Bubble Docs
  • Introduction
  • New? Start Here
  • What is Bubble?
  • The Glossary
  • User manual
    • Getting started
      • What is Bubble?
      • Building for...
        • Web
        • Native iOS and Android
          • Mobile app quick start guide
          • What is a native mobile app?
          • Native mobile vs. web development
          • Differences in native and web elements
          • Native mobile app terminology
      • Building your first app
        • Planning features
        • Database structure
        • Design and UX
        • eCommerce and payments
          • Shopping cart
          • Checkout page
          • One-time payments
          • Subscriptions
          • Marketplace
      • Creating and managing apps
      • The Bubble editor
        • Tabs and sections
          • Design tab
            • The element tree
            • The property editor
          • Workflow tab
          • Data tab
          • Styles tab
          • Plugins tab
          • Settings tab
            • Application settings
              • Custom headers/body
              • Visual settings
              • Social media sharing
              • Translating your app
              • Email settings
              • Collaboration
            • Custom domain and DNS
          • Logs tab
        • Tools
          • Key features
          • The search tool
          • The Issue Checker
          • The element tree
          • The element property editor
          • The debugger
          • Notes
        • Previewing your app
      • Transitioning to Bubble from...
        • JavaScript
        • HTML and CSS
        • SQL
    • Design
      • Elements
        • Web app
          • The page
          • Containers
            • Groups
            • Repeating groups
            • Table elements
            • Popups
            • Floating groups
            • Group focus
          • Visual elements
          • Input forms
            • Text and numbers
            • Dates and time
            • File uploads
            • Selection controls
        • iOS and Android app
          • The view
          • Containers
          • Visual elements
          • Input forms
          • Mobile reusable elements
        • The element hierarchy
          • The element tree
        • Reusable Elements
      • Styling
        • Color variables
        • Font variables
        • Styles
        • Custom Fonts
      • Responsive design
        • Building responsive pages
        • Legacy articles
          • The Basics (Legacy)
          • Building Responsive Pages (Legacy)
          • Migrating Legacy Pages
          • Tips When Designing (Legacy)
      • Templates
      • The Component Library
      • Importing from Figma
    • Data
      • The database
        • Data types and fields
        • Creating, saving and deleting data
        • Finding data
        • Displaying data
        • Protecting data with privacy rules
        • The database editor
        • Export/import data
          • Exporting data
          • Importing data (CSV)
        • Working with location data
        • Using Algolia
        • Database structure by app type
          • Marketplace Apps
          • Directory & Listings Apps
          • Social Network Apps
          • SaaS Apps
          • Project Management Apps
          • CRM Apps
          • Professional Services Apps
          • On-demand Apps
          • Documentation/ CMS Apps
          • Applicant Tracking System (ATS) Apps
          • Portfolio Apps
          • Gallery Apps
          • Online Store / Ecommerce Apps
          • Blog Apps
          • Messaging App
          • Dashboards
          • Building Block Apps
          • Bubble as a backend
      • Files
      • Images
      • Static data
        • App texts (translations)
        • Option sets
      • Temporary data
        • Custom states
        • URL parameters
      • User accounts
        • Authentication plugins
          • Facebook plugin
          • Fitbit plugin
          • Google plugin
          • Instagram plugin
          • LinkedIn plugin
          • Pinterest plugin
          • Slack plugin
          • Wistia plugin
          • YouTube plugin
        • Cookies set by Bubble
      • Time, dates and time zones
    • Logic
      • The frontend and backend
      • Workflows
        • Events
          • Frontend events
            • Recurring workflows
            • Custom events
          • Backend events
            • Database trigger events
        • Actions
        • API Workflows
      • Dynamic expressions
      • Conditions
      • Navigation
        • Single-page applications (SPA)
        • Multi-page applications
        • Page slugs
      • Device resources
        • Location services
        • Camera/photo library
    • Workload
      • Understanding workload
        • Activity types
        • The workload calculation
        • Client-side and server-side processing
      • Tracking workload
        • Measuring
          • Using App Metrics
        • Monitoring
          • Workload notifications
          • Infinite recursion protection
      • Optimizing workload
        • Optimization framework
        • Optimization checklist
          • Page load
          • Searches
          • Workflows and actions
          • Backend workflows
        • Agency showcases
          • Minimum Studio
          • Neam
          • Support Dept
    • Security
      • Bubble's security features
      • Planning app security
      • Client-side and server-side
      • Bubble account security
      • App security
      • Page security
      • Database security
      • API security
        • API Connector security
        • Data API security
        • Workflow API security
      • Flusk
        • Overview
        • Flusk plan features
        • Getting started with Flusk
        • Flusk security tools
          • The Issues Explorer
          • Issue details
          • Tools and settings
            • Pages rating
            • Database rating
        • Flusk FAQ
      • Cookies
      • Security checklist
    • Previewing your app
      • Previewing a web app
      • Previewing a mobile app
    • Publishing your app
      • Web app
      • Native mobile app
        • Global native mobile settings
        • iOS App Store
        • Google Play Store
        • Publishing FAQ
    • AI
      • Generate apps with AI
        • About AI app generation
      • AI page designer
      • Connect to AI agents
    • Maintenance
      • Collaborators
      • Version control
        • Best practices: Version control
        • Transitioning from the legacy version control
        • Terminology: Version control
        • Version Control (legacy)
      • Commenting
      • Database maintenance
        • Copying the database
        • Restoring database backups
