Training Example: Plotly – Review the Data, Give Your Score & Compare to the Real AI Evaluation

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[H1] Every chart you love
[H1] starts with Plotly
Plotly is the home of beautiful, interactive data visualization. Connect to data, build with AI agents, and share your analytics everywhere.DOWNLOAD PLOTLY STUDIODEMO ENTERPRISE
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[H2] Craft interactive dashboards with AI agents and your data
Upload your dataset and get a stunning, AI-generated data app in minutes, backed by Python code. Explore with ready-made chart prompts, build from scratch, or recreate existing dashboards from a screenshot. Explore Plotly Studio
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[H2] Publish and share your Dash apps in seconds
Plotly Cloud makes it easy to publish and collaborate on Dash apps without configuring infrastructure or managing deployments. Upload, share a link, and your entire team has instant access to interactive analytics in a shared workspace. EXPLORE PLOTLY CLOUD
[H2] Deploy data analytics your whole organization relies on
Dash Enterprise gives data teams a comprehensive platform for shipping interactive data applications and dashboards to production. Run it on your own Kubernetes infrastructure, or let Plotly manage it for you. Get access to live analytics with built-in authentication, scaling, and monitoring. EXPLORE DASH ENTERPRISE
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[H2] Ship your app with a single command, directly in your terminal
Deploy to Plotly Cloud with a single command or Dash Enterprise with your own infrastructure. Choose your AI coding agent then deploy, monitor, and manage your apps through the CLI. Team governance and access control are built from the start. LEARN ABOUT THE CLI
[H2] Charts are just the start
Plotly brings data analytics into one ecosystem, so your team spends less time on setup and more time on analysis.
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[H2] Modern, AI-native data analytics for every industry
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[H3] Financial services
Real-time dashboards, risk models, and portfolio reporting built on live data. Explore apps →
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[H3] Life sciences
Clinical trial visualization, drug discovery workflows, and regulatory reporting. Explore apps →
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[H3] Energy
Grid monitoring dashboards, sensor data visualization, and operational forecasting. Explore apps →
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[H3] Manufacturing
Production line analytics, quality control reporting, and predictive maintenance. Explore use cases →
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[H3] Science and research
Interactive publications, open data portals, collaborative research tools, and modeling. Explore apps →
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[H3] Defense
Mission-critical data apps, geospatial analytics, and secure operational reporting. Explore use cases →
[H2] Ways to vibe with Plotly
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[H2] Build dashboards
[H2] with AI
Transform data into stunning apps in two minutes using agentic analytics with 10+ years of data visualization best practices. Generates charts and apps you never imagined, backed by clean Python code.TRY PLOTLY STUDIO
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[H2] Publish & share
[H2] Dash apps
The easiest way to deploy, host, and share your Dash apps. Low-cost cloud platform with powerful access controls for sharing data applications with teammates or customers.TRY PLOTLY CLOUD
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[H2] Manage analytics
[H2] for the enterprise
Translate analytical insights into enterprise-scale business applications with advanced security and governance. Self-hosted or managed deployment platform supports thousands of users across your entire organization.LEARN MORE
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“This is where AI innovation really shines. It helped spark ideas I might’ve missed after staring at the same data too long. When you’re stuck, that fresh perspective is gold. I can jump right in, tweak the code, rearrange the layout, and even publish it to the cloud with ease.”Arich KnaubData scientist & ML engineer
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"Plotly Studio: finish your month-end accounting reports in only 5 minutes with no formulas, no coding, no point-and-click designing, no queries. Plotly Studio's AI created a dozen prompts and visuals automatically."Art TennickTechnical editor & 3 US patents in BI
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"I have no affiliate or financial relationship with Plotly. Just extremely impressed with how they have built this analysis and visualization front end from the ground up to fully leverage the strength of frontier AI models and cutting-edge AI tools."Brian JuliusIndependent Consultant & Expert Power BI user
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“In an external application going to clients, everything from the engineering, to the models, to the UI, to performance testing requires a lot of effort and building. Dash Enterprise effectively allows us to accelerate the process.”Onik Kurktchian, Head of S&P Global Marketplace WorkbenchS&P Global
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"Dash Enterprise marries the strengths of many tools into one — design beautiful dashboards and apply statistical algorithms behind the scenes. Adopting Dash Enterprise allows us to create tools and services that everyone at the company can leverage without the typical development cycle."Russ Zaliznyak - Principal Data Scientist and Experimentation Team LeadIntuit
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"Time-to-market is crucial in our ever-changing market environment. With help of Dash Enterprise, we were able to accelerate deployment of new apps from weeks to minutes without compromising on governance aspects and security."Volodymyr Sorokoumov - Digital Trading - Lead Platform Design & OperationsUniper
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View customer stories →adoption of drilling apps by 150+ userscost savings replacing vendors with Plotlyfaster time-to-delivery for 6+ custom data apps“I am not from a developer background, and one thing I appreciated about Plotly was how easy it was to pick up and get started. The resources available were great and I was able to quickly build my first production application in less than 2-3 months.”Jay Luna, SCADA specialistExpand Energy
[H2] What will you build next with Plotly?
