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January 4, 20268 min readTechnical Deep Dive:

Technical Deep Dive: Using Advanced AI Video Analysis with Replay AI to Build Code

R
Replay Team
Developer Advocates

TL;DR: Replay AI leverages advanced video analysis with Gemini to reconstruct functional UI code directly from screen recordings, understanding user behavior and intent, unlike traditional screenshot-to-code tools.

Technical Deep Dive: Using Advanced AI Video Analysis with Replay AI to Build Code#

The holy grail of front-end development is generating working code from designs, mockups, or even just an idea. Screenshot-to-code tools have attempted to solve this problem, but they often fall short because they only understand the visual representation, not the intent behind the design. What if you could capture the process of building the UI, the user interactions, and the flow, and then translate that directly into code? That's the power of Replay.

Replay uses "Behavior-Driven Reconstruction" – treating the video of a user interacting with a UI as the source of truth. We analyze the video at a granular level, leveraging Gemini to understand not just what is on the screen, but how the user is interacting with it. This allows us to generate code that accurately reflects the intended functionality and user experience.

The Problem with Traditional Screenshot-to-Code#

Traditional screenshot-to-code tools rely on static images. They can identify elements like buttons, text fields, and images, but they lack the context of user behavior. This leads to several limitations:

  • Lack of Dynamic Behavior: They can't understand animations, transitions, or state changes.
  • Poor Understanding of User Flow: They can't reconstruct multi-page flows or complex interactions.
  • Limited Functionality: They often generate static HTML and CSS, requiring significant manual effort to add interactivity.
FeatureScreenshot-to-CodeReplay
Input TypeStatic ImageVideo
Behavior AnalysisLimitedComprehensive
Dynamic Behavior
Multi-Page SupportLimited
Code QualityBasic HTML/CSSFunctional React/Vue
Understanding of Intent

Replay: Behavior-Driven Reconstruction#

Replay addresses these limitations by analyzing video recordings of user interactions. Our engine uses advanced AI, powered by Gemini, to:

  1. Identify UI Elements: Accurately detect and classify UI elements like buttons, text fields, and images.
  2. Analyze User Interactions: Understand user actions like clicks, scrolls, form submissions, and keyboard inputs.
  3. Infer User Intent: Determine the purpose and goal of each interaction.
  4. Reconstruct the UI: Generate working code that accurately reflects the intended functionality and user experience.

This approach allows Replay to generate more accurate, functional, and maintainable code than traditional screenshot-to-code tools.

Key Features of Replay#

Replay offers a range of features designed to streamline the UI development process:

  • Multi-Page Generation: Reconstruct entire product flows, not just single pages.
  • Supabase Integration: Seamlessly connect your UI to a Supabase backend.
  • Style Injection: Apply custom styles to match your brand and design system.
  • Product Flow Maps: Visualize user flows and identify potential bottlenecks.
  • React & Vue Support: Generate code for the most popular front-end frameworks.
  • Behavior-Driven Reconstruction: Understand user intent and generate code that accurately reflects the intended functionality.

Building a Simple Form with Replay: A Step-by-Step Guide#

Let's walk through a practical example of using Replay to generate code for a simple form. Imagine you have a video recording of a user filling out a contact form.

Step 1: Upload the Video to Replay#

First, upload your video recording to the Replay platform. Replay supports various video formats and resolutions.

Step 2: Analyze the Video#

Replay will automatically analyze the video, identifying UI elements and user interactions. This process may take a few minutes, depending on the length and complexity of the video.

Step 3: Review and Refine the Results#

Once the analysis is complete, you can review the results and make any necessary adjustments. Replay provides a visual interface for inspecting the detected UI elements and user interactions.

💡 Pro Tip: For best results, ensure your video is clear, well-lit, and free of distractions.

Step 4: Generate the Code#

Finally, generate the code for the form. Replay will generate clean, functional React or Vue code that accurately reflects the user's interactions.

