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January 8, 20268 min readAI-Generated Storybook Components

AI-Generated Storybook Components from Video Demos

R
Replay Team
Developer Advocates

TL;DR: Replay transforms video recordings of UI interactions into functional Storybook components, enabling rapid prototyping and component library creation.

From Screencast to Storybook: Generating UI Components with AI#

The traditional method of building UI components is often a tedious and time-consuming process. Manually coding each component, writing tests, and creating Storybook stories can be a significant bottleneck, especially when iterating rapidly on design concepts. But what if you could simply record a video of your desired UI behavior and have AI generate the corresponding Storybook components?

Replay makes this a reality. Leveraging the power of Gemini, Replay analyzes video recordings of UI interactions and reconstructs the underlying code, producing fully functional Storybook components ready for integration into your project. This approach, which we call Behavior-Driven Reconstruction, moves beyond simple screenshot-to-code conversion. Replay understands what the user is trying to achieve, not just what they see on the screen.

Understanding Behavior-Driven Reconstruction#

Most existing "AI-powered" UI generation tools rely on analyzing static screenshots. This approach has limitations: it can only infer the visual appearance of the UI but lacks understanding of the underlying behavior and interactions. Replay takes a different approach by analyzing video recordings. This allows the AI to:

  • Track user input (mouse clicks, keyboard strokes, touch events).
  • Understand state changes based on user interactions.
  • Infer the intended functionality of the UI.

This "Behavior-Driven Reconstruction" is what sets Replay apart. It's not just about generating static UI; it's about generating interactive UI components that behave as intended.

Key Features Enabling Storybook Component Generation#

Replay offers several key features that contribute to its ability to generate high-quality Storybook components:

  • Multi-Page Generation: Replay can analyze videos that span multiple pages or views within an application, ensuring the generated components accurately reflect the overall user flow.
  • Supabase Integration: If your application uses Supabase, Replay can infer and integrate data fetching logic into the generated components.
  • Style Injection: Replay intelligently extracts and applies styling from the video, ensuring the generated components visually match the original UI.
  • Product Flow Maps: Replay can generate visual flow maps of the user interactions captured in the video, providing a clear overview of the component's behavior.

Replay vs. Traditional Screenshot-to-Code Tools#

The differences between Replay and traditional screenshot-to-code tools are significant. Here's a comparison:

FeatureScreenshot-to-CodeReplay
Input TypeStatic ImagesVideo
Behavior AnalysisLimited
Interaction HandlingPoorExcellent
Component LogicBasicAdvanced
State ManagementNoneInferred
FidelityVisual OnlyVisual + Behavioral

Generating Storybook Components: A Step-by-Step Guide#

Here's a practical guide to generating Storybook components from a video demo using Replay:

Step 1: Capture the Video Demo#

Record a video demonstrating the desired behavior of the UI component. Ensure the video is clear and captures all relevant interactions. For example, imagine you want to create a "Product Card" component. Record yourself interacting with a product card: hovering, clicking "Add to Cart", and observing the state changes.

Step 2: Upload to Replay#

Upload the video to Replay. The AI engine will begin analyzing the video, identifying UI elements, user interactions, and state changes.

Step 3: Review and Refine#

Once the analysis is complete, review the generated code. Replay provides a visual interface for inspecting the generated components and making any necessary adjustments. This is where you can fine-tune styling, data bindings, and event handlers.

Step 4: Export to Storybook#

Export the generated components to your Storybook project. Replay automatically generates the necessary Storybook stories, allowing you to immediately start using and showcasing your new components.

