Sam's Microsoft Dynamics 365 Blog

Wednesday 14 June 2023

Integrate ChatGPT with PowerApps using Power Automate

ChatGPT is an advanced language model developed by OpenAI. It is specifically designed to generate conversational responses and engage in text-based dialogue. It belongs to the GPT (Generative Pre-trained Transformer) family of models. 

GPT models are based on the Transformer architecture, which is a deep learning model architecture known for its ability to process and generate sequences of data, such as text. These models have been pre-trained on large amounts of text data from the internet, allowing them to learn patterns, language structures, and context.

ChatGPT leverages this pre-training to understand and generate human-like text in a conversational manner. It has been trained on a diverse range of conversations and dialogues, enabling it to respond to user prompts or questions in a coherent and contextually relevant manner.

Users can interact with ChatGPT by providing text-based input or prompts, and the model generates responses based on its understanding of the given context. It can carry on multi-turn conversations, provide information, answer questions, and engage in interactive dialogue.

To integrate ChatGPT into PowerApps using Power Automate, you can follow these general steps:

  • Set up the ChatGPT API: Choose a ChatGPT API or service provider and obtain the necessary credentials or access keys.

 ChatGPT API reference document: -  https://platform.openai.com/docs/api-reference

 





  • Create a new flow in Power Automate: Go to the Power Automate portal (flow.microsoft.com) and create a new flow.
  • Set the trigger: Add a trigger to the flow by selecting the appropriate PowerApps trigger action. For example, you can use the "PowerApps button" trigger or the "PowerApps - When a record is created, updated, or deleted" trigger, depending on your requirements.


  • Initialize variables: Add actions to initialize variables that will store the user input and ChatGPT response. For example, create a variable called "UserInput" to store the user's message and a variable called "ChatGPT response" to store the generated response.

  • Connect to the ChatGPT API: Add an "HTTP" action to make a request to the ChatGPT API. Configure the action by specifying the API endpoint, headers, and authentication if required. Pass the user input stored in the "UserInput" variable as a parameter to the API.


  • Parse the API response: Add actions to parse the response received from the ChatGPT API. Extract the generated response from the API response object and store it in the "ChatGPT response" variable.



  • Return the response to PowerApps: Add a "Response" action to send the generated response back to PowerApps. Pass the "ChatGPT response" variable as a parameter.


  • Save and test the flow: Save the flow and test it to ensure it runs without errors. You can test it by triggering the flow from PowerApps or using the built-in test functionality in Power Automate.
  • Update PowerApps: In PowerApps, update the chat interface to display the conversation history and handle user input. Add a button or any appropriate control that triggers the flow created in Power Automate when clicked.


  • Handle the flow response in PowerApps: Once the flow is triggered and the response is received, update the chat interface in PowerApps with the generated response. For example, you can update a text box or a data source to display the conversation history.

Set(
    result,
'PowerApps-ChatGPTIntegrationFlow'.Run(TextInput1.Text).response
)



  • Test and refine: Test the integration thoroughly to ensure the chat functionality works as expected. Iterate and refine the implementation based on user feedback and identified improvements.


Thanks for reading this article. Hope this Article will help you. Cheers!!!

2 comments:

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    ReplyDelete
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    ReplyDelete

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