TALK TO US→
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The enterprise platform for building, hosting, and deploying Dash applications
[H1] Dash Enterprise
Enjoy total flexibility, control, and security with all the premium features you need to roll out fully customized mission-critical Dash apps at scale. Connect Plotly Studio with your private AI provider via Dash Enterprise for total data privacy.  All the benefits of Plotly Cloud, approved by your security team with options to suit every infrastructure.GET DEMOCONTACT SALES
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[H1] The complete Dash application platform
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[H3] Develop
Build and refine Dash applications in secure, browser-based IDE that eliminate local setup complexities and dependency management headaches. Leverage exclusive enterprise libraries that eliminate weeks of custom development work. From the Dash Design Kit to automated snapshot capabilities and embedded analytics, these pre-built features help you deliver sophisticated applications without building infrastructure from scratch.
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[H3] Build
Dash Enterprise automatically containerizes your applications into production-ready images, handling the complex build process so you can focus on your code. From source to container, the platform manages dependencies, configurations, and security requirements seamlessly.Dash Enterprise handles the technical complexities of preparing your code for production, including integration with your container registries for security scanning and compliance.
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[H3] Deploy
Deploy applications instantly through workspace buttons, automate releases via CLI tools, or integrate seamlessly with your existing CI/CD pipelines. Dash Enterprise supports modern DevOps workflows with Git-based deployments across development, staging, and production environments.From simple one-click deployments to sophisticated CI/CD pipeline integration, Dash Enterprise ensures your applications move smoothly from development to production while maintaining security and compliance standards.
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[H3] Operate
Keep your Dash applications running smoothly with enterprise-grade operational tools including centralized logging, real-time metrics, and automated resource scaling. From access control management to environment variables and secrets handling, Dash Enterprise provides the operational foundation your IT team demands.Dash Enterprise handles DNS resolution, SSL certificates, access controls, and per-app Redis instances, freeing your team from infrastructure management.
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[H3] Get your Dash apps in front of users faster
See how teams at Berkeley Labs, UK Power Networks, and CIBC deploy data applications that scale from 10 to 200,000 users. Download for deployment scenarios and infrastructure decision frameworks.
