AI Builder is a Microsoft application that capitalizes on the power of artificial intelligence (AI) to enhance business performance. This user-friendly tool enables you to automate processes and predict outcomes, thereby improving efficiency and efficacy in making crucial business decisions. AI Builder can be leveraged in numerous ways, and this article walks you through some of these use cases, giving a concrete understanding of how this tool can be used within the Microsoft Power Platform App Maker space.
1. Predictive Modeling:
One of the primary use cases for AI Builder is predictive modeling. You can use AI Builder’s predictive scoring to determine the chances of a particular outcome occurring. For example, you could use it to predict which customers are likely to make a purchase, predict equipment failures, or even determine employee churn rate. AI Builder uses historical data to prepare these predictive models, and you can readily integrate them into your power apps or Power Automate Flows.
2. Form Processing:
Another significant use case for AI Builder is automated form processing. AI Builder has a Form Processing Model that can determine and extract information from forms. For instance, companies with several paper-based or digital forms (like invoices, purchase orders, tax forms, etc.) can use AI Builder to automate the extraction of data from these forms, significantly reducing manual labor and error rates.
3. Object Detection:
AI Builder’s Object Detection model enables detection and counting of items within an image. This model can be trained to recognize a multitude of objects, making it useful in various industry-specific scenarios. Retailers could use it to manage inventory seen in images or track products on store shelves. Manufacturing can use it to identify defects in the production line, while service industries can use it to recognize and categorize elements in a photo taken by a technician in the field.
4. Text Classification:
Text classification or categorization is another vital use case for AI Builder. Organisations receive a vast amount of unstructured data daily in the form of emails, feedback, reviews, etc. AI Builder can classify this data based on predefined categories, making data analysis more manageable. For instance, customer feedback could be automatically sorted into categories like ‘complaint’, ‘suggestion’, ‘praise’, etc., enabling swift and appropriate responses.
5. Receipt Scanning and Processing:
AI Builder can also be helpful in scanning and processing receipts. The Receipt processing model in AI Builder can recognize and categorize data in printed sales receipts. This use case is extremely beneficial for organizations that process a large number of receipts, like expense management or auditing firms, as it decreases manual entry, improves accuracy and saves time.
In Conclusion
AI Builder offers a plethora of uses across industry domains for enhancing efficiency and making data-driven decisions. By leveraging AI Builder within Microsoft Power Apps, businesses can effortlessly integrate AI functionality into their applications without needing extensive AI expertise, thereby harnessing the power of AI to drive business growth.
Practice Test
True or False: AI Builder is a platform that provides support for building AI models without requiring any knowledge of machine learning.
- True
- False
Answer: True
Explanation: AI Builder is a platform that helps to build, train, and publish AI models without needing to write code or have prior experience in machine learning.
Multiple select: Which of the following are uses of AI Builder?
- a) Text recognition
- b) Predictive analytics
- c) Video editing
- d) Business card reading
Answer: a) Text recognition, b) Predictive analytics, d) Business card reading
Explanation: AI Builder supports text recognition, predictive analytics and business card reading. It does not have native support for video editing.
True or False: AI Builder can be used to create custom AI models.
- True
- False
Answer: True
Explanation: AI Builder can be used to build custom AI models that fit the specific needs of the users, in addition to using predefined models.
Single select: Which feature of AI Builder can be used for understanding the sentiment of customer feedback?
- a) Text recognition
- b) Object detection
- c) Sentiment analysis
- d) Form processing
Answer: c) Sentiment analysis
Explanation: Sentiment analysis feature of AI Builder can be used to understand the sentiment behind customer feedback.
True or False: AI Builder can be used to automate processes in Power Automate.
- True
- False
Answer: True
Explanation: AI Builder can be used in Power Automate to automate repetitive tasks and processes, using the AI models built within AI Builder.
Single select: Which feature of AI Builder can be used to extract key-value pairs and table data from form documents?
- a) Text recognition
- b) Object detection
- c) Sentiment analysis
- d) Form processing
Answer: d) Form processing
Explanation: The Form processing feature of AI Builder can analyze and extract information from structured documents.
Multiple select: Which of these are AI Builder features?
- a) Binary classification
- b) Sentiment analysis
- c) Text recognition
- d) Image processing
Answer: a) Binary classification, b) Sentiment analysis, c) Text recognition
Explanation: While AI Builder supports binary classification, sentiment analysis, and text recognition, image processing is not a feature it provides.
True or False: AI Builder cannot be used in conjunction with other services within the Microsoft Power Platform.
- True
- False
Answer: False
Explanation: AI Builder is designed to integrate with other Microsoft Power Platform services, like Power Apps, Power Automate, and Power BI.
Single select: AI Builder is primarily used for:
- a) Data entry
- b) Replacing traditional software
- c) Building AI models
- d) Coding complex programs
Answer: c) Building AI models
Explanation: AI Builder’s primary function is to enable users with little to no coding knowledge to build AI models.
True or False: AI Builder’s predictive modeling feature can be used for sales forecasting.
- True
- False
Answer: True
Explanation: Predictive modeling in AI Builder can analyze past data and predict future outcomes, making it useful for tasks such as sales forecasting.
Interview Questions
What is AI Builder?
AI Builder is a Microsoft platform that offers prebuilt and customizable AI models that allow app makers to add artificial intelligence capabilities into their Power Apps, thereby making applications smarter and more efficient.
Can you mention some use cases for AI Builder?
Use cases for AI Builder can include predicting outcomes based on historical data, automating processing of forms and invoices, recognizing and counting items in images, and classifying and analyzing text.
What is the role of AI Builder in Power Platform?
AI Builder in Power Platform allows users to build, train, and publish AI models that can augment business processes, predict outcomes, and analyze content.
What predictive models are supported by AI Builder?
AI Builder supports Binary Classification, multilabel classification, and Regression models.
Can you use AI Builder for form processing?
Yes, AI Builder can be used for form processing. It uses AI models that can recognize the structured data in forms and extract it into a usable format.
How can AI Builder assist with business processes?
AI Builder can predict future outcomes, analyze sentiment in texts, classify text into categories, generate business card readers, and automate form processing, therefore improving business processes.
Can you use AI Builder to predict project progress?
Yes, through the use of Binary Classification models, AI Builder can help predict the likelihood of a project being completed on time based on historical data.
Can you use AI Builder to detect objects in an image?
Yes, AI Builder supports object detection models, which can detect and count identifiable items in images.
What is the binary classification model in AI Builder?
The binary classification model in AI Builder is a type of predictive model that predicts a yes/no outcome based on historical data.
How can you incorporate AI Builder into Power Apps?
You can incorporate AI Builder into Power Apps by using the AI Builder models within an app’s canvas, accessible from the Power Apps Studio.
Can AI Builder be used for text classification?
Yes, with AI Builder’s text classification model, you can automatically organize text according to customized categories you have created.
What tools or languages do you need to know to use AI Builder?
No specific programming languages or tools are needed to use AI Builder. It is designed to be a low-code tool that can be used without specialized AI or data science knowledge.
Can AI Builder models be customized?
Yes, AI Builder models can be customized to fit specific use cases. For example, you can select the data source and fields to train a model, then test and publish it when you’re satisfied with its performance.
How does AI Builder help with information extraction?
AI Builder can be used to develop models for form processing, which can automatically extract important information such as key-value pairs and tables from documents.
Can AI Builder make predictions about data?
Yes, AI Builder can make accurate predictions about data using its predictive models, which are trained on historical data to predict future outcomes.
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