Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, presented by Applitools
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During this webinar, Anand Bagmar demonstrates how AI tools such as ChatGPT can be applied to various stages of the software development life cycle (SDLC) using an eCommerce application case study. Find the on-demand recording and more info at https://applitools.info/b59 Key takeaways: • Learn how to use ChatGPT to add AI power to your testing and test automation • Understand the limitations of the technology and where human expertise is crucial • Gain insight into different AI-based tools • Adopt AI-based tools to stay relevant and optimize work for developers and testers * ChatGPT and OpenAI belong to OpenAI, L.L.C.
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Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, presented by Applitools
- 1. @BagmarAnand Unlocking the Power of ChatGPT and AI in Testing A Real-World Look Anand Bagmar Software Quality Evangelist
- 3. Hype in AI
- 4. Gartner’s Hype Cycle for AI, 2021 report https://www.gartner.com/en/articles/the-4-trends-that-prevail- on-the-gartner-hype-cycle-for-ai-2021
- 5. https://www.gartner.com/en/articles/the-4-trends-that-prevail-on-the-gartner-hype-cycle-for-ai-2021
- 6. AGENDA • What is ChatGPT? • Using ChatGPT in Testing • Using ChatGPT in Programming • Limitations of ChatGPT • Other AI Tools you can use • Pitfalls of AI • Summary • Q&A
- 8. @BagmarAnand ChatGPT – in its own words
- 11. @BagmarAnand ChatGPT – Interesting Stats https://www.demandsage.com/chatgpt-statistics/ • ChatGPT was launched on 30th November 2022. • The new and improved embedding model of ChatGPT was launched on 15th December 2022. • ChatGPT has crossed one million users within a week of its launch. • ChatGPT can only fetch data prior to the year 2021 as its training stopped in the year 2021. • Microsoft Azure supports OpenAI and provides them with the computational power required for running ChatGPT.
- 12. ChatGPT in Testing Example: Testing an eCommerce application – Amazon (USA)
- 13. @BagmarAnand Testing Approach • Getting started • Framework • Design patterns • Code optimization • Reporting • Metrics • Test scenarios • Test cases • Test data • Risk • Coverage • Metrics Strategy Test Design Automation Test execution
- 14. @BagmarAnand Testing - Strategy • Getting started • Framework • Design patterns • Code optimization • Reporting • Metrics • Test scenarios • Test cases • Test data • Risk • Coverage • Metrics Strategy Test Design Automation Test execution
- 15. @BagmarAnand Testing - Strategy Question asked: Create a test strategy for testing and automating Amazon USA
- 16. @BagmarAnand Testing - Strategy Question asked: Create a test strategy for testing and automating Amazon USA
- 17. @BagmarAnand Testing - Strategy Question asked: Create a test strategy for testing and automating Amazon USA This is not useful. Seems like a template
- 18. @BagmarAnand Testing - Strategy Follow-up question: Give a concrete strategy for the above use case
- 19. @BagmarAnand Testing - Strategy Follow-up question: Give a concrete strategy for the above use case
- 20. @BagmarAnand Testing - Strategy Follow-up question: Give a concrete strategy for the above use case
- 21. @BagmarAnand Testing - Strategy Follow-up question: Give a concrete strategy for the above use case
- 22. @BagmarAnand Testing - Strategy Follow-up question: Give a concrete strategy for the above use case This is promising. A great start!
- 23. @BagmarAnand Testing – Strategy with Risk Mitigation Next question: What risks and their mitigation strategies should be included in the above strategy?
- 24. @BagmarAnand Testing – Strategy with Risk Mitigation Next question: What risks and their mitigation strategies should be included in the above strategy?
- 25. @BagmarAnand Testing – Strategy with Risk Mitigation Next question: What risks and their mitigation strategies should be included in the above strategy?
- 26. @BagmarAnand Testing – Test Design • Getting started • The 1st Test • Design patterns • Reporting • Metrics • Test scenarios • Test cases • Test data • Risk • Coverage • Metrics Strategy Test Design Automation Test execution
- 27. @BagmarAnand Test Design – Test Scenarios Next question: What are the most critical test scenarios I should test for this website?
- 28. @BagmarAnand Test Design – Test Scenarios Next question: What are the most critical test scenarios I should test for this website?