[H2] Point-and-click control over all of aspects of your Dash deployments
The Dash Enterprise App Manager enables teams to deploy, manage, and share all of their Dash apps through a single portal and admin user interface.Use multiple environments in the form of Prototype, User Acceptance Testing (UAT), and Production for different stages of Dash app development.Utilize viewer analytics to make informed decisions and respond to changing business demands with accurate metrics. SEE HOW
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[H2] Design beautiful apps without CSS or HTML
The Dash Enterprise Design Kit lets you easily arrange, style, and customize Dash apps so that they can be deployed in no time. Data science teams can deploy beautiful, production-ready apps on any device, without writing a line of CSS.With Design Kit, dash apps that typically weigh in at 2,000 lines of code can be pixel-perfect in just 200. SEE HOW
[H2] Edit Python Dash apps securely in your browser
Bring Python into your organization at a massive scale with Data App Workspaces, a browser-based data science environment for corporate VPCs. Data App Workspaces are an ideal IDE to securely write and run Dash apps, Jupyter notebooks, and Python scripts.The Dash Enterprise workspace has been designed to enhance developer productivity and experience, with AI-assisted code completion, an updated sidebar and one-click access to the app manager, catalog, portal, authentication, and documentation. SEE HOW
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[H2] Control access to your Dash apps in a few clicks
Hard-wiring authentication code in your Dash apps is time consuming and potentially insecure. The Dash Enterprise App Manager facilitates app access through a GUI, so that you can focus on productionizing AI/ML models rather than writing authentication code.Dash Enterprise supports LDAP, AD, PingFederate, Okta, SAML, SSO, and simple email authentication. SEE HOW
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[H2] Embed Dash apps into secure websites without iframes
The Dash Enterprise Embedding Middleware allows Dash apps to embed in any web platform (without the use of iframes).Embedding Middleware supports single sign-on (SSO), so embedded Dash apps can read who is signed into the parent website without reauthenticating.React application, static website, or Chromium desktop app? It doesn't matter. Dash apps embed anywhere. SEE HOW
[H2] Create, annotate, archive, and share point-in-time views of your Dash apps.
With the Dash Enterprise Snapshot Engine, you can create, annotate, archive, and share point-in-time views of your Dash apps.With only a few lines of code, Snapshot Engine adds powerful capabilities to your Dash apps:Share a link to point-in-time Dash app viewsTrigger email and PDF reports programmaticallyEnable on-demand snapshots through the Dash app UIAutomate nightly snapshots to archive Dash app stateDraw or comment directly on the Dash app canvas, then share by email SEE HOW
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[H2] Connect to Your (Big) Data
Dash Enterprise ships with plug & play Dash app templates for connecting to these and other data services in Python. These templates demonstrate best practices such as:Using the Dash Enterprise Jobs QueueConnection poolingPreventing SQL injection attacksReading SQL query results into Pandas dataframesSecure database authentication with the Dash Enterprise Secrets Manager SEE HOW
[H2] Build scalable ML and AI Dash apps with job queues
Background jobs can dramatically improve the scalability of a Dash app by enabling it to offload slow or CPU-intensive tasks from its callback loops. This helps ensure that the Dash front end can handle incoming web requests promptly, reducing the likelihood of performance issues that occur when requests become backlogged.The Dash Enterprise Job Queue makes all of this seamless and scalable in Python. Combine Job Queue with Snapshot Engine to email a PDF or Dash app link when the job is done. SEE HOW
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[H2] Avoid network delays with local data caching
Visualizing 10s or 100s of millions of rows of data? The Dash Enterprise Persistent Filesystem supports high-performance, out-of-memory data processing.Deployed Dash apps can visualize 120 million rows of data in less than four seconds and 3 lines of code.Upload, update, and cache up to 25GB or 500M rows of data directly in your browser. (That's 500x the amount that you could store in excel!) Drag-and-drop large Parquet, Arrow, or CSV files without Git or third-party storage services. SEE HOW
