Power Automate Interview Questioans Answers with Intelligent Automation 2025

1. Interview Questions & Answers: Power Automate with Intelligent Automation Introduction 1. What is Power Automate?  Answer: Power Automate is a cloud-based workflow automation platform from Microsoft. It allows users to create automated workflows that connect various applications and services, such as Microsoft 365, Salesforce, and Dropbox. 2. What is RPA (Robotic Process Automation)?  Answer: RPA is the use of software robots to automate repetitive, rule-based tasks typically performed by humans. 3. When and where was RPA first introduced?  Answer: While the concept of automating tasks has been around for decades, the term "Robotic Process Automation" gained prominence in the early 2010s. 4. Why use Power Automate?  Answer: oIncreased Efficiency: Automates repetitive tasks, saving time and resources. oReduced Errors: Minimizes human error by automating manual processes. oImproved Productivity: Allows employees to focus on more strategic and creative tasks. oEnhanced Customer Experience: Enables faster response times and improved customer service. oBetter Data Accuracy: Ensures data consistency and accuracy across applications. oCost Savings: Reduces operational costs by automating manual processes. 5. How do you install Power Automate Desktop?  Answer: Power Automate Desktop is typically installed as part of the Power Platform Desktop application. You can download and install it from the Microsoft Store or the official Microsoft website. Power Automate Console Overview 6. Briefly describe the main components of the Power Automate Desktop console.  Answer: The console typically includes: oDesigner: The visual interface for building and editing workflows. oRobot Tray: Displays the status of running robots and allows for interaction with them. oOrchestrator (optional): A central management platform for deploying, managing, and monitoring robots. www.kausalvikash +91-7350070755

2. Variables 7. What are variables in Power Automate Desktop?  Answer: Variables are containers that store data (like text, numbers, dates) that can be used and manipulated within your automation flows. 8. What are the different types of variables in Power Automate Desktop?  Answer: Common types include: oString: Stores text data. oInteger: Stores whole numbers. oDouble: Stores decimal numbers. oBoolean: Stores true/false values. oDate/Time: Stores dates and times. oArray: Stores a collection of values. oObject: Stores a reference to an object. 9. How do you create, edit, and use variables in Power Automate Desktop?  Answer: oCreate: Use the "Assign" activity to create a variable and assign it an initial value. oEdit: Modify the value of a variable using the "Assign" activity or within other activities. oUse: Refer to variables within activities by using their names (e.g., "MyVariable"). 10. Explain how to manipulate variables (e.g., concatenation, arithmetic operations).  Answer: oConcatenation: Combine strings using the "+" operator (e.g., "Hello, " + "World!"). oArithmetic Operations: Perform calculations like addition, subtraction, multiplication, and division using operators like "+", "-", "*", and "/". Excel Automation 11. How do you read data from an Excel file using Power Automate Desktop?  Answer: Use the "Excel Application Scope" and "Read Range" activities to connect to an Excel file and extract data into variables. 12. How do you write data to an Excel file?  Answer: Use the "Excel Application Scope" and "Write Range" activities to write data from variables to specific cells or ranges in an Excel sheet. 13. How can you find and replace specific values within Excel cells?  Answer: www.kausalvikash +91-7350070755

3. oMethod 1: Read the cell value, use string manipulation functions to replace the text, and then write the updated value back to the cell. oMethod 2: If possible, use Excel's built-in "Find and Replace" functionality within the "Excel Application Scope." 14. How do you rename an Excel worksheet?  Answer: Use the "Excel Application Scope" and relevant Excel object methods (if available) to rename the worksheet. 15. How do you insert and delete rows/columns in Excel using Power Automate?  Answer: Use the "Insert Row(s)" and "Delete Row(s)" activities (or similar) to manipulate rows. Similarly, use "Insert Column(s)" and "Delete Column(s)" for columns. 16. How do you filter data within an Excel sheet using Power Automate?  Answer: oMethod 1: Use Excel's built-in filtering capabilities within the "Excel Application Scope." oMethod 2: Read the entire data, filter it using Power Automate's data manipulation functions, and then write the filtered data to a new sheet. 17. How can you use Excel as a data source for your automation flows?  Answer: oRead data from Excel sheets using the "Read Range" activity. oUse the data to populate variables, make decisions in your workflow, or trigger other actions. Selectors 18. What are selectors in Power Automate Desktop?  Answer: Selectors are unique identifiers that help Power Automate locate and interact with specific UI elements (like buttons, text boxes, and windows) on the screen. 19. Why are selectors important?  Answer: oReliable Automation: Accurate selectors ensure that the robot interacts with the correct UI elements consistently. oRobustness: Good selectors make your automations more resilient to changes in the application's UI. 20. How do you edit selectors in Power Automate Desktop?  Answer: oUse the UI Explorer: This tool helps you analyze and edit selectors by highlighting the UI element and providing detailed information about its properties. www.kausalvikash +91-7350070755

