Can ChatGPT work with your enterprise data?

TL;DR

OpenAI's ChatGPT can be integrated into Azure to develop enterprise-grade applications that leverage private internal data while maintaining information protection controls.

Transcript

(soft music) - Today we take a look at how you can bring OpenAI's ChatGPT model in Azure to your own enterprise-grade app experiences, so that you can interact with your organization's private internal data, while respecting the information protection controls that you have in place, and along the way, we'll deconstruct how it all works with a brea... Read More

Key Insights

• 👊 Azure OpenAI service provides programmatic access to OpenAI models for building applications with chat interactions in enterprise environments.
• 🐕‍🦺 Retrieval Augmented Generation combines Azure OpenAI service with Azure Cognitive Search to retrieve private knowledge for contextual responses.
• ❓ Different prompting approaches, such as "Retrieve-Then-Read," "Read-Retrieve-Read," and "Read-Decompose-Ask," offer flexibility in generating responses.
• 💁 ChatGPT can be customized to generate responses with specific styles and can adapt to real-time format changes.
• ♿ Access control mechanisms in Azure Cognitive Search enable information protection and restrict access to authorized users.
• 👻 New information can be added to the search index quickly, allowing for up-to-date responses from ChatGPT.
• 🤗 The integration of GPT-4 with its advanced reasoning capabilities opens up more possibilities for enterprise applications.

Questions & Answers

Q: How can ChatGPT be applied to enterprise-grade applications on Azure?

ChatGPT can transform the way we interact with apps and utilize vast amounts of data for tasks like answering questions and generating content. By combining Azure OpenAI service with Azure Cognitive Search, private knowledge can be indexed and retrieved for in-context and relevant responses.

Q: How does information protection work in ChatGPT applications?

Azure Cognitive Search offers access control mechanisms for document-level granular access control, ensuring that users can only view information permitted within their organization or application boundaries.

Q: How quickly can new information be added to the search index?

By utilizing Azure Cognitive Search, new information can be added almost instantly, making it accessible for ChatGPT to generate updated responses.

Q: How can developers customize the prompts and responses?

Developers can modify prompts by including additional instructions, influencing the style or tone of the response. They can also experiment with prompt overrides to change response formatting or language.

Summary & Key Takeaways

• Azure OpenAI service now supports ChatGPT, allowing for chat interactions with OpenAI models in enterprise applications.

• The combination of Azure OpenAI service and Azure Cognitive Search enables the retrieval of private knowledge to generate relevant responses.

• ChatGPT can be customized with different prompting approaches, such as "Retrieve-Then-Read," "Read-Retrieve-Read," and "Read-Decompose-Ask."