunitiesUnderstand evolving market share of drugs across demographics and geographies to identify new opportunities.Drug trialsExtract insights from clinical data across dimensions like diseases, genetic target groups and demographics.Break free from bottlenecksContact us