4. oManual Editing: You can manually edit selectors by modifying their attributes (e.g., class names, IDs) to make them more specific and reliable. 21. How do you make selectors more dynamic?  Answer: oUse wildcards: Replace static values with wildcards (*) to accommodate minor UI changes. oUse indexes: If multiple elements have similar properties, use indexes to specify the exact element. oUse attributes that are less likely to change: Prioritize attributes like "automationId" or "name" over attributes that are more likely to change (e.g., position). 22. What are some common challenges with selectors and how can you overcome them?  Answer: oSelector changes: UI updates can break selectors. Use dynamic selectors, UI elements, and regular expressions to mitigate this. oAmbiguous selectors: If multiple elements have similar selectors, use indexes or more specific attributes to ensure the correct element is targeted. 23. What is Desktop Applications Automation using Flow Action?  Answer: Flow Actions allow you to perform specific actions on desktop applications. This involves interacting with UI elements like buttons, text fields, and menus within the target application. You can use built-in actions or create custom actions to interact with the application's UI. 24. What is Desktop Applications Automation using the Power Recorder?  Answer: The Power Recorder allows you to record your interactions with a desktop application. It captures your mouse clicks, keystrokes, and other actions, generating a workflow that can be later edited and executed. 25. Exercise: Use the flow action to automate desktop applications.  Answer: oScenario: Automate the process of saving a document in a specific location. oSteps: 1.Use the "Open Application" action to launch the target application (e.g., Microsoft Word). 2.Use "Type Into" actions to enter text into the document. 3.Use "Click" actions to navigate through the application and select the "Save" option. 4.Use the "Type Into" action to specify the save location and filename. 5.Use the "Click" action to save the document. www.kausalvikash +91-7350070755

5. 26. Exercise: Use the desktop recorder to record desktop actions.  Answer: oScenario: Record the process of copying and pasting text between two applications. oSteps: 1.Open the source application and select the text to be copied. 2.Use the Power Recorder to start recording your actions. 3.Perform the copy action (e.g., Ctrl+C). 4.Open the destination application. 5.Perform the paste action (e.g., Ctrl+V). 6.Stop recording. 7.Review and edit the recorded workflow as needed. 27. What is Web Applications Automation using Flow Actions?  Answer: This involves interacting with web browsers and web applications using Flow Actions. You can automate tasks like navigating websites, filling out forms, extracting data from web pages, and more. 28. What is Web Applications Automation using the Power Recorder?  Answer: The Power Recorder can also be used to record interactions with web browsers. It captures your clicks, keystrokes, and navigation within a web application, generating a workflow that can be automated. 29. Exercise: Use the flow action to automate Web applications.  Answer: oScenario: Automate the process of logging into a website and checking your email. oSteps: 1.Use the "Browse Website" action to open the website in a browser. 2.Use the "Type Into" action to enter your username and password in the login fields. 3.Use the "Click" action to submit the login form. 4.Use the "Get Text" action to extract your email messages from the webpage. 30. Exercise: Use the desktop recorder to record Web actions.  Answer: oScenario: Record the process of searching for a specific product on an e-commerce website and adding it to your cart. oSteps: www.kausalvikash +91-7350070755