        • Bulk operations
          • Bulk operation methods compared
        • Wiping change history
      • Performance
        • Hard limits
        • Capacity Usage (legacy)
        • Notes on queries
      • SEO
        • Introduction to SEO
        • SEO: App
        • SEO: Page
      • Testing and debugging
        • Introduction to testing and debugging
        • The debugger
        • The server logs
        • Supported browsers
      • API workflow scheduler
    • Integrations
      • API
        • Introduction to APIs
          • What is a RESTful API?
        • The Bubble API
          • Bubble API terminology
          • Authentication
            • How to authenticate
            • No authentication
            • As a User
            • As an admin
          • The Data API
            • Data API Privacy Rules
            • Data API endpoints
            • Data API requests
          • The Workflow API
            • Workflow API privacy rules
            • Workflow API endpoints
            • API workflows
              • Creating API workflows
              • Scheduling API workflows
              • Recursive API workflows
              • API Workflow Scheduler
              • Case: Stripe notifications
        • The API Connector
          • Authentication
          • API Connector security
          • API guides
            • OpenAI
              • Authentication
              • Calls
                • ChatGPT
                  • Chat
            • Google Translate
              • How to setup Google API keys
          • Streaming API
        • API security
        • Plugins that connect to APIs
        • API Glossary
      • Plugins
        • What Plugins Can Do
        • Installing and using Plugins
        • Authentication plugins
        • Special Plugins
      • SQL Database Connector
      • Bubble App Connector
      • WorkOS
        • WorkOS SSO
        • WorkOS API
    • Infrastructure
      • Sub-apps
      • Bubble release tiers
      • Hosting and scaling
        • How Bubble hosting works
        • Scaling with Bubble
        • CDN (Cloudflare)
        • Bubble app names
        • Domain and DNS
      • Compliance
        • GDPR
        • SOC 2 Type II
        • HIPAA
        • Other frameworks and standards
    • Bubble for Enterprise
      • Hosting and infrastructure
        • Dedicated instance
          • The Dedicated editor experience
          • Technical specs
          • Main cluster dependencies
          • Customizable options
          • Migration process
            • Pre-migration
            • During migration
            • Post-migration
      • Security and compliance
        • Single sign-on (SSO)
        • GDPR
        • SOC 2 Type II
        • HIPAA
        • Other frameworks
        • Bubble's security features
      • Admin and collaboration
      • Priority support
      • Billing and Payment Guideline for Dedicated Instances
  • Core Reference
    • Using the core reference
    • Bubble's Interface
      • Design tab
      • Design tab (Legacy)
      • Workflow tab
      • Data tab
      • Styles tab
      • Styles tab (Legacy)
      • Plugins tab
      • Settings tab
      • Logs tab
      • Template tab
      • Toolbar
      • Top and context menu options
      • Deployment and version control
        • Deployment & Version Control Dropdown (legacy)
      • Notes
    • Elements
      • Native mobile elements
        • View element
        • List component
      • General properties
      • General properties (Legacy)
      • Styling properties
      • Styling Properties (Legacy)
      • Responsive Properties
      • Responsive Properties (Legacy)
      • Conditional formatting
      • States
      • Page Element
        • Page Element (Legacy)
      • Visual Elements
      • Containers
      • Container Layout Types
      • Containers (Legacy)
      • Input Forms
      • Reusable Elements
      • Element Templates (legacy)
    • Workflows
    • Events
      • General events
      • Element events
      • Custom events
      • Recurring event
      • Database trigger event
    • Actions
      • Account
      • Navigation
      • Data (things)
      • Email
      • Element
      • Custom
    • On-device resources
    • Data
      • Data Sources
      • Operators and comparisons
      • Search
      • Privacy
    • Styles
    • API
      • The Bubble API
        • The Data API
          • Authentication
          • Data API endpoints
          • Data API requests
        • The Workflow API
      • The API Connector
        • Authentication
        • Adding calls
    • Bubble-made Plugins
      • AddtoAny Share Buttons
      • Airtable
      • API Connector
      • Blockspring
      • Box
      • Braintree
      • Bubble App Connector
      • Chart.js
      • Circle Music Player
      • Draggable Elements
      • Dropzone
      • Facebook
      • Fitbit
      • Full Calendar
      • Google
      • Google Analytics
      • Google Optimize
      • Google Places
      • Ionic Elements
      • iTunes
      • Slidebar Menu
      • LinkedIn
      • Localize Translation
      • Mixpanel
      • Mouse & Keyboard Interactions
      • Multiselect Dropdown
      • Progress Bar
      • Rich Text Editor
      • Rich Text Editor (Legacy)
      • Screenshotlayer
      • SelectPDF
      • Slack
      • Segment
      • Slick Slideshow
      • SQL Database Connector
      • Star Rating
      • Stripe
      • Tinder-like Element
      • Twitter
      • YouTube
      • Zapier
    • Application Settings
      • App plan
      • General
      • Domain / email
      • Languages
      • SEO / metatags
      • API
      • Collaboration
      • Sub-apps
      • Versions
  • Account & Marketplace
    • Account and billing
      • Pricing and plans
        • Plans and billing
        • Billing cycle
        • FAQ: Pricing and Workload
      • Account Management
      • Building Apps for Others
      • Selling on the Marketplace
      • Plans & Billing (legacy)
    • Official Bubble Certification
      • Hiring certified developers
    • Building Plugins
      • The Plugin Editor
      • General Settings
      • Updating to Plugin API v4
      • Adding API Connections
      • Building Elements
      • Building Actions
      • Loading Data
      • Publishing and versioning
      • Github Integration
    • Building Templates
    • Application and data ownership
    • Marketplace policies
    • Bug reports
  • Vulnerability Disclosure Policy
  • Beta features
    • About the Beta features section
    • Native mobile apps
Powered by GitBook
On this page
  • Definitions and concepts
  • What is a prompt?
  • Prompt guide
  • Content
  • Dos and don’ts
  • Limitations
  • Example prompts
  • Example 1
  • Example 2
  • Example 3
  • FAQ
  • What is a user story?
  • What is sample data?

