AI models and business scenarios
In AI Builder, you can choose from several model types that are suited to different business scenarios. Here are some examples:
If you want to use intelligence to detect your products in images, you can refine a custom AI Builder object detection model. With a customizable model, you'll build, train, and publish it for your intended use.
If you want to use intelligence to automate your expense reports by scanning and processing business receipts, you can use a prebuilt AI Builder receipt scanning model. All prebuilt models allow you to go straight to productivity.
If you want to design a marketing campaign based on patterns in your historical data, you can use a custom prediction model tailored to your business, using your own historical data.
These models are only a few of the ways you can use AI Builder to add intelligence to your business processes.
To build a model with AI Builder:
Sign in to Power Apps.
On the left pane, select AI Builder > Build.
On the right pane, select the model type that matches what you want to do. Then, you're ready to get started.
The following table lists the model types, their category, and build type. The AI category describes the type of AI that they use (for example, text, prediction, or vision). The build type indicates whether it’s customizable (custom) or ready to use (prebuilt).
The build type indicates whether it’s a customizable model that you'll need to build, train, and publish for your intended use, or if it's a prebuilt model that’s ready to use. In general, use custom AI Builder models for applications where you're working with data that’s unique to your business. Use prebuilt models for scenarios that are common across different types of businesses.
Common business scenarios and the model types that are suited to them are described later in this topic.
|Model type||Category||Build type|
|Category classification||Text||Prebuilt and custom|
|Entity extraction||Text||Prebuilt and custom|
|Key phrase extraction||Text||Prebuilt|
|Business card reader||Vision||Prebuilt|
Common business scenarios
The different types of AI models in AI Builder provide you with a broad range of AI capabilities without the need for coding or data expertise. Here are some common business scenarios, and the preferred AI model types for addressing them:
|Business scenario||Model type|
|Automate customer application processing||Form processing|
|Automate expense reports||Receipt processing|
|Categorize user feedback based on their focus||Category classification|
|Extract insights from product reviews||Entity extraction|
|Identify language of text||Language detection|
|Identify and classify customer feedback||Sentiment analysis|
|Translate support requests into your language||Text translation|
|Identify fraudulent transactions||Prediction|
|Get alerted to social media posts referencing your brand||Key phrase extraction|
|Automate contact list||Business card reader|
|Automate inventory taking||Object detection|
|Take a photo of text and save it to a database||Text recognition|
New home page for AI Builder
We're changing the look of the home page to improve your experience for discovering how AI Builder can help you and your company. We are rolling out the new experience to a random set of users starting October 2021. It will eventually be available to all users by the end of calendar year 2021.
The new experience enables you to:
Save time by by finding a solution for your business need in the area you're focused on: documents, text, structured data, or images.
Get a brief description of what each solution does when you select it in your area.
See an image of what a model looks like, and then immediately upload your own data on the same screen.
Read customer stories on how others are using the new experience.