6. 1.Open the e-commerce website in a browser. 2.Start recording using the Power Recorder. 3.Perform the search, navigate to the product page, and add the product to your cart. 4.Stop recording and review/edit the workflow. 31. Introduction to Email Automation  Answer: Email automation involves automating tasks related to email management, such as sending emails, receiving emails, extracting data from emails, and managing attachments. 32. How to connect to MS Outlook using Power Automate?  Answer: Power Automate provides connectors for various email services, including Microsoft Outlook. You need to authenticate your connection using your Outlook credentials. 33. How to send an email using Power Automate?  Answer: Use the "Send an email (V3)" action to specify the recipient's email address, subject, and body of the email. You can also attach files to the email. 34. How to receive an email using Power Automate?  Answer: Use the "Get emails" action to retrieve emails from a specified mailbox. You can filter emails based on sender, recipient, subject, and other criteria. 35. How to send and download attachments using Power Automate?  Answer: oSending: Use the "Send an email (V3)" action and attach files to the email. oDownloading: Use the "Get attachments" action to download attachments from received emails. 36. Introduction to Database Automation  Answer: Database automation involves automating interactions with databases, such as reading data, writing data, updating records, and deleting records. 37. How to configure a database connection with Power Automate?  Answer: Use the appropriate connector for your database (e.g., SQL Server, MySQL, Oracle) and provide the necessary connection details (e.g., server name, database name, username, password). 38. What are Database CRUD operations?  Answer: CRUD stands for Create, Read, Update, and Delete. These are the fundamental operations performed on data within a database. 39. Introduction to API Automation www.kausalvikash +91-7350070755

7.  Answer: API Automation involves interacting with web services using their Application Programming Interfaces (APIs). This allows you to automate data exchange, integration, and other tasks between different applications. 40. How to invoke web services using Power Automate?  Answer: Use the "HTTP Request" action to send requests to web services (e.g., GET, POST, PUT, DELETE) and receive responses from the server. 41. How to work with databases using Power Automate?  Answer: Use database connectors to interact with databases, such as reading data from tables, inserting new records, updating existing records, and deleting records. 42. How to convert JSON to a custom object in Power Automate?  Answer: Use the "Compose" action with the appropriate expressions to parse the JSON data and extract the desired values into variables. 43. How to fetch data from a JSON array in Power Automate?  Answer: Use the "Apply to each" action to iterate through each element in the JSON array and extract the required data from each element. Data Scraping 44. What is Data Scraping?  Answer: Data scraping is the process of extracting data from websites or other online sources. It involves using software or scripts to automatically collect and organize data from web pages. 45. How to extract content and data from a website?  Answer: oUsing Power Automate: Utilize the "Get Text" action to extract text from specific elements on a webpage. You can use selectors to target the desired elements. oUsing Third-party Libraries: Employ libraries like Beautiful Soup (Python) or Selenium to interact with web pages and extract data programmatically. 46. Exercise: Data scraping on Amazon and Cowin websites.  Answer: oAmazon:  Scrape product names, prices, and customer reviews from Amazon product pages.  Scrape best-selling products from specific categories. oCowin:  Scrape vaccination slot availability data from the Cowin website (with ethical and legal considerations in mind). www.kausalvikash +91-7350070755

8.  Extract data on vaccination centers and available slots. Exception/Error Handling 47. What are exceptions/errors in Power Automate?  Answer: Exceptions are unexpected events that occur during the execution of a workflow, such as invalid inputs, network errors, or application crashes. 48. What are the types of errors/exceptions in Power Automate?  Answer: oRuntime errors: Occur during the execution of a workflow, such as invalid variable values or missing connections. oApplication errors: Occur within the target application (e.g., the application crashes or an error message is displayed). oData-related errors: Occur due to invalid or missing data, such as empty fields or incorrect data formats. 49. How to handle exceptions in Power Automate?  Answer: Use the "Try Catch" activity to handle exceptions gracefully. oTry block: Contains the actions that may throw exceptions. oCatch block: Executes if an exception occurs within the "Try" block. You can use this block to log errors, display messages, or perform alternative actions. AI Builder 50. Learn how to use different AI Builder to enhance your processes.  Answer: oText Analysis: Extract key phrases, sentiment, and entities from text data. oForm Processor: Automate the extraction of data from forms and documents. oObject Detection: Identify and locate objects within images. oPredictive Model: Build machine learning models to predict outcomes based on historical data. 51. Create your first model using AI Builder.  Answer: Follow the guided steps within the AI Builder interface to create a simple model, such as a text classification model or a form processor model. 52. How to train the AI Builder model?  Answer: Provide the AI Builder model with a sufficient amount of training data (e.g., labeled examples) to learn patterns and make accurate predictions. 53. Exercise: How to extract the data from the PDF documents using AI Builder. www.kausalvikash +91-7350070755

