Azure-Samples
on-the-road-copilot
Python

A minimal speech-to-structured output app built with Azure OpenAI Realtime API.

Last updated Jul 17, 2026
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CSS 2.5%
HTML 1.9%
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README


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on-the-road copilot ๐Ÿค–

A minimal speech-to-structured output app built with Azure OpenAI Realtime API.

Problem we are addressing

  • Documentation overhead: dealing with high volumes of documents and having at the same time not enough time in the day to maintain/fill them in;
  • Information loss: if it takes a document or a form too long to be filled - information will get lost!

Key features and technical details

screenshot

  • Backend: python
  • Frontend: minimal JS, CSS/HTML
The app has minimal dependencies to allow for easy extension and integration with other communication channels and applications.

Architecture

architecture

How to set up the Azure environment

To run this application, you can provision the resources using azure developer CLI.

From your command line:

echo "log into azure dev cli - only once"
azd auth login

echo "provisioning all the resources with the azure dev cli" azd up

The following values should work:

location=northeurope

aiResourceLocation=swedencentral

echo "get and set the value for AZUREENVNAME" source <(azd env get-values | grep AZUREENVNAME)

echo "building and deploying the streamlit user interface" bash ./azd-hooks/deploy.sh app $AZUREENVNAME

Note
If you do not provision a cosmosDB, you can still run the app using the local sample files. To replace the data source, substitute the cosmosdb module.

Contributors

Related

voice RAG - RAG + Voice Using Azure AI Search and the GPT-4o Realtime API for Audio

Disclaimer

This is an open-source repository and it does not have official support from Microsoft. Use at your own risk ๐Ÿ˜‰

For production scenarious, questions and bugs please open a Github issue.

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