{"id":60297,"date":"2025-05-06T15:14:09","date_gmt":"2025-05-06T19:14:09","guid":{"rendered":"https:\/\/app14743.cloudwayssites.com\/?p=60297"},"modified":"2025-08-12T17:37:42","modified_gmt":"2025-08-12T21:37:42","slug":"creating-automated-tests-with-ai","status":"publish","type":"post","link":"https:\/\/app14743.cloudwayssites.com\/blog\/creating-automated-tests-with-ai\/","title":{"rendered":"Creating Automated Tests with AI: How to Use Copilot, Playwright, and Applitools Autonomous"},"content":{"rendered":"\n<p>The excuse &#8220;we don&#8217;t have time to write tests&#8221; doesn\u2019t hold up anymore. AI has reshaped the way teams approach software testing, making it faster, smarter, and more accessible than ever. Tools like GitHub Copilot, ChatGPT, and Applitools Autonomous can generate reliable automated tests without slowing down your development flow.<\/p>\n\n\n\n<p>If you\u2019ve ever struggled with limited testing resources or hesitated to adopt AI-enhanced workflows, now is the perfect time to embrace AI-powered testing.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-how-github-copilot-helps-accelerate-unit-test-creation\"><strong><strong>How GitHub Copilot Helps Accelerate Unit Test Creation<\/strong><\/strong><\/h2>\n\n\n\n<p>GitHub Copilot can dramatically speed up unit test creation. It can generate unit tests directly in your editor with a single prompt. For example, typing &#8220;create unit tests for Hello.tsx&#8221; in VS Code can instantly produce <a href=\"https:\/\/app14743.cloudwayssites.com\/solutions\/functional-testing\/\" target=\"_blank\" rel=\"noreferrer noopener\">functional test<\/a> cases using React Testing Library.<\/p>\n\n\n\n<p>While Copilot\u2019s first drafts were impressive\u2014correctly using accessible locators and matching key UI elements\u2014it\u2019s important to note that AI-generated tests often require slight refinements.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<h3 class=\"wp-block-heading\" id=\"h-expecting-a-one-shot-from-ai-is-probably-unrealistic-but-in-my-experience-it-gets-you-pretty-darn-close\"><strong>Expecting a one-shot from AI is probably unrealistic\u2014but in my experience, it gets you pretty darn close.<\/strong><\/h3>\n<\/blockquote>\n\n\n\n<p>Copilot typically picks up on your dependencies, infers structure, and outputs readable, executable tests. If the results aren\u2019t perfect, for instance, using fragile selectors or inconsistent naming, you can quickly iterate. Adjusting your prompt often resolves these issues. In many cases, reprompting is faster than manual edits.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"Creating Automated Tests with AI\u2014Copilot&#039;s Smart Dependency Analysis\" width=\"1160\" height=\"653\" src=\"https:\/\/www.youtube.com\/embed\/TRmdePfk5I0?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>Accessible locators and consistent naming can be enforced through clearer prompting or by storing preferences in a centralized configuration file<\/p>\n\n\n\n<p>The key? Good prompts make a big difference. Prompting Copilot to use best practices, like favoring accessible selectors, resulted in much cleaner and more reliable output.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-taking-testing-further-with-playwright-and-copilot\"><strong><strong>Taking Testing Further with Playwright and Copilot<\/strong><\/strong><\/h2>\n\n\n\n<p>Beyond unit tests, AI can support end-to-end testing for full user flows. Using Copilot with a framework like Playwright, you can prompt test generation by simply referencing a live URL and desired interactions.<\/p>\n\n\n\n<p>For example, pointing Copilot to a public demo app like TodoMVC and requesting end-to-end tests will often result in tests for adding, completing, deleting, and filtering tasks\u2014all without writing code manually.<\/p>\n\n\n\n<p>To further improve coverage, ChatGPT can help by generating a requirements document for the app. This doc acts as a guide to ensure tests align with expected behaviors.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong><strong>The better the input we provide the LLM, the better output we\u2019re likely to get. A requirements doc is a really important piece of input.<\/strong><\/strong><\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"Creating Automated Tests with AI\u2014Requirements in LLM\" width=\"1160\" height=\"653\" src=\"https:\/\/www.youtube.com\/embed\/o4vNtMZ59ZQ?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>Once the requirements are defined, you can direct the AI to use them when generating tests, producing more complete and targeted coverage. Just remember to include your preferences for things like locator strategy and naming conventions in your prompt or project config.