9.  Answer: Use the Form Processor model in AI Builder to train a model to extract data from specific fields (e.g., names, addresses, invoice numbers) within PDF documents. Data Loss Prevention (DLP) Policies 54. What are DLP policies?  Answer: Data Loss Prevention (DLP) policies are rules that help organizations protect sensitive data from unauthorized access, use, disclosure, disruption, modification, or destruction. 55. Where to use DLP policies?  Answer: DLP policies can be applied across various platforms, including email, file shares, cloud storage, and endpoints. 56. How to apply DLP policies to a specific environment?  Answer: oConfigure DLP policies within the relevant platform. (e.g., Microsoft 365 DLP policies) oDefine rules and conditions for detecting sensitive information. (e.g., keywords, file types, data locations) oSpecify actions to be taken when sensitive data is detected. (e.g., block the action, alert administrators, encrypt the data) Power Automate Framework 57. What is the importance of a framework in Power Automate?  Answer: A framework provides a structured approach to developing and maintaining Power Automate flows, ensuring consistency, reusability, and maintainability. 58. How to build a framework for Power Automate?  Answer: oDefine standards: Establish naming conventions, coding standards, and best practices for building flows. oCreate reusable components: Develop reusable modules and sub-flows for common tasks. oImplement version control: Track changes to flows and manage different versions. oDocument the framework: Create clear documentation that explains the framework's components, standards, and best practices. 59. How to implement projects into the framework?  Answer: oAdhere to the established framework standards and guidelines. oUtilize reusable components to accelerate development and improve consistency. www.kausalvikash +91-7350070755

10. oDocument the project thoroughly within the framework. oRegularly review and update the framework based on lessons learned and evolving needs. Copilot AI 60. How to generate the automation steps for the automation problem using Copilot AI?  Answer: oDescribe the automation problem or process clearly and concisely to Copilot AI. oUtilize natural language prompts to guide Copilot AI in suggesting potential automation steps, such as "Suggest a workflow to automate the process of approving employee vacation requests." oReview and refine the suggested steps based on your specific requirements and constraints. 61. How to generate the VB/C# code for the automation problem using the Copilot AI?  Answer: oDescribe the desired functionality of the automation in natural language. oCopilot AI can then generate corresponding VB.NET or C# code snippets, including:  Code for interacting with UI elements (e.g., controls, windows).  Code for manipulating data (e.g., reading from files, processing data).  Code for making API calls and interacting with external services. oReview and adapt the generated code to fit your specific needs and requirements. Hyperautomation using AI Builder/AI Hub 62. Learn how to use different AI Builder to enhance your processes.  Answer: Explore and utilize various AI Builder capabilities, such as: oText Analysis: Extract key phrases, sentiment, and entities from text data. oForm Processor: Automate data extraction from forms and documents. oObject Detection: Identify and locate objects within images. oPredictive Model: Build machine learning models for tasks like classification, prediction, and anomaly detection. 63. Create your first model using AI Builder.  Answer: Follow the guided steps within the AI Builder interface to create a simple model, such as a text classification model or a form processor model. 64. How to train the AI Builder model? www.kausalvikash +91-7350070755

11.  Answer: Provide the AI Builder model with a sufficient amount of training data (e.g., labeled examples) to learn patterns and make accurate predictions. 65. Exercise: How to extract the data from the PDF documents using AI Builder.  Answer: Use the Form Processor model in AI Builder to train a model to extract data from specific fields (e.g., names, addresses, invoice numbers) within PDF documents. During the course you will learn to create the below AI Models:  Invoice Processing: Automate data extraction from invoices.  Text Recognizer: Extract text from images and documents.  Identity Document Reader: Extract information from identity documents (e.g., driver's license, passport).  Sentiment Analysis: Determine the sentiment (positive, negative, neutral) expressed in text.  Language Detection: Identify the language of text.  Key Phrase Extraction: Extract important keywords and phrases from text documents.  Document Processing: Classify documents and extract key information.  Category Classification: Categorize text or documents into predefined categories.  Entity Extraction: Identify and extract named entities (e.g., people, organizations, locations) from text.  Receipt Processing: Extract information from receipts, such as vendor, date, and total amount.  Object Detection: Identify and locate objects within images. Work Queues 66. Load data into Queue.  Answer: Use the "Enqueue Message" action to add items to a queue. 67. Get data from Queue.  Answer: Use the "Dequeue Message" action to retrieve items from a queue. 68. Delete Queue Items.  Answer: Use the "Delete Queue Message" action to remove items from a queue after processing. 69. How to set Queue item status.  Answer: Update the status of a queue item (e.g., "Processing," "Completed," "Failed") to track its progress and identify any issues. 70. Bulk add queue items.  Answer: Use the "Bulk Enqueue Message" action to add multiple items to a queue simultaneously. www.kausalvikash +91-7350070755