- 29. @BagmarAnand Test Design – Test Scenarios Next question: What are the most critical test scenarios I should test for this website? Great set of regression scenarios!
- 30. @BagmarAnand Test Design – Test Cases Next question: List 10 test cases for "Product Search and Filtering" scenario in order of priority
- 31. @BagmarAnand Test Design – Test Cases Next question: List 10 test cases for "Product Search and Filtering" scenario in order of priority
- 32. @BagmarAnand Test Design – Test Cases Next question: List 10 test cases for "Product Search and Filtering" scenario in order of priority Isn’t this amazing?
- 33. @BagmarAnand Test Design – Test Data Next question: What test data do I need to be available for performing the above test cases?
- 34. @BagmarAnand Test Design – Test Data Next question: What test data do I need to be available for performing the above test cases?
- 35. @BagmarAnand Test Design – Test Data Next question: What test data do I need to be available for performing the above test cases? Well – I was hoping for more specific, but it’s a start!
- 36. @BagmarAnand Testing - Automation • Getting started • The 1st Test • Design patterns • Reporting • Metrics • Test scenarios • Test cases • Test data • Risk • Coverage • Metrics Strategy Test Design Automation Test execution
- 37. @BagmarAnand Automation – Strategy Next question: What is a good way to automate the above test cases?
- 38. @BagmarAnand Automation – Strategy Next question: What is a good way to automate the above test cases?
- 39. @BagmarAnand Automation – Getting Started Next question: I don't know Selenium. How should I learn?
- 40. @BagmarAnand Automation – Getting Started Next question: I don't know Selenium. How should I learn?
- 41. @BagmarAnand Automation – Getting Started Next question: I don't know Selenium. How should I learn? This answer took some time TestAutomationUniversity (TAU) was missed!
- 42. @BagmarAnand Automation – The 1st Test Next question: Implement the 1st test case using Selenium Java with Junit
- 43. @BagmarAnand Automation – The 1st Test Next question: Implement the 1st test case using Selenium Java with Junit
- 44. @BagmarAnand Automation – The 1st Test Next question: Implement the 1st test case using Selenium Java with Junit
- 45. @BagmarAnand Automation – The 1st Test Next question: Implement the 1st test case using Selenium Java with Junit
- 46. @BagmarAnand Automation – With WebDriverManager Next question: Use WebDriverManager in the above example
- 47. @BagmarAnand Automation – With WebDriverManager Next question: Use WebDriverManager in the above example
- 48. @BagmarAnand Automation – With WebDriverManager Next question: Use WebDriverManager in the above example
- 49. @BagmarAnand Automation – With WebDriverManager Next question: Use WebDriverManager in the above example
- 50. @BagmarAnand Automation – With WebDriverManager Next question: Use WebDriverManager in the above example
- 51. @BagmarAnand Automation – Design Patterns Next question: Implement the above test using Page- Object-Model design pattern
- 52. @BagmarAnand Automation – Design Patterns Next question: Implement the above test using Page- Object-Model design pattern
- 53. @BagmarAnand Automation – Design Patterns Next question: Implement the above test using Page- Object-Model design pattern
- 54. @BagmarAnand Automation – Design Patterns Next question: Implement the above test using Page- Object-Model design pattern
- 55. @BagmarAnand Automation – Design Patterns Next question: Implement the above test using Page- Object-Model design pattern
- 56. @BagmarAnand Automation – Design Patterns Next question: Implement the above test using Page- Object-Model design pattern
- 57. @BagmarAnand Testing – Test Execution • Getting started • The 1st Test • Design patterns • Reporting • Metrics • Test scenarios • Test cases • Test data • Risk • Coverage • Metrics Strategy Test Design Automation Test execution
- 58. @BagmarAnand Test Execution – Reports Next question: How to generate reports and metrics for automated tests?
- 59. @BagmarAnand Test Execution – Reports Next question: How to generate reports and metrics for automated tests?
- 60. @BagmarAnand Test Execution – Reports Next question: How to generate reports and metrics for automated tests?
- 61. @BagmarAnand Test Execution – Reports Next question: How to generate reports and metrics for automated tests? This is not what I was looking for!
