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January 14, 20267 min readFinancial Modeling Dashboard

Financial Modeling Dashboard UI with AI

R
Replay Team
Developer Advocates

TL;DR: Replay leverages behavior-driven reconstruction to generate a fully functional financial modeling dashboard UI from a simple screen recording, complete with Supabase integration and styling.

From Video to Viable: Building a Financial Modeling Dashboard UI with AI#

The leap from idea to interactive prototype often involves tedious manual coding. What if you could bypass that initial hurdle entirely? Imagine showing a screen recording of your envisioned financial modeling dashboard and having AI generate the working UI code for you. That's the power of Replay.

Replay doesn't just capture pixels; it captures intent. It understands user behavior in the video, translating actions into functional components and a coherent application flow. This behavior-driven reconstruction is a game-changer for rapid prototyping and accelerating development cycles.

Understanding Behavior-Driven Reconstruction#

Traditional screenshot-to-code tools focus on visual elements. Replay, however, goes deeper. It analyzes the sequence of actions within a video to infer the underlying logic. For example, if the video shows a user entering data into a form and then clicking a "Calculate" button, Replay will recognize the need for form input fields, a button, and the associated calculation logic.

This is crucial for building complex UIs like financial modeling dashboards, where interactivity and data manipulation are paramount.

Key Features for Financial Dashboard Development#

Replay provides a suite of features tailored for building sophisticated UIs:

  • Multi-page Generation: Complex dashboards often span multiple pages. Replay can reconstruct entire application flows from a single video recording.
  • Supabase Integration: Seamlessly connect your dashboard to a Supabase backend for data storage and retrieval.
  • Style Injection: Apply custom styling or integrate with popular UI libraries like Tailwind CSS.
  • Product Flow Maps: Visualize the user flow within your application to ensure a smooth and intuitive experience.

Replay vs. Traditional Methods#

FeatureScreenshot-to-CodeManual CodingReplay
Input SourceScreenshotsCodeVideo
Behavior Analysis
Code CompletenessPartialHigh (Behavior-Driven)
Prototyping SpeedFasterSlowerFastest
Database IntegrationManualManualAutomated (Supabase)
Style CustomizationLimitedFullFlexible (Style Injection)

Building a Basic Financial Modeling Dashboard: A Step-by-Step Guide#

Let's walk through the process of creating a simplified financial modeling dashboard UI using Replay. Imagine you have a video recording demonstrating the desired functionality: a user inputs revenue, expenses, and growth rate, and the dashboard displays a projected profit and loss statement.

Step 1: Recording Your Demo Video#

The quality of your video impacts Replay's accuracy. Here are some tips:

  • Clear and Concise: Focus on the essential interactions.
  • Natural Pace: Avoid rushing or pausing excessively.
  • High Resolution: Ensure the video is clear and easy to read.
  • Narration (Optional): Explaining your actions can provide additional context for Replay.

Step 2: Uploading and Processing with Replay#

Upload your video to Replay. The engine will analyze the video, identify UI elements, and infer the underlying logic. This process typically takes a few minutes.

Step 3: Reviewing and Refining the Generated Code#

Once Replay has processed the video, you'll receive the generated code. This code might include:

  • React components for input fields, buttons, and data display.
  • JavaScript functions for calculations and data manipulation.
  • Supabase integration code for data persistence.

Here's a simplified example of a generated React component for inputting revenue:

typescript
// Generated by Replay import React, { useState } from 'react'; const RevenueInput = () => { const [revenue, setRevenue] = useState(0); const handleChange = (event: React.ChangeEvent<HTMLInputElement>) => { setRevenue(parseFloat(event.target.value) || 0); }; return ( <div> <label htmlFor="revenue">Revenue:</label> <input type="number" id="revenue" value={revenue} onChange={handleChange} /> </div> ); }; export default RevenueInput;

📝 Note: The generated code may require some manual adjustments to fine-tune the functionality and styling. Replay provides a solid foundation, but developer input is often needed for a polished final product.

Step 4: Integrating with Supabase#

Replay can automatically generate the necessary code to connect your dashboard to a Supabase database. This includes:

  • Database schema definitions.
  • API endpoints for data retrieval and storage.
  • Authentication logic.

💡 Pro Tip: Ensure your Supabase project is properly configured before integrating with Replay. This includes setting up the necessary tables and authentication rules.

Step 5: Customizing the Styling#

Replay allows you to inject custom styles into your dashboard. You can use CSS, Tailwind CSS, or any other styling library. This allows you to tailor the look and feel of your dashboard to match your brand and design preferences.

For example, you might add Tailwind CSS classes to the

text
RevenueInput
component:

typescript
// Modified with Tailwind CSS import React, { useState } from 'react'; const RevenueInput = () => { const [revenue, setRevenue] = useState(0); const handleChange = (event: React.ChangeEvent<HTMLInputElement>) => { setRevenue(parseFloat(event.target.value) || 0); }; return ( <div className="mb-4"> <label htmlFor="revenue" className="block text-gray-700 text-sm font-bold mb-2">Revenue:</label> <input type="number" id="revenue" value={revenue} onChange={handleChange} className="shadow appearance-none border rounded w-full py-2 px-3 text-gray-700 leading-tight focus:outline-none focus:shadow-outline" /> </div> ); }; export default RevenueInput;

Step 6: Creating the Calculation Logic#

Replay can infer some basic calculation logic from the video, but you may need to implement more complex formulas manually. Here's an example of a function that calculates projected profit:

typescript
// Example calculation logic const calculateProfit = (revenue: number, expenses: number, growthRate: number, years: number): number[] => { const profits: number[] = []; let currentRevenue = revenue; let currentExpenses = expenses; for (let i = 0; i < years; i++) { currentRevenue *= (1 + growthRate); profits.push(currentRevenue - currentExpenses); } return profits; };

This function takes revenue, expenses, growth rate, and the number of years as input and returns an array of projected profits for each year.

Benefits of Using Replay for Financial Dashboard Development#

  • Rapid Prototyping: Quickly create a working prototype from a simple video recording.
  • Reduced Development Time: Automate the tedious task of writing boilerplate code.
  • Improved Collaboration: Easily share your vision with stakeholders using a functional UI.
  • Enhanced Accuracy: Behavior-driven reconstruction ensures the UI reflects the intended user experience.

Common Challenges and Solutions#

  • Video Quality: Poor video quality can impact Replay's accuracy. Ensure your videos are clear and well-lit.
  • Complex Logic: Replay may not be able to infer extremely complex business logic. You may need to implement this manually.
  • UI Customization: While Replay provides style injection, achieving pixel-perfect design may require additional effort.

⚠️ Warning: Replay generates code based on the provided video. It's crucial to thoroughly review and test the generated code to ensure it meets your requirements and is free of errors. Don't blindly trust the AI!

Frequently Asked Questions#

Is Replay free to use?#

Replay offers a free tier with limited features. Paid plans are available for more advanced functionality and higher usage limits. Check the Replay website for the most up-to-date pricing information.

How is Replay different from v0.dev?#

While both Replay and v0.dev aim to accelerate UI development, they differ significantly in their approach. v0.dev primarily relies on text prompts and AI to generate code snippets. Replay, on the other hand, uses video analysis and behavior-driven reconstruction to create fully functional UIs. Replay understands the user journey while v0.dev generates components in isolation.

What types of videos work best with Replay?#

Videos that clearly demonstrate the desired user interactions and application flow tend to yield the best results. Avoid videos with excessive pauses, irrelevant content, or poor image quality.


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