[H2] Choose your deployment style
[H2] Dash Enterprise
[H2] for Kubernetes
Kubernetes-native Dash Enterprise deployment running on your KubernetesChoose this option: When you already run and operate your own Kubernetes infrastructure for your applicationsCONTACT SALES
[H2] Dash Enterprise
[H2] Managed Service
A private Dash Enterprise installed on Plotly’s Cloud, managed for you by PlotlyChoose this option: When you want to be up and running in the shortest amount of timeCONTACT SALES
[H2] Frequently asked questions
When should I choose Dash Enterprise instead of Plotly Cloud?Choose Dash Enterprise when:You need SSO integration with your identity provider (LDAP, SAML, or OIDC)You need to integrate with enterprise systems such as software repos, Container Registries, identity & authentication, other corporate systemsYou need to use a private LLM with Plotly StudioYou aren’t able to use a public SaaS for app hosting due to company policyYou can’t connect your data sources to a public SaaSYou need to control the infrastructure supporting your mission critical Dash Apps to guarantee reliability, data sovereignty, scalability, fail-over and many other enterprise specific requirements. You want to take advantage of advanced Dash app features such as Snapshot Engine, Embedding, Job Queues, Local caching, in-browser code editing.You need to build chatbots into your apps to provide in-app AI insights

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[H2] S&P Global Market Intelligence Powers 'Workbench Data Apps' Commercial Offering using Plotly with Databricks
Learn how S&P Global Market Intelligence used Dash Enterprise and Databricks in their visual analytics data applications.Read more
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[H2] NHS Foundation Trust Unlocks AI Healthcare Potential with Dash Enterprise
Somerset NHS Foundation Trust used Plotly Dash Enterprise to quickly build and deploy AI data apps for heathcare provider and organizational needs.Read More
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[H2] Intuit Reduces Experiment Runtime More Than 50% with Dash Enterprise
Here's how financial technology company Intuit achieved 50% faster experiments with Python and Dash Enterprise, increasing analyst productivity.Read More
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[H2] NISCI Develops Supply Chain Applications With Dash Enterprise
Learn how a supply chain research organization used Dash Enterprise to deploy production-grade applications in 3-5 months, with about 15% of the effort of previous tools.Read More
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[H2] Kansas City Chiefs Champion Digital Transformation in Business and Operations
See how the Chiefs used Dash Enterprise to build a unified analytics platform and address diverse live-data use cases in social media marketing, stadium operations, and ticket pricing.Read More
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[H2] Uniper accelerates digital innovation in its trading business with Dash Enterprise
By integrating Dash Enterprise with its modern, cloud-based technology stack, Uniper has accelerated the velocity with which it is accomplishing that mission.Read More
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DISCUSS YOUR USE CASEAll
[H2] Industry
Technology & SoftwareFinancial ServicesTelecom & EntertainmentHealthcare & Life SciencesManufacturingEnergy & Utilities
[H2] Integration
DatabricksAzureSnowflake
[H2] Infrastructure
AWSBare MetalGCP
[H2] Capabilities
AI Data AppsSelf-Service AnalyticsData ProductsPredictive Analytics
[H2] Tanalink Closes the Yield Gap in Tropical Plantations with AI Models and IoT
Tanalink uses Plotly Dash apps, AI models, and IoT devices to monitor and optimize tropical plantation operations, helping close persistent yield gaps and improve worker performance tracking.Read More
[H2] Principal Asset Management builds a scalable real estate forecasting platform with Plotly, AWS, and Snowflake
Real estate forecasting system with multiple models, AI summaries, and data apps to support investment decisions.Read More
[H2] SOPRIS TECHNOLOGIES Builds Scalable Reporting Engine with Plotly Dash Enterprise
