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Creating a Chatbot experience using Bubble & ChatGPT API

In this Bubble tutorial we demonstrate how to use the ChatGPT API to create an AI chatbot like experience in your Bubble app. We dive right the deep end of the Bubble API Connector, we have getting started videos for the OpenAI API on our channel already. This video shows one way to approach the challenge of formating the message history correctly in JSON so that your chatbot is aware of the message history and respond accordingly.

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Creating a Chatbot experience using Bubble & ChatGPT API
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With just this tutorial learn...

Master conversational AI: Build ChatGPT-powered chatbots that remember previous messages and maintain context throughout conversations
Conquer JSON formatting: Learn the critical API connector techniques needed to properly structure conversation history for OpenAI's requirements
Deploy in 30 minutes: Transform any Bubble app into an intelligent AI assistant that rivals expensive custom-coded solutions

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Learn how to build a ChatGPT Clone, Custom CRM for your business & SaaS Marketing website with Webflow & AI.

Unlock 500+ Bubble tutorial videos with AI powered Q&A.

Debug your Bubble app instantly with our custom trained No Code AI Assistant.

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Transform Your Bubble App with ChatGPT's Conversational AI Power

The release of ChatGPT's API has opened incredible possibilities for no-code builders using Bubble. Unlike simple question-and-answer systems, ChatGPT's true power lies in its ability to maintain conversational context - remembering what was discussed earlier and building upon previous exchanges.

The Challenge: Maintaining Chat History in Bubble

Creating a Bubble ChatGPT integration isn't just about connecting to an API. The real challenge lies in properly formatting and maintaining conversation history. ChatGPT requires the complete conversation history with each request, formatted in a specific JSON structure that includes roles (system, user, assistant) and content.

This means every API call must include all previous messages in the correct format, making JSON formatting in Bubble a critical skill for this implementation.

Building Your No-Code AI Assistant Architecture

Our no-code chatbot solution requires a thoughtful data structure approach. You'll need to create a custom data type for messages that stores both the plain text and the formatted JSON required by OpenAI's API. This dual-storage approach ensures your repeating group displays cleanly while maintaining the technical requirements for the OpenAI API Bubble connection.

The workflow involves capturing user input, formatting it with the correct role parameters, sending the complete conversation history to ChatGPT, and then storing the AI's response in the same structured format.

Advanced API Connector Techniques for Conversational AI

Making your Bubble API connector work seamlessly with ChatGPT requires understanding how to dynamically build JSON arrays from your message history. The key is using Bubble's search functionality to retrieve all previous messages, format each as a JSON object, and join them with proper comma separation.

Common pitfalls include incorrect JSON syntax, missing conversation context, and improper role assignments. Our member-exclusive tutorial walks through each potential error and how to avoid them.

Why This Matters for No-Code Founders

This conversational AI Bubble implementation represents a significant leap forward for no-code applications. Instead of building simple chatbots that forget previous interactions, you're creating sophisticated AI assistants that can maintain context, answer follow-up questions, and provide increasingly relevant responses.

The ability to integrate ChatGPT's conversational abilities into your Bubble app opens doors to customer service automation, intelligent onboarding flows, and personalized user experiences that rival traditional coded solutions.

Ready to Build Your Own AI-Powered Bubble App?

This tutorial demonstrates the power of combining Bubble's visual development environment with cutting-edge AI capabilities. While the basic concept is straightforward, the implementation details - from proper JSON formatting to error handling - require careful attention to ensure a smooth user experience.

Planet No Code members get access to the complete step-by-step implementation, including troubleshooting common issues, optimizing API calls, and extending the functionality with additional features like conversation grouping and user authentication.

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Frequently Asked Questions

Find answers to common questions about our courses, tutorials & content.

Do I need any coding experience?

No. Our Beginner Essentials course and AI No-Code Coach are designed for total newcomers. You’ll learn Bubble.io step by step - no coding required.

How does the AI No-Code Coach work?

Simply type your question in plain English, and our AI taps into the entire video library to recommend the exact lessons you need. It’s like having a personal instructor on demand.

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Your subscription includes:

  • Bubble Beginner Essentials – Get up and running fast.
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  • Develop a Custom CRM App in Bubble - Learn database relationships with a CRM.

Plus, new tutorials every week!

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If you’re serious about building a successful SaaS startup, check out Mastery—our intensive mentorship program. Mastery goes beyond Bubble.io development and includes:

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