12. Power Automate Web Version 71. How to schedule the process on Unattended Robots.  Answer: In the Power Automate web version, you can schedule flows to run on unattended robots, which operate continuously in the background without human intervention. 72. How to create the cloud flows.  Answer: Use the Power Automate web interface to design and build cloud flows that connect various applications and services. 73. Process Mining/Task Mining concept.  Answer: Process mining analyzes event logs to understand and improve real-life business processes. Task mining focuses on analyzing individual user actions to identify patterns and opportunities for automation. 74. How to verify the desktop and cloud flow activity dashboard.  Answer: Utilize the monitoring dashboards within Power Automate to track the performance and status of your desktop and cloud flows. 75. How to connect various third-party connectors.  Answer: Power Automate provides a wide range of connectors for integrating with various third-party applications and services. Explore and connect to the relevant connectors for your automation needs. 76. How to use the existing templates during the automation.  Answer: Leverage pre-built templates provided by Power Automate to quickly create common automation workflows, such as approval workflows, data migration, and file synchronization. 77. How to verify the logs for the desktop and web automation.  Answer: Review the logs generated by Power Automate to troubleshoot issues, monitor performance, and gain insights into the execution of your flows. 78. How to setup the environment.  Answer: Configure the necessary prerequisites for running Power Automate, such as installing the Power Automate Desktop application, setting up connections to data sources, and configuring security settings. *79. How to work with Dataverse? 80. How to work with Dataverse database?  Answer: oDataverse is a secure and scalable data platform within the Power Platform. oYou can connect to Dataverse tables within your Power Automate flows to read, write, and update data. www.kausalvikash +91-7350070755

13. 81. Create tables with Dataverse.  Answer: oUse the Dataverse web interface or the Power Apps Studio to create custom tables with the required columns and data types. oDefine relationships between tables to model your business data effectively. 82. How to store data into Dataverse tables.  Answer: oUse the "Create a row" action within Power Automate to insert new records into Dataverse tables. oYou can map data from various sources (e.g., other applications, Excel files) to the fields in your Dataverse table. 83. API automation using cloud.  Answer: oUtilize the "HTTP Request" action within cloud flows to interact with RESTful APIs. oSend requests (GET, POST, PUT, DELETE) to APIs, retrieve data, and integrate with external services. 84. How to move code from one environment to another.  Answer: oUtilize the Power Automate export/import functionality to move flows between environments (e.g., development, testing, production). oThis helps ensure consistency and facilitates the deployment of updated flows. 85. How to do the exception handling for cloud flow.  Answer: oUse the "Scope" action with "Try Catch" blocks to handle exceptions within cloud flows. oImplement error handling logic to gracefully manage errors, log exceptions, and potentially trigger alternative actions. Scripting 86. How to run the VB script.  Answer: oUse the "Run Script" action within Power Automate and select "VBScript" as the scripting language. oWrite the VB Script code directly within the action or reference an external script file. 87. How to run Java script. www.kausalvikash +91-7350070755

14.  Answer: oUse the "Run Script" action within Power Automate and select "JavaScript" as the scripting language. oWrite the JavaScript code directly within the action or reference an external script file. 88. How to run C# script.  Answer: oUse the "Run Script" action within Power Automate and select "C#" as the scripting language. oWrite the C# code directly within the action or reference an external script file. 89. How to run Python script.  Answer: oUse the "Run Python Script" action within Power Automate to execute Python scripts. oYou may need to install the Python integration package within your Power Automate environment. 90. How to run PowerShell script.  Answer: oUse the "Run PowerShell Script" action within Power Automate to execute PowerShell scripts. Enhance your automation with GPT/Generative AI 91. How Boost your workflows and automation with the power of generative AI, using only Natural Language.  Answer: oUtilize natural language prompts to instruct Power Automate on how to perform actions, generate code snippets, and even suggest improvements to existing workflows. oFor example, you could say "Create a flow to send an email to all contacts in this list" or "Generate code to extract data from this PDF file." 92. How to build Prompts that allows you to develop features such as summarizing, drafting, answering questions, and more.  Answer: oCraft clear and concise prompts that provide sufficient context and instructions to the AI model. oUse keywords and specific instructions to guide the AI in generating the desired output. www.kausalvikash +91-7350070755

