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learn-pr/wwl-data-ai/develop-generative-ai-audio-apps/includes/3-develop-audio-chat-app.md

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To develop a client app that engages in audio-based chats with a multimodal model, you can use the same basic techniques used for text-based chats. You require a connection to the endpoint where the model is deployed, and you use that endpoint to submit prompts that consists of messages to the model and process the responses.
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The key difference is that prompts for a audio-based chat include multi-part user messages that contain both a *text* content item and an *audio* content item.
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The key difference is that prompts for an audio-based chat include multi-part user messages that contain both a *text* content item and an *audio* content item.
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![Diagram of a multi-part prompt being submitted to a model.](../media/multi-part-prompt.png)
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