- 62. @BagmarAnand Test Execution – Reports Follow-up question: Show an example to generate JunitReports for the automated tests
- 63. @BagmarAnand Test Execution – Reports Follow-up question: Show an example to generate JunitReports for the automated tests
- 64. @BagmarAnand Test Execution – Reports Follow-up question: Show an example to generate JunitReports for the automated tests
- 68. @BagmarAnand Writing code Question asked: Implement code for count- and-say https://leetcode.com/problems/count-and-say/
- 69. @BagmarAnand Writing code Question asked: Implement code for count- and-say https://leetcode.com/problems/count-and-say/
- 70. @BagmarAnand Writing code Question asked: Implement code for count- and-say https://leetcode.com/problems/count-and-say/
- 71. @BagmarAnand Writing code Question asked: Implement code for count- and-say https://leetcode.com/problems/count-and-say/
- 72. @BagmarAnand Writing code Follow-up asked: Give above solution in Java
- 73. @BagmarAnand Writing code Follow-up asked: Give above solution in Java
- 74. @BagmarAnand Writing code Follow-up asked: Give above solution in Java This actually works J
- 75. @BagmarAnand Writing code Follow-up asked: Use proper variable names for above code
- 76. @BagmarAnand Writing code Follow-up asked: Use proper variable names for above code
- 77. @BagmarAnand Writing code Follow-up asked: Use proper variable names in the loops
- 78. @BagmarAnand Writing code Follow-up asked: Use proper variable names in the loops
- 80. @BagmarAnand Refactor code Question asked: Given a link to code in Github, refactor it
- 81. @BagmarAnand Refactor code Question asked: Given a link to code in Github, refactor it
- 82. @BagmarAnand Refactor code Question asked: Given a link to code in Github, refactor it I have not verified the validity of this refactoring
- 83. @BagmarAnand Question asked: Given a snippet of code, refactor it Refactor code
- 84. @BagmarAnand Refactor code Question asked: Given a snippet of code, refactor it
- 85. @BagmarAnand Refactor code Question asked: Given a snippet of code, refactor it
- 86. @BagmarAnand Refactor code Question asked: Given a snippet of code, refactor it
- 87. @BagmarAnand Refactor code Question asked: Given a snippet of code, refactor it Large output pauses abruptly ”continue” proceeds
- 88. @BagmarAnand Refactor code Question asked: Given a snippet of code, refactor it
- 89. @BagmarAnand Complex code Question asked: Given a complex code, asked ChatGPT to refactor the code, and then reduce the complexity
- 90. @BagmarAnand Complex code Question asked: Given a complex code, asked ChatGPT to refactor the code, and then reduce the complexity
- 91. @BagmarAnand Complex code Question asked: Given a complex code, asked ChatGPT to refactor the code, and then reduce the complexity
- 92. @BagmarAnand Complex code Follow-up question: Reduce complexity of above code
- 93. @BagmarAnand Complex code Follow-up question: Reduce complexity of above code
- 95. @BagmarAnand Debugging Question asked: Given a buggy code, fix it
- 96. @BagmarAnand Debugging Question asked: Given a buggy code, fix it
- 97. @BagmarAnand Debugging Question asked: Given a buggy code, fix it
- 98. @BagmarAnand Debugging Question asked: Given a buggy code, fix it Not only fixed the code, ChatGPT also explained the error
- 101. @BagmarAnand Limitations based on my observations • ChatGPT does not know your context – use this as a starting point • Will not work on internal sites • Data privacy could become a huge issue • Will not work for new features that are being developed
- 102. AI tools impacting SDLC
- 103. @BagmarAnand Github Copilot • Github Copilot is not new • It is super helpful to write clean code, and rapidly! • It is helpful to implement product code, as well as automation code • Refer to these links for more information about it: • https://applitools.com/blog/using-github-copilot-to-automate-tests/ • https://applitools.com/event/make-testing-easy-github-copilot/ • https://github.com/features/copilot
- 104. @BagmarAnand Applitools Visual AI Applitools Ultrafast Cloud applitools.info/b8h
- 105. @BagmarAnand Visual AI simplifies functional testing
- 106. @BagmarAnand Visual AI simplifies functional testing
- 107. @BagmarAnand Visual AI handles dynamic content
- 108. @BagmarAnand Visual AI handles dynamic content
- 109. @BagmarAnand Visual AI handles shifting content