Interactive, automated production-grade reporting engine helps SOPRIS TECHNOLOGIES for high ROI from tech and infrastructure investments.Read More
[H2] Johnson Matthey Scales Commercial Scientific App Platform with Dash Enterprise
Johnson Matthey delivers state-of-the-art imaging data science to aid research and development with Dash Enterprise and Azure.Read More
[H2] NHS Foundation Trust Unlocks AI Healthcare Potential with Dash Enterprise
Somerset NHS Foundation Trust used Plotly Dash Enterprise to quickly build and deploy AI data apps for heathcare provider and organizational needs.Read More
[H2] S&P Global Powers 'Workbench Data Apps' Offering with Plotly and Databricks
S&P Global's rapid development and evolution of Workbench Data Applications derived from massive, aggregated datasets with Plotly and Databricks.Read More
[H2] CIBC Drives ML-Powered Quant Analytics with Plotly Dash Enterprise and Databricks
CIBC Capital Markets deploys production-grade data apps with quantitative analytics and machine learning models to Sales and Trading desks.Read More
[H2] Uniper accelerates digital innovation in its trading business with Dash Enterprise
Discover how Dash Enterprise facilitates decision-support tool development aligning with Uniper's production deployment and security standards.Read More
[H2] Intuit Reduces Experiment Runtime More Than 50% with Dash Enterprise
Here's how financial technology company Intuit achieved 50% faster experiments with Python and Dash Enterprise, increasing analyst productivity.Read More
[H2] Komatsu Develops Analytics and Reporting Apps With Dash Enterprise and Snowflake
Komatsu uses Dash Enterprise to build custom data applications with Snowflake for insight generation, fault detection, and contextualizing machine behavior.Read More
[H2] NISCI Develops Supply Chain Applications With Dash Enterprise
Read how NISCI deployed production-grade, interactive ship cargo optimization and distribution network planning applications with Dash Enterprise.Read More
[H2] Martin Engineering Optimizes Up-time and Safety with Predictive Maintenance Apps
Martin Engineering uses Dash Enterprise to develop and deploy production-grade data applications from on-site manufacturing equipment sensors.Read More
[H2] Gamuda develops tunnel boring machine IoT solution with Dash
Gamuda pairs Python and Dash with sensor data to build real-time monitoring for the world’s first Autonomous Tunnel Boring Machine (A-TBM) effort.Read More
[H2] aioneers Builds AI Supply Chain Intelligence Platform with Dash and Azure Databricks
aioneers’ AI supply chain intelligence platform pushes past legacy BI with Plotly Dash and Azure Databricks for actionable machine learning insights.Read More
[H2] Hydro-Québec optimizes Databricks with Plotly Dash for smart-meter IIoT Data App
Laurier Demers of Hydro-Quebec showcased Octave, a Plotly Dash app for smart meter data, at the Databricks Montreal User Group on November 27. Read More (en français)
[H2] UK Power Networks Uses Dash Enterprise and Databricks to Save Potential £400M
UK Power Networks developed ML-powered models to predict electricity demand peaks and inform network reliability upgrade investment decisions.Read More
[H2] Uniper accelerates digital innovation in its trading business with Dash Enterprise
Discover how Dash Enterprise facilitates decision-support tool development aligning with Uniper's production deployment and security standards.Read More
[H2] Expand Energy Tackles Mission-Critical KPIs using Dash Enterprise
Learn how Expand Energy implemented Dash Enterprise to address challenges related to real-time data visualizations and secure mobile access.Read More
[H2] National Renewable Energy Laboratory Mobilizes Dash for Wind Turbine Wake Research
National Renewable Energy Laboratory builds custom preprocessing interface to instantly rerun wind turbine wake steering models and hypotheses.Read More
[H2] WPO Leads Renewable Energy Asset Management with Dash Enterprise
Largest independent European asset management firm, WPO, offers fit-for-purpose data analytics spanning six gigawatts of global renewables sites.Read More
[H2] Public utility organization reduces work order overdue rate by 87% with Dash
Read the story of how within one year of switching to Dash Enterprise, a North American public utilities org reduced customer complaints by 10x.Read More
[H2] Federal Power Provider Saves Time and Costs on Nuclear Site Operations and Maintenance