15. oExperiment with different prompt styles and refine them based on the AI model's responses. I hope this expanded set of answers provides a comprehensive understanding of advanced Power Automate concepts! Introduction – Intelligent Automation 93. What is Intelligent Automation (IA)?  Answer: Intelligent Automation (IA) is an overarching term that encompasses a suite of technologies working together to automate complex business processes. It goes beyond traditional RPA by integrating AI, machine learning, and other cognitive technologies to enable more sophisticated and autonomous automation. 94. When and where was Intelligent Automation introduced?  Answer: The concept of IA has been evolving gradually, with the convergence of various technologies. However, the term "Intelligent Automation" gained prominence in recent years as businesses increasingly sought to leverage AI and other advanced technologies to enhance their automation capabilities. Power of Intelligent Automation With GPT/Generative AI and Prompt Engineering 95. What is the Power of Intelligent Automation With GPT/Generative AI and Prompt Engineering?  Answer: oEnhanced Decision-Making: GPT can empower IA systems with advanced decision- making capabilities, enabling them to analyze complex situations, predict outcomes, and make more informed choices. oImproved Process Discovery: GPT can assist in analyzing business processes, identifying areas for improvement, and suggesting optimal automation solutions. oAutomated Content Generation: GPT can generate reports, documents, and other content, freeing up human resources for more strategic tasks. oEnhanced Customer Experience: GPT can power chatbots and virtual assistants with more human-like conversational abilities, improving customer interactions and satisfaction. oIncreased Efficiency and Productivity: By automating complex tasks and improving decision-making, IA powered by GPT can significantly increase efficiency and productivity across various business functions. What is Hyper Automation 96. What is Hyper Automation?  Answer: Hyperautomation refers to the extensive use of advanced technologies, including AI, RPA, machine learning, and process mining, to automate as many tasks as possible across an organization. It involves a holistic approach to automation, encompassing all aspects of business operations. Industry coverage of Intelligent Automation www.kausalvikash +91-7350070755

16. 97. Which industries are most impacted by Intelligent Automation?  Answer: oFinance: Fraud detection, customer onboarding, loan processing oHealthcare: Patient data management, claims processing, drug discovery oManufacturing: Predictive maintenance, quality control, supply chain optimization oRetail: Customer service, inventory management, personalized marketing oTelecommunications: Customer service, network management, fraud prevention How to get Started 98. How to get Started with Intelligent Automation?  Answer: oAssess your current business processes: Identify areas with high potential for automation. oDevelop a clear automation strategy: Define your goals, objectives, and the scope of your automation initiatives. oInvest in the necessary tools and technologies: Select appropriate RPA tools, AI platforms, and other technologies. oBuild a skilled workforce: Train your employees on the necessary skills for developing, deploying, and managing automation solutions. oStart with pilot projects: Begin with small, focused projects to gain experience and build confidence. oContinuously monitor and improve: Regularly evaluate the performance of your automation solutions and make necessary adjustments. 99. What are the key challenges in implementing Intelligent Automation?  Answer: oData quality: Inaccurate or incomplete data can hinder the effectiveness of AI- powered automation. oIntegration complexity: Integrating various technologies and systems can be challenging. oChange management: Overcoming resistance to change and ensuring employee buy- in is crucial for successful implementation. oSkill gap: Finding and retaining skilled professionals with expertise in AI, RPA, and other relevant technologies can be challenging. oEthical considerations: Ensuring responsible and ethical use of AI, including data privacy, bias mitigation, and job displacement concerns. 100. What are the future trends in Intelligent Automation? www.kausalvikash +91-7350070755

17.  Answer: oHyperautomation: The continued expansion of automation across all aspects of business operations. oEdge AI: Bringing AI capabilities closer to the source of data, enabling faster and more efficient processing. oAI-powered process discovery: Utilizing AI to automatically identify and analyze business processes for potential automation opportunities. oIncreased focus on human-machine collaboration: Creating more seamless and collaborative interactions between humans and intelligent machines. oThe rise of citizen developers: Empowering business users to develop and deploy simple automation solutions without extensive technical expertise. www.kausalvikash +91-7350070755