Building an AI-powered form builder

Mar 26, 2024

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I wanted to share some cool technical details about a form builder project I've been working on. What makes it special? It combines the power of AI with a modern React stack to create a super intuitive form building experience.

Form builder demo showing label and placeholder changes

Tech Stack

The project is built with:

  • Next.js
  • Zustand for state management
  • Tailwind CSS for styling
  • OpenAI's GPT-4 for AI form generation
  • JSON Schema for form structure

AI Magic

The coolest part is how I integrate AI into the form building process. Using GPT-4, users can describe their form in plain English, and the system generates a complete form structure. Here's how it works:

  • The AI form generator takes a natural language prompt and converts it into a structured JSON Schema
  • It not only generates the basic form fields but also handles:
    • Field validation rules
    • UI layout and ordering
    • Custom button text
    • Theme customization
    • Field descriptions and placeholders
Form builder demo showing drag and drop reordering of form elements

Architecture Deep Dive

The form builder is structured around three main components:

Schema Management

  • Uses JSON Schema for form structure definition
  • Maintains separate UI schema for presentation logic
  • Handles dynamic field ordering and validation rules

Form Renderer

  • Real-time preview of the form being built
  • Custom field templates for different input types
  • Responsive layout with theme customization

AI Integration

  • Smart prompt processing with GPT-4
  • Generates both schema and UI configuration
  • Handles complex form patterns and validations

Smart Features

The system includes some pretty neat features:

  • Theme Customization: Handles everything from colors to button styles
  • Live Preview: Real-time form rendering as you build
  • Export Options: Can export to StackBlitz for immediate use
  • Drag-and-Drop: Intuitive field reordering
  • Smart Defaults: AI generates sensible defaults based on field types

The Schema Magic

One of the coolest technical aspects is how I handle form schemas. Instead of just generating basic HTML forms, I create a complete JSON Schema that includes:

{
  "schema": {
    "type": "object",
    "properties": {
      // Dynamic form fields
    },
    "required": []
  },
  "uiSchema": {
    "ui:order": []
    // Field-specific UI configurations
  },
  "theme": {
    // Custom styling options
  }
}

Export and Share

We can instantly deploy your form to StackBlitz or export it as a standalone component. The exported forms are self-contained and don't require the form builder dependencies.

Form builder demo showing AI generating a complete form from a natural language prompt