Discover how a U.S. federal power provider adopted advanced analytics for nuclear plant mapping and intelligent text analysis using Dash Enterprise.Read More
[H2] Denver Regional Transport District builds accessible ride logistics with Dash
Denver-RTD creates a ride-planning app to assist passengers with disabilities on 2,000 rides daily, with mobile-friendly GUIs written in Python.Read More
[H2] Equinor develops visualization platform utilizing Dash
Discover how Equinor meets the energy needs of over 170 million people each day by operationalizing data science with Plotly Dash Enterprise.Read More
[H2] Dr. Reddy's Laboratories Automates Pharmaceutical Regulatory Reporting with Plotly
Dr. Reddy's Laboratories uses Plotly to aggregate and distribute marketing intelligence and regulatory data from multiple data sources into GCP.Read More
[H2] SICS Enhances Health Research with Interactive Data Vault Platform
SICS shares cohort data with the global research community by deploying data catalogs, analytics, and research to an interactive data vault platform.Read More
[H2] Gamuda develops tunnel boring machine IoT solution with Dash
Gamuda pairs Python and Dash with sensor data to build real-time monitoring for the world’s first Autonomous Tunnel Boring Machine (A-TBM) effort.Read More
[H2] Pairwise Accelerates Food+Tech Innovation with Python and Dash Enterprise
U.S. Food Tech startup Pairwise sees 10x scalability of molecular screening pipeline with Dash Enterprise for innovative scientific analytics.Read More
[H2] Using Dash Enterprise for Data Visualizations in the Fight Against COVID-19
A digital pharmaceutical company takes action with Dash Enterprise to visualize thousands of drug compound results in the wake of COVID-19.Read More
[H2] Berkeley Lab Powers Materials Research with Dash and Python
Berkeley Lab's team utilizes interactive Dash apps and components to explore and analyze nearly 150,000 inorganic materials and their associated properties.Read More
[H2] NovaLabs aids access to CFD methodology for stirred reactor scaling with Dash
Saving time and costs and increasing ease of access to CFD for pharmaceutical companies with CliqScale.R developed with Plotly’s Dash.Read More
[H2] Cox Automotive Deploys Capacity Planning with Dash Enterprise
Cox Automotive leverages Plotly Professional Services and the power of Dash Enterprise to realize a nationwide capacity planning solution.Read More
[H2] How Crant Automated AI-driven Insight for Brand Building with Dash
How Crant, an AI company, reduced weekly analysis time by 28 hours and processed social media data to produce daily metrics with Dash Enterprise.Read More
[H2] Gamma Technologies and Plotly Partner on Industry-Leading Simulation Platform
Gamma Technologies partners with Plotly Professional Services to support automated chart creation in their simulation platform.Read More
[H2] PriceLabs leverages Python and Dash for property management analytics
Discover how PriceLabs chose Python analytics over traditional BI software for custom parametrization and robust, relevant, real-time analytics.Read More
[H2] Fetch Integrates Plotly Dash With Snowflake for Self-Service Analytics Platform
Fetch Rewards develops self-service production-grade data applications for its Analytics Hub platform using Plotly Dash and Snowflake.Read More
[H2] Sidmach launches AI-driven platform built with Dash Enterprise and Databricks
Dash Enterprise front-end framework and Databricks back-end architecture empower Sidmach to develop and launch AI-powered educational platform.Read More
[H2] Denver Regional Transport District builds accessible ride logistics with Dash
Denver-RTD creates a ride-planning app to assist passengers with disabilities on 2,000 rides daily, with mobile-friendly GUIs written in Python.Read More
[H2] Broadband Insights Helps ISPs Build Smarter Networks with Custom Analytics Platform
Broadband Insights uses Dash Enterprise to help Internet Service Providers improve broadband builds in rural areas through smooth operations and analytics.Read More
[H2] Kansas City Chiefs Champion Digital Transformation in Business and Operations
Investing in Dash Enterprise provided a unified analytics platform for the Kansas City Chiefs' analytics team to address diverse use cases.Read More
[H2] Bringing Sports Analytics to the NBA with Python and Dash Enterprise
Learn how the Basketball Analytics Group on the Utah Jazz team is bringing powerful Python analytics to the NBA with Dash Enterprise.Read More