Example: Generating a Button Component#

Let's say you record a video of a simple button interaction: a user clicks a button, and the button's text changes from "Click Me" to "Loading...". Here's how Replay can generate the Storybook component:

Replay analyzes the video and generates the following code (example using React and Styled Components):

typescript
// Button.tsx import React, { useState } from 'react'; import styled from 'styled-components'; interface ButtonProps { initialText: string; } const StyledButton = styled.button` background-color: #007bff; color: white; padding: 10px 20px; border: none; border-radius: 5px; cursor: pointer; &:hover { background-color: #0056b3; } `; const Button: React.FC<ButtonProps> = ({ initialText }) => { const [text, setText] = useState(initialText); const [isLoading, setIsLoading] = useState(false); const handleClick = async () => { setIsLoading(true); setText("Loading..."); // Simulate an API call await new Promise(resolve => setTimeout(resolve, 1500)); setText("Click Me"); setIsLoading(false); }; return ( <StyledButton onClick={handleClick} disabled={isLoading}> {text} </StyledButton> ); }; export default Button;
typescript
// Button.stories.tsx import React from 'react'; import { Story, Meta } from '@storybook/react'; import Button from './Button'; export default { title: 'Components/Button', component: Button, } as Meta; const Template: Story = (args) => <Button {...args} />; export const Primary = Template.bind({}); Primary.args = { initialText: 'Click Me', };

💡 Pro Tip: For complex components, break down the video into smaller segments, focusing on individual interactions. This can improve the accuracy of the generated code.

Benefits of Using Replay for Storybook Component Generation#

  • Rapid Prototyping: Quickly generate UI components from video demos, accelerating the prototyping process.
  • Reduced Development Time: Automate the tedious task of writing component code, freeing up developers to focus on more complex tasks.
  • Improved Consistency: Ensure consistency across your UI by generating components from a single source of truth (the video demo).
  • Easy Component Library Creation: Quickly build a comprehensive component library by recording and generating components from existing UIs.
  • Democratization of UI Development: Empowers designers and product managers to contribute to the UI development process by creating video demos.

📝 Note: Replay is constantly evolving. Future versions will include enhanced support for state management libraries like Redux and Zustand, as well as improved integration with testing frameworks like Jest and Cypress.

⚠️ Warning: While Replay significantly reduces development time, it's essential to review and refine the generated code to ensure it meets your specific requirements and coding standards.

Real-World Applications#

Replay is particularly useful in the following scenarios:

  • Migrating Legacy UIs: Quickly generate components from recordings of existing UIs, facilitating the migration to modern frameworks.
  • Building Design Systems: Create a comprehensive design system by recording and generating components from design mockups.
  • Rapidly Prototyping New Features: Quickly iterate on new UI concepts by recording demos and generating components.
  • Reverse Engineering Existing Applications: Analyze video recordings of competitor applications to understand their UI patterns and generate similar components.

Advanced Techniques#

While the basic workflow is straightforward, Replay also supports advanced techniques for generating more complex components:

  • Using Mock Data: Provide Replay with mock data to simulate API responses and ensure the generated components handle data correctly.
  • Defining Component Boundaries: Clearly define the boundaries of each component in the video recording to improve the accuracy of the generated code.
  • Leveraging Style Guides: Configure Replay to use your existing style guide to ensure the generated components adhere to your design standards.

Frequently Asked Questions#

Is Replay free to use?#

Replay offers a free tier with limited usage. Paid plans are available for more extensive use and access to advanced features. Check the Replay pricing page for details.

How is Replay different from v0.dev?#

While both Replay and v0.dev aim to generate UI code, they differ significantly in their approach. v0.dev primarily uses text prompts to generate code, while Replay analyzes video recordings of UI interactions. Replay's behavior-driven approach allows it to generate more accurate and interactive components. v0.dev relies on text prompts, which can be ambiguous and require significant refinement.

What frameworks and libraries does Replay support?#

Replay currently supports React and Vue.js, with plans to add support for other popular frameworks in the future. It also integrates seamlessly with Storybook, Supabase, and styled-components.

How accurate is the generated code?#

The accuracy of the generated code depends on the quality of the video recording and the complexity of the UI. However, Replay's behavior-driven approach generally results in highly accurate and functional components. It's always recommended to review and refine the generated code to ensure it meets your specific requirements.

Can I use Replay to generate components from mobile app recordings?#

Yes, Replay can analyze video recordings of mobile app interactions, allowing you to generate components for mobile development.


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