Build Tools Faster with AI App Generation in Retool

Duy Vu
August 20, 2025
20 mins read
Build Tools Faster with AI App Generation in Retool

Instruction

Build Faster with AI App Generation in Retool (Beta)

Retool just rolled out AI App Generation — a powerful feature that speeds up how teams build internal tools. Instead of starting from a blank canvas, you can now describe what you want in plain English, and Retool will generate a working app structure for you. While this feature is still in beta, it’s already showing how much time teams can save when building dashboards, forms, and workflows.

Why This Matters

Traditionally, creating apps in Retool required starting with a layout, dropping in components, connecting resources, and wiring everything up. With AI, a big part of this process is automated. The goal isn’t to replace developers but to reduce the heavy lifting, especially in the early stages of app building. That means less time structuring UI and more time refining logic and design.

Retool "New App" screen with the AI generation option visible

Step 1: Starting an AI-Generated App

When you create a new app in Retool, you’ll see an option to “Generate with AI”. Selecting this opens a prompt box where you can describe what you want. For example:

“Build a sales dashboard with filters for region and product, a revenue chart, and a table of recent deals.”

Within a few seconds, Retool generates an app scaffold with the requested components already laid out.

The AI prompt modal with a sample text input

Step 2: Reviewing the Generated Layout

Once the app is generated, you’ll see a draft layout with tables, charts, and filters pre-arranged on the canvas. The UI won’t be production-ready, but it gives you a strong head start.

You can then:

  • Rearrange components using the drag-and-drop editor.
  • Add new components (buttons, inputs, modals).
  • Adjust styling to match your brand or internal theme.
The generated app with a table, chart, and filter sidebar

Step 3: Connecting to Your Data

AI can create components, but it can’t automatically know your data sources. This step is where you connect APIs, databases, or Google Sheets. Retool’s resource manager makes this easy:

  1. Go to Resources in the left panel.
  2. Select your data source (Postgres, MySQL, REST API, etc).
  3. Bind the generated components (tables, charts) to your queries.
The “Resource” connection panel in Retool

Step 4: Fine-Tuning Queries and Logic

The real power of Retool apps comes from queries. After connecting your resources, you’ll need to edit the generated queries or write new ones. For example, you might:

  • Adjust SQL queries for specific joins.
  • Add filters based on user inputs.
  • Write JavaScript transformers for calculated values.

The AI scaffold helps reduce setup time, but your team still controls the business logic.

Query editor with SQL preview and data binding to a table

Step 5: Polishing the UI

Even though AI handles the first draft, every business has its own style. You’ll likely want to:

  • Adjust layout spacing and alignment.
  • Apply your Retoolers custom themes for a consistent look.
  • Add conditional formatting for better UX.
Side-by-side — the AI draft vs. polished UI

Limitations to Keep in Mind

Since AI in Retool is still in beta, it’s not perfect. You might see:

  • Incorrect component placements.
  • Queries that don’t match your schema.
  • Layouts that need heavy adjustments.

Think of it as a time saver, not a full automation tool. It’s best used for jumpstarting projects rather than building complete apps.

Final Thoughts

Retool’s AI App Generation is an exciting step toward faster internal tool development. It won’t replace your developers or analysts, but it cuts down hours of setup into minutes. By combining AI scaffolding with Retool’s drag-and-drop UI, you can move from idea to working prototype much faster.

At Retoolers, we’ve already started experimenting with this feature to see how it fits into real-world workflows. If you want to test it for your business, remember that it’s still in beta — but now is the best time to start exploring.

Want us to build your first AI-powered Retool app? Book a call

Duy Vu
Internal Tool Designer

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