[H2] Scaling Quantitative Analytics at a Financial Services Org with Dash
How the Portfolio Analytics team built a platform to facilitate and standardize analytic app development at a global financial services org.Read More
[H2] Predictive Analytics at Multinational Telecom Firm with Dash Enterprise
Major telecommunications firm uses Dash Enterprise to develop a Python-based analytics platform to better track internal ROI and decisions.Read More
[H2] S&P Global Powers 'Workbench Data Apps' Offering with Plotly and Databricks
S&P Global's rapid development and evolution of Workbench Data Applications derived from massive, aggregated datasets with Plotly and Databricks.Read More
[H2] Hydro-Québec optimizes Databricks with Plotly Dash for smart-meter IIoT Data App
Laurier Demers of Hydro-Quebec showcased Octave, a Plotly Dash app for smart meter data, at the Databricks Montreal User Group on November 27. Read more (en français)
[H2] Hydro-Québec optimizes Databricks with Plotly Dash for smart-meter IIoT Data App
Laurier Demers of Hydro-Quebec showcased Octave, a Plotly Dash app for smart meter data, at the Databricks Montreal User Group on November 27. Read more (en français)
[H2] Single Cell Data Visualization in Multinational Biopharma Org’s Fight Against Disease
How can building a single cell RNA sequencing visualizer with Plotly Dash save hours of app development time? Read the story to learn more.Read More
[H2] UK Power Networks Uses Dash Enterprise and Databricks to Save Potential £400M
UK Power Networks developed ML-powered models to predict electricity demand peaks and inform network reliability upgrade investment decisions.Read More
[H2] CIBC Drives ML-Powered Quant Analytics with Plotly Dash Enterprise and Databricks
CIBC Capital Markets deploys production-grade data apps with quantitative analytics and machine learning models to Sales and Trading desks.Read More
[H2] Uniper accelerates digital innovation in its trading business with Dash Enterprise
Discover how Dash Enterprise facilitates decision-support tool development aligning with Uniper's production deployment and security standards.Read More
[H2] Public utility organization reduces work order overdue rate by 87% with Dash
Read the story of how within one year of switching to Dash Enterprise, a North American public utilities org reduced customer complaints by 10x.Read More
[H2] Sidmach launches AI-driven platform built with Dash Enterprise and Databricks
Dash Enterprise front-end framework and Databricks back-end architecture empower Sidmach to develop and launch AI-powered educational platform.Read More
[H2] Principal Asset Management builds a scalable real estate forecasting platform with Plotly, AWS, and Snowflake
Real estate forecasting system with multiple models, AI summaries, and data apps to support investment decisions.Read More
[H2] Komatsu Develops Analytics and Reporting Apps With Dash Enterprise and Snowflake
Komatsu uses Dash Enterprise to build custom data applications with Snowflake for insight generation, fault detection, and contextualizing machine behavior.Read More
[H2] Expand Energy Tackles Mission-

[H1] Plotly Studio. The accurateaccurate AI-native analytics platform.
Stop wrestling with throwaway AI code. Plotly Studio is the desktop application that turns complex data questions into interactive, enterprise-ready dashboards you can share with your data team instantly.START FOR FREE
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[H2] Natural language data app development that's iteration friendly
Answer your biggest data analysis questions with AI agents that help youcreate precise, sophisticated, and interactive charts at the speed of thought.JOIN NEXT LIVE DEMO →
[H3] Prompt example
|Remix
[H3] Chart result
Chart appears when prompt is complete...
[H2] The AI-native data analytics platform that replaces days of manual analysis
See how Plotly Studio builds, iterates, and deploys professional AI dashboards and interactive data apps in less than two minutes.
[H2] AI data analysis that actually works
Built on ten years of Plotly expertise that corrects errors, adds domain knowledge, and builds reliable data apps better than other AI analysis platforms.
[H3] Benchmark highlights
92.5%Success RateCI: 89.0-96.0%302Total DatasetsTotal attempts98sMedian Generation TimeAcross all attempts1 KB - 25 MBFile Sizemin. - max.