Here's an example of the generated React code:

typescript
// Generated by Replay import React, { useState } from 'react'; const ContactForm = () => { const [name, setName] = useState(''); const [email, setEmail] = useState(''); const [message, setMessage] = useState(''); const handleSubmit = async (e) => { e.preventDefault(); // Simulate API call (replace with your actual endpoint) const response = await fetch('/api/contact', { method: 'POST', headers: { 'Content-Type': 'application/json', }, body: JSON.stringify({ name, email, message }), }); if (response.ok) { alert('Message sent successfully!'); setName(''); setEmail(''); setMessage(''); } else { alert('Failed to send message.'); } }; return ( <form onSubmit={handleSubmit}> <div> <label htmlFor="name">Name:</label> <input type="text" id="name" value={name} onChange={(e) => setName(e.target.value)} /> </div> <div> <label htmlFor="email">Email:</label> <input type="email" id="email" value={email} onChange={(e) => setEmail(e.target.value)} /> </div> <div> <label htmlFor="message">Message:</label> <textarea id="message" value={message} onChange={(e) => setMessage(e.target.value)} /> </div> <button type="submit">Send Message</button> </form> ); }; export default ContactForm;

This code includes:

  • State Management: Uses
    text
    useState
    hooks to manage form input values.
  • Form Submission Handling: Includes a
    text
    handleSubmit
    function to handle form submission.
  • Basic Validation: While this example doesn't include validation, Replay can infer basic validation rules from the video.
  • Clear Structure: The code is well-structured and easy to understand.

📝 Note: This is a simplified example. Replay can generate more complex code, including custom components, animations, and API integrations.

Integrating with Supabase#

Replay also offers seamless integration with Supabase, allowing you to easily connect your UI to a backend database. This integration simplifies the process of storing and retrieving data.

To integrate with Supabase, you'll need to:

  1. Create a Supabase project: If you don't already have one, create a new Supabase project.
  2. Configure the Supabase integration in Replay: Provide your Supabase API URL and API key to Replay.
  3. Generate code with Supabase integration: When generating code, select the Supabase integration option.

Replay will automatically generate code that uses the Supabase client to interact with your database.

Style Injection#

Replay allows you to inject custom styles into the generated code, ensuring that the UI matches your brand and design system. You can provide CSS or Tailwind CSS code snippets, and Replay will apply them to the generated components. This feature saves you time and effort by eliminating the need to manually style the components after they are generated.

Advanced Use Cases#

Beyond simple forms, Replay can be used for a wide range of advanced use cases:

  • E-commerce Product Pages: Reconstruct product pages with dynamic pricing, image galleries, and add-to-cart functionality.
  • Dashboard Interfaces: Generate dashboards with charts, tables, and interactive controls.
  • Mobile App Prototypes: Create functional prototypes of mobile apps from screen recordings.
  • User Onboarding Flows: Reconstruct user onboarding flows with step-by-step instructions and interactive tutorials.

The Future of UI Development#

Replay represents a significant step forward in UI development. By leveraging advanced AI video analysis, Replay empowers developers to build UIs faster, more accurately, and with less manual effort. As AI technology continues to evolve, Replay will become an even more powerful tool for streamlining the UI development process. Replay is the future of UI development, bridging the gap between design and code.

⚠️ Warning: While Replay can significantly accelerate the development process, it's important to review and test the generated code thoroughly to ensure it meets your specific requirements.

Frequently Asked Questions#

Is Replay free to use?#

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

How is Replay different from v0.dev?#

While both Replay and v0.dev aim to generate code, they differ significantly in their approach. v0.dev uses text prompts to generate code snippets, while Replay analyzes video recordings of user interactions to reconstruct the UI. Replay's behavior-driven approach allows it to generate more accurate and functional code, as it understands the user's intent and the dynamic behavior of the UI.

What frameworks does Replay support?#

Currently, Replay primarily supports React and Vue. Support for other frameworks is planned for future releases.

Can I customize the generated code?#

Yes, the generated code is fully customizable. You can modify the code to add new features, change the styling, or integrate with other libraries and frameworks.

How accurate is the generated code?#

Replay strives to generate highly accurate code, but the accuracy can vary depending on the quality of the video recording and the complexity of the UI. It's always recommended to review and test the generated code thoroughly.


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