In this comprehensive guide, we will explore how to create an AI-powered 3D chatbot using ChatGPT and ElevenLabs. This project involves developing a full-stack application, which consists of both frontend and backend components. We will use technologies such as React for the frontend and Node.js/Express for the backend. Additionally, we will include details on setting up your 3D avatar and integrating realistic animations, facial expressions, and lip-syncing features.
The project will be composed of two main repositories: one for the frontend (using React) and one for the backend (using Node.js/Express). Let's begin by cloning the frontend repository, installing dependencies, and running it locally.
To set up the frontend:
yarn
and run the development server with yarn dev
.For our 3D avatar, we'll use Ready Player Me, which allows easy integration of avatars. Follow these steps:
Morph targets help animate facial expressions, which are integral for realism in your chatbot. To enable them:
In addition to the avatar, you will use Mixamo to create animations:
When creating facial expressions:
To create an intelligent chatbot, you must set up the backend to communicate with OpenAI for generating responses and ElevenLabs for synthesizing voice:
Within the backend code:
Once everything is connected, test your chatbot’s functionality:
Q: What technologies are used to build the 3D chatbot?
A: The 3D chatbot is built using React for the frontend and Node.js/Express for the backend, along with APIs from OpenAI and ElevenLabs.
Q: How do I create a 3D avatar?
A: You can create a 3D avatar using Ready Player Me, which provides an easy way to design and download avatars compatible with your application.
Q: What are morph targets used for?
A: Morph targets are used to animate facial expressions on the avatar, enabling realistic interaction with users.
Q: How does the chatbot generate audio responses?
A: The chatbot uses the ElevenLabs API to convert text responses from ChatGPT into speech audio.
Q: Can I customize facial expressions and animations?
A: Yes, you can customize facial expressions and include various animations by adjusting morph targets and integrating additional animations from Mixamo.
By following the steps outlined in this guide, you should be well on your way to developing an engaging and lifelike 3D chatbot that impresses users with its interactivity and realism. Happy coding!
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