Back to Blog
January 10, 20267 min readAI-Driven UI Testing:

AI-Driven UI Testing: Generating Test Cases from Recorded Demos

R
Replay Team
Developer Advocates

TL;DR: Generate robust UI test cases automatically from recorded demos using Replay's AI-powered behavior analysis, significantly reducing manual testing efforts.

AI-Driven UI Testing: From Demo to Test Suite#

Manual UI testing is a time-consuming bottleneck in modern software development. Writing test cases, executing them, and analyzing results demands significant engineering resources. What if you could automatically generate UI test cases directly from user behavior captured in video demos? This is the promise of AI-driven UI testing, and Replay is at the forefront.

Replay leverages the power of Gemini to analyze video recordings of user interactions with your application. Unlike traditional screenshot-based approaches, Replay understands what the user is trying to achieve, not just what they see on the screen. This "Behavior-Driven Reconstruction" allows Replay to generate meaningful and robust test cases that accurately reflect real-world user scenarios.

The Problem: Manual UI Testing is Painful#

The traditional UI testing process often looks like this:

  1. Manual Exploration: Testers manually explore the application, noting down potential test scenarios.
  2. Test Case Creation: Engineers translate these scenarios into detailed test cases, often using tools like Selenium, Cypress, or Playwright.
  3. Test Execution: Test cases are executed, and results are manually reviewed.
  4. Maintenance: Test cases need constant updating as the application evolves.

This process is slow, expensive, and prone to human error. Moreover, it often fails to capture the nuances of real-world user behavior.

Replay's Solution: Behavior-Driven Test Case Generation#

Replay offers a radical alternative: record a demo of the desired user flow, and let AI generate the test cases. Here's how it works:

  1. Record a Demo: Capture a video recording of a user interacting with your application. This can be a product demo, a user tutorial, or even a recording of a user performing a specific task.
  2. Upload to Replay: Upload the video to the Replay platform.
  3. AI Analysis: Replay's AI engine, powered by Gemini, analyzes the video to understand user intent, identify key UI elements, and reconstruct the user flow.
  4. Test Case Generation: Replay automatically generates test cases in your preferred testing framework (e.g., Cypress, Playwright, Selenium).
  5. Integration: Integrate the generated test cases into your CI/CD pipeline.

Benefits of AI-Driven UI Testing with Replay#

  • Increased Test Coverage: Quickly generate test cases for a wide range of user scenarios.
  • Reduced Manual Effort: Automate the tedious task of writing and maintaining test cases.
  • Improved Test Accuracy: Capture the nuances of real-world user behavior.
  • Faster Feedback Loops: Identify and fix bugs earlier in the development cycle.
  • Lower Testing Costs: Reduce the need for manual testing resources.

Understanding Behavior-Driven Reconstruction#

Replay's "Behavior-Driven Reconstruction" is what sets it apart from other UI testing tools. Instead of simply analyzing screenshots, Replay analyzes the video itself to understand the user's intent. This allows Replay to:

  • Identify the underlying logic of the application.
  • Detect subtle UI changes that might be missed by screenshot-based tools.
  • Generate more robust and maintainable test cases.

Implementation Details: Generating Cypress Tests from a Video#

Let's walk through a practical example: generating Cypress tests from a video recording of a user logging into a web application.

Step 1: Record a Demo#

Use a screen recording tool (e.g., OBS Studio, QuickTime) to record a video of a user logging into your application. Make sure the video clearly shows the user entering their credentials and clicking the login button.

Step 2: Upload to Replay#

Upload the video to the Replay platform. You'll need to create an account first.

Step 3: Configure Test Generation#

Within the Replay interface, select Cypress as your desired testing framework. You can also configure other options, such as the base URL of your application and the location of your test files.

Step 4: Generate and Download Tests#

Click the "Generate Tests" button. Replay will analyze the video and generate a Cypress test file. Download the generated file.

Step 5: Integrate into Your Cypress Project#

Copy the generated Cypress test file into your Cypress project's

text
integration
folder.

Step 6: Run the Tests#

Run the Cypress tests using the

text
cypress run
command.

Example Cypress Test Code (Generated by Replay)#

javascript
// Generated by Replay describe('User Login Flow', () => { it('should successfully log in a user', () => { cy.visit('/login'); cy.get('input[name="username"]').type('testuser'); cy.get('input[name="password"]').type('password123'); cy.get('button[type="submit"]').click(); cy.url().should('include', '/dashboard'); cy.contains('Welcome, testuser').should('be.visible'); }); });

This is a simplified example, but it demonstrates the basic principle. Replay can generate more complex test cases that cover a wider range of user interactions.

💡 Pro Tip: For best results, ensure your video recordings are clear and well-lit. Speak clearly and concisely during the recording to help Replay understand your intent.

Comparison with Traditional UI Testing Tools#

FeatureTraditional Tools (Selenium, Cypress)Screenshot-to-CodeReplay
Video Input
Behavior AnalysisLimited
Automated Test Generation
MaintenanceHighMediumMedium
Initial SetupComplexSimpleSimple

Style Injection for Consistent UI#

Replay goes beyond basic functionality. It also understands UI styling. By analyzing the video, Replay can infer CSS styles and apply them consistently across the generated code. This ensures a polished and professional look for your UI. You can even inject your own custom CSS to enforce brand guidelines.

typescript
// Example: Injecting a custom CSS class const customStyle = ` .my-button { background-color: #007bff; color: white; padding: 10px 20px; border-radius: 5px; } `; // Within Replay's configuration, specify: // styleInjection: customStyle;

⚠️ Warning: While Replay automates test case generation, it's still important to review and refine the generated tests to ensure they accurately reflect your testing requirements. AI is a powerful tool, but human oversight is still crucial.

Multi-Page Generation and Product Flow Maps#

Replay can handle complex, multi-page user flows. Simply record the entire flow, and Replay will generate code that seamlessly transitions between pages. Furthermore, Replay automatically creates a visual "Product Flow Map" that illustrates the user's journey through your application. This map helps you understand how users interact with your application and identify potential areas for improvement.

Supabase Integration#

Replay seamlessly integrates with Supabase, allowing you to easily connect your generated UI to a backend database. This enables you to create fully functional prototypes and applications with minimal effort.

📝 Note: Replay is constantly evolving, with new features and improvements being added regularly. Check the Replay documentation for the latest updates.

Frequently Asked Questions#

Is Replay free to use?#

Replay offers a free tier with limited features. Paid plans are available for more advanced features and higher usage limits.

How is Replay different from v0.dev?#

While both tools aim to accelerate UI development, Replay leverages video input and behavior analysis, whereas v0.dev relies on text prompts and pre-trained models. Replay focuses on accurately capturing existing user flows, while v0.dev emphasizes generating new UI components. Replay's video analysis offers a more precise and context-aware approach to UI reconstruction.

What testing frameworks does Replay support?#

Currently, Replay supports Cypress, Playwright, and Selenium. Support for other frameworks is planned for the future.

How accurate is Replay's test case generation?#

Replay's accuracy is constantly improving as the AI engine is refined. However, it's important to review and refine the generated test cases to ensure they accurately reflect your testing requirements.

Can I use Replay to test mobile applications?#

Yes, you can use Replay to test mobile applications by recording a video of a user interacting with the application on a mobile device or emulator.


Ready to try behavior-driven code generation? Get started with Replay - transform any video into working code in seconds.

Ready to try Replay?

Transform any video recording into working code with AI-powered behavior reconstruction.

Launch Replay Free