Was this helpful?

  1. User manual
  2. AI

Generate apps with AI

Last updated 10 days ago

Was this helpful?

Bubble AI is currently in public beta. You can access it now at . The articles are subject to change as the product evolves. If you are prompted to join the waitlist, please enter in the email address associated with your Bubble account.

Definitions and concepts

AI app creator terminology table

The AI builder introduces some new terms and concepts. The table below offers a brief explanation of each, along with links to sections where you can learn more.

Term/Concept
Description

App Generation

The final step where Bubble AI builds your app’s frontend, backend, database, and sample data based on the selected prompt and feature list.

Blueprint

The draft version of your app, including proposed features and user stories, shown before full app generation for review and revision.

Feature List

A breakdown of specific app features generated by Bubble AI based on your prompt and user stories. Used to build your app’s functionality.

Overloaded Prompt

A prompt that contains too much detail, which may make it harder for the AI to produce a clear and accurate blueprint. Simpler prompts often yield better results.

Prompt

Revision Stage

A step between the prompt and app generation where you can edit user stories, tweak features, or adjust styling before building the app.

Sample Data

User Story

Before we dive into how to use Bubble's AI app generator, we’ll cover some definitions and concepts that will be helpful to get the most out of the app generation.

What is a prompt?

In short, a prompt is the input you provide to guide the AI in building your app. Prompts are delivered textually in a conversational format, like how you'd talk to a real-life team member.

Your initial prompt should describe what you want your app to do, how it should look, and the features it should include.

We’ll get back to how to write efficient prompts later in this article.

Prompt guide

Don’t submit prompts that violate our . Prompts that are malicious, contain injections, or are too vague will be automatically rejected.

