In this blogpost, will learn and understand to generate AI reply using AI Builder connector in Power Automate. Before we start, make sure to subscribe to CRM Crate so that you can stay up to date in the field of Power Platform.
GPT refers “Generative Pre-trained Transformer” (GPT). It’s designed to generate human-like text based on the input it receives. GPT models are trained on vast amounts of text data and are capable of understanding and producing coherent and contextually relevant text in a variety of tasks such as language translation, text summarization, question answering, and more.
GPT models work by using a transformer architecture, which is a type of neural network architecture that’s particularly effective for processing sequential data like text. The “pre-trained” aspect means that the model has been trained on a large dataset before being fine-tuned for specific tasks or domains. By combining AI Builder with GPT capabilities, users can potentially enhance their applications with features such as text generation, language understanding, sentiment analysis, and more, without having to build these capabilities from scratch. This integration can enable businesses to create more sophisticated and intelligent applications that can understand and generate natural language text.
How to generate AI reply using AI Builder connector in Power Automate?
Power Automate with AI Builder is a combination of Microsoft’s Power Automate platform and AI Builder, a component of the Power Platform suite. AI Builder allows users to add artificial intelligence (AI) capabilities to their Power Apps and Power Automate workflows without needing extensive coding knowledge. With Power Automate and AI Builder, users can automate repetitive tasks and integrate AI capabilities such as object detection, text recognition, sentiment analysis, and prediction into their workflows. This enables businesses to streamline processes, make more informed decisions, and improve productivity.
Within the AI Builder suite, there’s an action named “Create text with GPT (preview)” which generates text utilizing the GPT language model. An AI Builder action can be incorporated as a prompt within a Power Automate flow, enabling the generation of text within an automated process.
What is a Prompt in AI Builder?
A prompt serves as a guide in natural language for a large language model (LLM) to carry out a specific task, also referred to as instruction tuning. By following the prompt, the model understands how to shape and generate the desired text. Prompt engineering involves crafting and perfecting the prompt utilized by the model. AI Builder offers a prompt builder tool that enables creators to write, test, save, and utilize prompts for generating text.
You can use the “AI Reply” prompt for generating GPT based AI responses in Power Automate’s “AI Builder” connector.
The below animation demonstrates the usage of “AI Reply” prompt in our application.