[H3] Benchmark apps
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Metro ICU BedsMetropolitan area ICU bed capacity data.Public Health & EpidemiologyPASSED1m
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311 Animal ComplaintsNYC 311 service requests related to animal complaints.Government & Public ServicesPASSED1m
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Basketball Win SharesBasketball quasi win shares advanced analytics.Sports & RecreationPASSED1m
[IMG: Earthquakes (23K Events)]
Earthquakes (23K Events)Large earthquake dataset with 23,000 seismic events.Geospatial DataPASSED1mSEE OUR AI BENCHMARKS →
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[H2] Zero-friction data access
If Python can connect to it, so can Plotly Studio. We leverage the entire Python ecosystem to reach your data wherever it lives, from Snowflake and S3 to legacy APIs and messy CSVs. Blend datasets instantly to find relationships that standard BI tools miss. EXPLORE DATA SOURCES →
[H2] Your data, your LLM, your firewall
Deploy Plotly Studio apps on-premise or in your private cloud with our Dash Enterprise platform, never exposing your data to the public internet.ISO 27001, 27701, 42001SOC 2 Type IIGDPR EXPLORE DASH ENTERPRISE →
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[H2] Say hello to production-ready data analysis
Learn why data teams are moving past generic AI tools and rigid BI tools:What you getPlotly StudioVibe-coding tools(Cursor, Replit, Claude)Traditional BI(Tableau, Power BI)Output qualityProduction Python appsDeveloper skill-dependentClosed-source dashboardsAI reliabilityVerified & benchmarkedHallucination-proneLimitedVisualization best practicesIndustry-leadingModel-dependentLimitedAI assistanceFully assistedManual vibe-codingLimited AI assistanceData cleaningAI assistedManual vibe-codingManual queriesDevelopment flexibilityFlexible with defaultsUnlimitedExtremely limitedData sourcesFlexible connections built with trained AIFlexible connections built with stock AIConventional connectorsDeploymentOne-click deploymentArtifacts or roll-your-ownOne-click deploymentCode available/editableYesYesNoVendor lock-inNoNoYesAuthenticationTeamsUser accessTeamsOutput qualityPlotly StudioProduction Python appsVibe-coding tools (Cursor, Replit, Claude)Developer skill-dependentTraditional BI (Tableau, Power BI)Closed-source dashboardsAI reliabilityPlotly StudioVerified & benchmarkedVibe-coding tools (Cursor, Replit, Claude)Hallucination-proneTraditional BI (Tableau, Power BI)LimitedVisualization best practicesPlotly StudioIndustry-leadingVibe-coding tools (Cursor, Replit, Claude)Model-dependentTraditional BI (Tableau, Power BI)LimitedAI assistancePlotly StudioFully assistedVibe-coding tools (Cursor, Replit, Claude)Manual vibe-codingTraditional BI (Tableau, Power BI)Limited AI assistanceData cleaningPlotly StudioAI assistedVibe-coding tools (Cursor, Replit, Claude)Manual vibe-codingTraditional BI (Tableau, Power BI)Manual queriesDevelopment flexibilityPlotly StudioFlexible with defaultsVibe-coding tools (Cursor, Replit, Claude)UnlimitedTraditional BI (Tableau, Power BI)Extremely limitedData sourcesPlotly StudioFlexible connections built with trained AIVibe-coding tools (Cursor, Replit, Claude)Flexible connections built with stock AITraditional BI (Tableau, Power BI)Conventional connectorsDeploymentPlotly StudioOne-click deploymentVibe-coding tools (Cursor, Replit, Claude)Artifacts or roll-your-ownTraditional BI (Tableau, Power BI)One-click deploymentCode available/editablePlotly StudioYesVibe-coding tools (Cursor, Replit, Claude)YesTraditional BI (Tableau, Power BI)NoVendor lock-inPlotly StudioNoVibe-coding tools (Cursor, Replit, Claude)NoTraditional BI (Tableau, Power BI)YesAuthenticationPlotly StudioTeamsVibe-coding tools (Cursor, Replit, Claude)User accessTraditional BI (Tableau, Power BI)Teams
[H2] What data teams are saying
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“This is where AI innovation really shines. It helped spark ideas I might’ve missed after staring at the same data too long. When you’re stuck, that fresh perspective is gold. I can jump right in, tweak the code, rearrange the layout, and even publish it to the cloud with ease.— Arich KnaubData scientist & ML engineer
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“Plotly Studio: finish your month-end accounting reports in only 5 minutes with no formulas, no coding, no point-and-click designing, no queries. Plotly Studio's AI created a dozen prompts and visuals automatically.— Art TennickTechnical editor & 3 US patents in BI
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“I have no affiliate or financial relationship with Plotly. Just extremely impressed with how they have built this analysis and visualization front end from the ground up to fully leverage the strength of frontier AI models and cutting-edge AI tools.— Brian JuliusIndependent Consultant & Expert Power BI user
[H2] Ready to try Plotly Studio?
Download today for free and get started with Plotly Studio.GET STARTED