# Develop a generative AI (GenAI) application

The [sample chatbot call flow](https://docs.qualcomm.com/doc/80-70030-15B/topic/use-genai-model-with-genie.html#genie-chatbot-call-flow) using the Qualcomm Generative AI Inference
Extensions (Genie) API demonstrates a simplified implementation. Real-world GenAI applications are significantly
more complex. Real-world GenAI application development focuses on building intelligent, interactive solutions that
leverage large language models (LLMs) and multimodal models to deliver natural, context-aware experiences.
Unlike traditional AI workflows, GenAI applications require careful orchestration of model inference,
prompt engineering, and integration with user interfaces and backend systems.

The following sample GenAI sample applications are available for Qualcomm platforms.
Some applications focus on a single use case, like text-to-text and text-to-image, while others focus on
integrating more than one use case in an end-to-end solution. The following table summarizes the available
GenAI sample applications.

| Title | Reference | Details |
| --- | --- | --- |
| LLM chat application | [ai-hub-apps/apps/android/ChatApp at main · quic/ai-hub-apps · GitHub](https://github.com/quic/ai-hub-apps/tree/main/apps/android/ChatApp) | Reference application provided for Android platforms. `genie-t2t-run` can directly be used on IoT platforms. |
| GenAI Studio | [sample-apps-for-qualcomm-linux/GenAI-Solutions/GenAI-Studio at main · quic/sample-apps-for-qualcomm-linux · GitHub](https://github.com/quic/sample-apps-for-qualcomm-linux/tree/main/GenAI-Solutions/GenAI-Studio) | GenAI Studio is a containerized solution to enable rapid prototyping and customization<br>by simplifying the creation and deployment of Generative AI applications on Qualcomm Linux<br>systems. GenAI Studio provides OpenAI-compatible APIs for the following core services:<br><br><ul class="simple"><br><li><p>Text generation</p></li><br><li><p>Text-to-Speech</p></li><br><li><p>Image generation</p></li><br><li><p>Image-to-text (VLM)</p></li><br><li><p>Speech-to-text</p></li><br></ul><br><br>All services are accessible through a web interface and OpenAI compatible API endpoints. |

Last Published: Jul 13, 2026

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