- 110. @BagmarAnand Visual AI handles shifting content
- 111. @BagmarAnand Visual AI handles shifting content
- 112. @BagmarAnand Visual AI handles shifting content
- 113. @BagmarAnand Visual AI accelerates cross browser/device testing Capture the entire UI with a single snapshot DOM & CSS sent to Applitools Ultrafast Test Cloud Applitools Eyes Visual AI analysis Ultrafast Grid renders DOM snapshots in parallel Login to Eyes to view test results . Firewall 18.2x faster than traditional cloud execution grids. Applitools Ultrafast Test Cloud
- 114. @BagmarAnand Automation – With Applitools Visual AI Next question: Implement the 1st test case "Verify that the search results match the keywords entered by the user" using Selenium Java with WebDriverManager, Junit and Applitools Ultrafast Grid
- 115. @BagmarAnand Automation – With Applitools Visual AI Next question: Implement the 1st test case "Verify that the search results match the keywords entered by the user" using Selenium Java with WebDriverManager, Junit and Applitools Ultrafast Grid
- 116. @BagmarAnand Automation – With Applitools Visual AI Next question: Implement the 1st test case "Verify that the search results match the keywords entered by the user" using Selenium Java with WebDriverManager, Junit and Applitools Ultrafast Grid
- 117. @BagmarAnand Automation – With Applitools Visual AI Next question: Implement the 1st test case "Verify that the search results match the keywords entered by the user" using Selenium Java with WebDriverManager, Junit and Applitools Ultrafast Grid
- 118. @BagmarAnand Automation – With Applitools Visual AI Next question: Implement the 1st test case "Verify that the search results match the keywords entered by the user" using Selenium Java with WebDriverManager, Junit and Applitools Ultrafast Grid
- 119. @BagmarAnand Automation – With Applitools Visual AI While this is not the complete test, it shows the correct setup of Applitools Next question: Implement the 1st test case "Verify that the search results match the keywords entered by the user" using Selenium Java with WebDriverManager, Junit and Applitools Ultrafast Grid
- 120. @BagmarAnand Automation – With Applitools Visual AI Next question: Implement the 1st test case "Verify that the search results match the keywords entered by the user" using Selenium Java with WebDriverManager, Junit and Applitools Ultrafast Grid
- 121. @BagmarAnand Advantages of AI in Testing • Reduce mundane tasks – let the machine handle it! • Reduce the error prone nature of manual testing • Easier Scaling • Learn new tools & technologies • Make work more interesting
- 122. Potential Pitfalls of AI
- 123. @BagmarAnand Potential pitfalls of AI • Thinking AI will solve all problems! • Results in superficial knowledge • Data Privacy https://twitter.com/ProtonPrivacy/status/1619007351750627342
- 124. Current Sentiment
- 126. @BagmarAnand Are you excited? https://storage.needpix.com/rsynced_images/excited-2681489_1280.jpg https://www.lavorareascuola.it/wp-content/uploads/2020/05/thinking-2681494_960_720.jpg Current Sentiments Or Are you worried?
- 127. Summary • ChatGPT and many other tools in the AI-space are solving very interesting challenges • Understand how to use them in your context • Ask the right question, to get a good answer! • Tools have limitations – choose them wisely • Human mind & experience is “still” the essential ingredient in SDLC
- 128. Some tips for you Use this opportunity to: • Upskill yourself in new tools and technologies • Evolve your thought process • Be creative and use new information to come with unique solutions • Be innovative and learn how to use tools and technologies for different purposes
- 130. And a New Challenge Have you thought of how will you test these new AI tools and technologies?
- 131. HI + AI = SI Human Intelligence + Artificial Intelligence = Super Intelligence
- 133. QUESTIONS? Talk with a Testing Specialist applitools.info/lbd
- 134. TRY APPLITOOLS Try the only truly AI-driven Visual Testing Platform with a free-forever account applitools.info/xm3
- 136. @BagmarAnand Coming in March applitools.info/7mp TAU Conference March 8-9 Let the Engineers Speak March 16
- 137. @BagmarAnand • https://applitools.com/blog/ai-the-magical-helping-hand-in-testing/ • https://applitools.com • https://openai.com/blog/chatgpt/ • https://github.com/features/copilot Resources
- 138. Thank You! Join us in the lounge for additional networking