/bubble-integrations

Bubble.io and OpenAI GPT integration: Step-by-Step Guide 2024

Explore our step-by-step guide on how to effortlessly integrate Bubble.io with OpenAI GPT for improved app development and AI enhancements.

What is OpenAI GPT?

OpenAI GPT, or Generative Pretrained Transformer, is an artificial intelligence tool developed by OpenAI. It is an unsupervised learning model that uses machine learning to generate human-like text. It follows the transformer model architecture, where it uses insights from one part of the text to help it understand other parts. The GPT model understands and predicts context by studying vast amounts of internet text and learning to predict the next word in a sentence.

Matt Graham, CEO of Rapid Developers

Book a call with an Expert

Starting a new venture? Need to upgrade your web or mobile app? RapidDev builds Bubble apps with your growth in mind.

Book a free No-Code consultation

How to integrate Bubble.io with OpenAI GPT?

In this guide, we are going to learn how to integrate OpenAI's GPT with Bubble.io. This procedure will involve fetching API from the OpenAI and setting it into Bubble's API Connector

Step 1: Register and Get API Key from OpenAI

Before you begin integrating Bubble.io with OpenAI, you'll first need to have an API key from OpenAI. Follow these steps:

  • Navigate to the OpenAI website and login or create a new account if you don't have one already.
  • Once you successfully log in to your OpenAI account, Go to the API section where you can generate your unique API Key.
  • Copy this key somewhere safe, you'll need it for Bubble.io

If you are unable to find where to get your key from, you can consult the documentation or the community forums.

Step 2: Setup the Bubble.io Environment

After acquiring your API Key, the next step is to set up your Bubble.io environment. Follow through:

  • Create a new application on the Bubble.io platform or use an existing application.
  • On your application dashboard, navigate to the Plugins tab.
  • In the Plugins tab, search for API Connector and then add it to your application.

Step 3: Set Up API Connector in Bubble.io

After properly setting up the plugin, the next step is to set up the actual integration.

  • In the API Connector, click on Add another API.
  • A new API will be set up, you then need to specify the configurations of your API.
  • Name your API. This can be anything as it is only for identification purposes.
  • The Authentication scheme should be set as Bearer Token.
  • In the shared headers section, add a key Authorization and it's corresponding value should be Bearer YOUR_OPENAI_API_KEY.
  • Choose GET for method, because OpenAI GPT-3 uses GET requests.
  • API Base URL should be https://api.openai.com/v1/.

Don’t forget to replace YOUR_OPENAI_API_KEY with the API Key you obtained from your OpenAI portal.

Step 4: Define API Calls

After setting up the API, the next step is setting up the API calls:

  • Still on the API Connector, click on Add another call.

  • Enter a descriptive name for the call.

  • The data type returned by this call is 'JSON'.

  • The use as action prompt should be unchecked because we are getting data, not performing an action.

  • URL should be engines/davinci-codex/completions. The URL path should be after your base URL so the full address will become https://api.openai.com/v1/engines/davinci-codex/completions.

  • OpenAI uses a POST request to generate text completions so set verb dropdown to POST.

  • This API call requires a JSON body. An example of a valid JSON Body is like this:

```
{
"prompt": "Translate these English sentences to French:",
"max_tokens": 60
}
```

  • For the headers, use Content-Type for Key and application/json for Value.
  • Lastly, you must check the 'Private' checkbox. This will ensure that your API Key will not be sent on client-side requests for security purposes.

After properly setting up the configurations, click on the Initialize Call button to set up the request.

Step 5: Using the API in Your Application

After successfully setting up your API, you can then proceed to use them in your application. You can use the data from your API as the data source in your application to display the results obtained from OpenAI GPT.

Step 6: Test Your Application

This is the final step where you run your application to test if everything is properly set up.

And there you have it! You've integrated Bubble.io with OpenAI GPT.

Remember, the effectiveness of the integration depends on how well these instructions are followed and implemented. Always refer to the official documentation for both Bubble.io and OpenAI for the best practices and additional assistance.

Bubble.io and OpenAI GPT integration usecase

Scenario: An online recruitment start-up wants to provide an intelligent chat system on their platform using Bubble.io, where potential job seekers can ask questions about job roles, qualifications required, company culture, etc. They want to use an AI-driven chatbot to smoothly converse with the users and provide personalized responses to each individual question. For this, they turn to OpenAI GPT, a powerful language model capable of understanding and responding to natural language questions.

Solution: Integrating Bubble.io with OpenAI GPT

Chat Interface Creation:
The start-up uses Bubble.io to create an interactive chat interface and integrates it with their existing job search platform. They design it in such a way that it appears as soon as a user visits a job posting or the FAQ page.

Setting Up the Integration:
Post the completion of the UI design in Bubble.io, the start-up integrates the platform with GPT text generation API from OpenAI. They configure the OpenAI GPT model using API keys provided by OpenAI.

Chat Workflow:
As a visitor interacts with the chat system, their questions are forwarded to the OpenAI GPT model using the API configured in Bubble.io. OpenAI processes the input and generates an appropriate response which the Bubble.io platform receives and posts it as a response from the chat system.

User Engagement with OpenAI Chat:
The interactive and personalized responses entice users to engage more with the chat, thereby getting their queries answered. The AI-driven chat system makes them feel they are interacting with a human, creating an ‘always available’ support system.

Monitoring and Analytics:
The messages exchanged within the chat system get logged, allowing the start-up to monitor and evaluate the effectiveness of the AI chat system. They can utilize these insights to continually improve their service and the user experience.

Benefits:
Personalized Interaction: The AI-driven chat provides real-time, personalized responses, improving user engagement.
Efficiency: It automates the routine queries of job seekers, saving time for human resources to focus on complex tasks.
24/7 Support: The chat system is always available, providing uninterrupted user interaction.
Insights: The logged chats provide crucial insights into user behavior and their most frequent queries.
Improved User Experience: The timely resolution of queries improves overall user satisfaction and engagement.
By integrating Bubble.io with OpenAI GPT, the online recruiting start-up creates an efficient, intelligent chat system that improves users' interaction and enhances their experience on the platform.

Explore More Valuable No-Code Resources

No-Code Tools Reviews

Delve into comprehensive reviews of top no-code tools to find the perfect platform for your development needs. Explore expert insights, user feedback, and detailed comparisons to make informed decisions and accelerate your no-code project development.

Explore

WeWeb Tutorials

Discover our comprehensive WeWeb tutorial directory tailored for all skill levels. Unlock the potential of no-code development with our detailed guides, walkthroughs, and practical tips designed to elevate your WeWeb projects.

Explore

No-Code Tools Comparison

Discover the best no-code tools for your projects with our detailed comparisons and side-by-side reviews. Evaluate features, usability, and performance across leading platforms to choose the tool that fits your development needs and enhances your productivity.

Explore
Want to Enhance Your Business with Bubble?

Then all you have to do is schedule your free consultation. During our first discussion, we’ll sketch out a high-level plan, provide you with a timeline, and give you an estimate.

Book a free consultation

By clicking “Accept”, you agree to the storing of cookies on your device to enhance site navigation, analyze site usage, and assist in our marketing efforts. View our Privacy Policy for more information.

Cookie preferences