Now comes the exciting part: crafting the prompt that Bubble AI will use to bring your app idea to life.

Content

We recommend keeping your prompt short, ideally around 1–2 sentences, with a maximum limit of 500 characters. Focus on including the essential details of your app idea without overloading the description. Remember, simplicity helps Bubble AI create a more accurate and effective blueprint for your app.

Describe at a high level:

  • App type

  • Target user

  • Your app goals

  • What users should be able to do

  • Desired look and feel

Keep in mind that you'll be able to make revisions once the first blueprint is generated.

Dos and don’ts

  • Do include notes on color and styling, such as “blue and white” or “dark mode.”

  • Do include an , if you have one in mind.

  • Don’t include detailed notes on page layout. While Bubble AI may support more detailed instructions in the future, the beta version will likely not follow your exact layout requirements.

  • Don’t ask for API calls or plugins. Bubble AI currently doesn’t support third-party integrations (but you can add them through Bubble’s usual tools after the app is built).

You can read more about how to add third-party integrations in the article series below:

Limitations

We do not currently handle plugins, APIs, payment gateways, or certain elements like file uploaders.

However, you can add all of these elements easily once you land in the editor. Here are some resources to help you out when you get there.

Example prompts

Example 1

A marketplace for artisans to sell handcrafted goods to consumers in New York.

Example 2

A financial management portal for users to manage their personal income and expenses. Users should be able to add accounts and see all accounts on a dashboard. The page should be blue and minimalist. 

Example 3


A content platform for students to share course material and ask questions in a feed. It should be purple and use dark mode.

FAQ

What is a user story?

User stories are short, simple descriptions of a feature or functionality from the perspective of the end-user. They help define what users want to achieve with the app and guide the design and development process.

For example, some user stories could be:

  • As a user, I want to browse and purchase unique artisan goods from local NYC creators.

  • As a user, I want to list and sell my handmade items to potential buyers in NYC.

  • As a user, I want to search for specific types of artisan products or creators

  • As a user, I want to view the details of a product before purchasing.

  • As a user, I want to add products to my wishlist.

  • As dn admin, I want to

User stories are useful because they help you clearly define the problem that you need to solve for your user, and encourage you to see it from their point of view.

Bubble's AI app generator relies on user stories to provide you with a clear overview of the challenges your app will address, ensuring your prompt is properly interpreted and accurately translated into features.

What is sample data?

Sample data refers to placeholder information that mimics real data and is used during the app-building process. Bubble AI generates sample data to help you visualize how your app will look and function once it’s populated with actual user information. For example, if your app includes a list of users or a gallery of products, Bubble AI might fill those areas with sample names or descriptions.

This temporary data is particularly useful for making sure your app works: testing and refining the design, workflows, and overall user experience before launching your app. Once you’re satisfied with the app’s structure, you can replace the sample data with live information or accept real data coming from your users. By including realistic sample data, Bubble ensures you can clearly see how your app will behave in a real-world scenario.

Bubble takes three steps to create your app:

  1. The initial prompt: First, you tell Bubble AI what you want to build. This is a written description of the app you envision creating.

  2. Blueprint and revision: Bubble AI will then show you a blueprint of your app based on your prompt.

    • Prompt bar: You’ll see a prompt bar on the left allowing you to add and remove features

    • User stories and features: On the right, you’ll see a set of user stories, which are the key things a user should be able to do on your app. Below that, you’ll see a feature list — which collectively allows the user to accomplish all the things they may want to do in your app.

  3. App generation: When you feel that the user stories and listed features are aligned with your vision, you instruct Bubble AI to start building your app. Within a few minutes, you will see your idea come to life, complete with the listed features, a front-end, a back-end, logic linking the two and a complete database structure with sample data.

The finished product is identical to a user-created Bubble app, allowing you the usual complete freedom to modify its design, database, and workflows as you see fit.

A short written description of your app idea, including what it does, who it’s for, and how it should look. Used as the main input for AI app generation. .

Placeholder content (like fake names or products) generated by Bubble AI to help visualize your app before real user data is added.

A brief statement from the end-user’s perspective, describing what they want to do in your app (e.g., “As a user, I want to view the details of a product before purchasing”).

Article series:

Article:

Article series:

Reference:

bubble.io/ai-features
Acceptable Use Policy
Integrations
Plugins
Introduction to APIs
The Stripe plugin
Read more
Read more.
Read more.