Build the workflow, not just the view
Power BI supports some interactivity through paginated reports and Power Apps integration. Reflex AI Builder starts from a custom application: approvals, forms, and business logic alongside the data view.
Looking for a Power BI alternative? Build the app your data actually needs.
Power BI is built for reporting and dashboards on top of your data. Reflex AI Builder is an alternative when the goal is a custom operational application: describe the screens, workflow, and integrations you need, then refine the result with your team.
Example prompt
Build an approval workflow from our Power BI dataset so regional managers can review and approve budget requests directly in the app.
Where Power BI stops short
Power BI excels at visualizing data your team already trusts. Compare the application, integrations, and workflow you actually need beyond the dashboard.
Connect the systems that need updates
Reporting on a dataset is different from writing back to the systems of record. Define which systems the application needs to update, and the permissions and failure handling each one requires.
Give each role its own experience
Define what different roles can see and do within the same application. Build and test role-aware screens rather than managing row-level security rules alone.
Power BI vs Reflex AI Builder
Compare a reporting platform with a builder for custom business applications.
Scroll horizontally to compare →
| Decision | Power BI | Reflex |
|---|---|---|
| Beyond reporting | Model, visualize, and share business data through reports and dashboards. | Combine data views with forms, decisions, and actions in a custom application, using Python for the interface and backend logic. |
| Build your way | Desktop and the service support report creation; models can include DAX calculations and Power Query transformations. | Start with AI in Reflex Build or write Python directly with the open-source framework. Extend the application with your own business logic. |
| Taking action | A Power Apps visual embeds a separate Power Apps application inside the report, with its own app setup and access requirements. | Handle user input, validation, and record updates within your Reflex application. Define permission checks and business rules in server-side Python. |
| Choose your deployment | The service provides cloud sharing. Report Server supports on-premises reporting with its own licensing and feature scope. | Choose managed Reflex hosting or self-host your framework app on your infrastructure. Enterprise deployment services are separately scoped. |
| Application flexibility | Reports, semantic models, and DAX calculations are built around Power BI's reporting environment. | Develop your own application screens and business rules on an Apache 2.0 open-source framework, with code your team can review and extend. |
Framework, AI Builder, and hosting: what's included?
Open-source framework
The Apache 2.0 Python framework is available independently of Build and managed hosting. Your app still depends on Reflex and its other packages.
Reflex Build
The AI development product generates and edits framework-based apps. Usage, private projects, repository access, and export entitlements belong to your plan.
Hosting and App Management
Managed deployment is an operating service. You can also self-host a framework app, providing its frontend, Python backend, configuration, and maintenance.
Enterprise
Enterprise packages and services have separate entitlements. Workspace SSO is distinct from app-user authentication. Authorization, auditing, and private deployment need configuration and an agreed operating plan.
Describe, build, test, ship
From an idea to a reviewed application in four steps.
Describe what you want
A prompt, a document, or a screenshot of the report you have today.
Watch it come to life
See the app build in a live preview as it's generated.
Test before you ship
Use AI-generated tests as a starting point. Review the results and check permissions, data accuracy, and real user workflows.
Choose where to deploy
Use Reflex hosting or plan a self-hosted deployment. Review code export, infrastructure, and support requirements for your plan.
Built with Reflex
Bayesline on building financial applications with Reflex.
“Reflex definitely saved us from needing to hire a frontend engineer and sped us up by 4x relative to learning React”
Beyond the Power BI report
Start with the dataset behind your current report and describe the actions people need to take: approve a request, update a record, or flag an exception. Connect the systems that need to change, and validate permissions and data accuracy before rolling out the application.
Frequently asked questions
The practical details before you choose.
What's a good Power BI alternative for building an app, not just a report?
Reflex AI Builder is an option when you want a custom operational application around your data rather than another dashboard. Power BI also offers Power Apps integration; compare the workflow and integrations you actually need.
Can it write back to our systems, not just display data?
Yes, a Reflex application can call your systems' APIs to update records. Configure the connection, credentials, and permissions, then validate writes and failure handling before enabling it for users.
Do we need a Power BI developer to maintain it?
You can start with a plain-English description of the app you need. For production use, assign someone to review integrations, data access, and generated logic, the same review process any custom application needs.
How does pricing compare to Power BI?
Compare your current Power BI licensing with Reflex plan costs, hosting, and the connected services your application needs. Check current pricing for the setup you need.
Describe the app your report was always missing
Start with one workflow and refine it with your team.