<\/p>\n\n\n\n<p>The message is clear: Combining ChatGPT and Copilot creates a powerful AI-assisted workflow for test generation. This approach cuts down on manual scripting while improving test depth.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-boosting-end-to-end-testing-with-applitools-autonomous\"><strong><strong>Boosting End-to-End Testing with Applitools Autonomous<\/strong><\/strong><\/h2>\n\n\n\n<p><a href=\"https:\/\/app14743.cloudwayssites.com\/platform\/autonomous\/\" target=\"_blank\" rel=\"noreferrer noopener\">Applitools Autonomous<\/a> handles creating automated tests with AI differently. Instead of writing code or interacting with the DOM, you provide a URL, and the system automatically scans the app. It generates visual and functional tests and organizes results into a centralized dashboard.<\/p>\n\n\n\n<p>Highlights of what Autonomous can do include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Crawl an entire application from just a URL and automatically generate visual and functional tests<br><\/li>\n\n\n\n<li>Use plain English commands to create, edit, and validate tests (no coding needed)<br><\/li>\n\n\n\n<li>Validate UI, behavior, and API responses in one workflow<br><\/li>\n\n\n\n<li>Capture dynamic data like confirmation IDs, verify API responses, and support parameterization without code<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"Creating Automated Tests with AI\u2014Functional Testing with Applitools Autonomous\" width=\"1160\" height=\"653\" src=\"https:\/\/www.youtube.com\/embed\/KB2vAGKJeew?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>Unlike traditional recording tools, Autonomous intelligently builds stable, scalable tests while seamlessly validating across browsers. It even flags hidden 404 errors\u2014showcasing the tool\u2019s ability to catch issues early.<\/p>\n\n\n\n<p>Another key point is that anyone, regardless of technical background, can create sophisticated tests using natural language. At the same time, it maintains the depth and flexibility senior developers demand.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-key-takeaways-for-modern-testing-workflows\"><strong><strong>Key Takeaways for Modern Testing Workflows<\/strong><\/strong><\/h2>\n\n\n\n<p>Today&#8217;s AI software testing tools are designed for real-world developer needs:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Copilot accelerates<\/strong> unit and E2E test creation with natural language prompts.<\/li>\n\n\n\n<li><strong>ChatGPT fills documentation gaps<\/strong> by drafting requirements for better test coverage.<\/li>\n\n\n\n<li><strong>Applitools Autonomous redefines E2E testing<\/strong>, combining visual validation and functional flows\u2014from UI to visual to API\u2014and plain-English test authoring. It integrates these into a single, no-install SaaS platform.<\/li>\n<\/ul>\n\n\n\n<p>AI doesn\u2019t replace the tester&#8217;s critical thinking \u2014 it augments your workflow, helping you focus on improving test quality, not just checking boxes.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-in-summary\"><strong>In Summary<\/strong>&#8230;<\/h2>\n\n\n\n<p>The landscape of automated testing is still evolving. With tools like Copilot, ChatGPT, and Applitools Autonomous, building and maintaining high-quality automated tests no longer has to be a slow, painful process. Whether you&#8217;re a front-end engineer, QA lead, or tech manager, adopting AI-powered workflows will free up your team\u2019s time. It will increase your confidence in releases and bring better quality to every sprint.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<h3 class=\"wp-block-heading\" id=\"h-want-to-learn-more-about-how-to-create-automated-tests-with-ai-watch-the-full-session-on-demand-to-see-in-depth-demos\">\ud83c\udfa5 <strong>Want to learn more about how to create automated tests with AI? <\/strong><a href=\"https:\/\/app14743.cloudwayssites.com\/resources\/webinars\/creating-automated-tests-with-ai\/\"><strong>Watch the full session on demand<\/strong><\/a><strong> to see in-depth demos.<\/strong><\/h3>\n<\/blockquote>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group pt-none pb-none\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading\" id=\"h-quick-answers\">Quick Answers<\/h2>\n\n\n\n<div class=\"schema-faq wp-block-yoast-faq-block\"><div class=\"schema-faq-section\" id=\"faq-question-1731025092682\"><strong class=\"schema-faq-question\"><strong><strong>Can AI tools write reliable end-to-end tests?<\/strong><\/strong><\/strong> <p class=\"schema-faq-answer\">Absolutely. AI-powered tools make end-to-end (E2E) testing faster and more comprehensive:<br\/><br\/>&#8211; <strong>GitHub Copilot<\/strong> can generate E2E tests in Playwright by simply referencing a live app URL and describing the intended user interactions\u2014like adding or deleting tasks in a to-do app.<br\/>&#8211; <strong>ChatGPT<\/strong> strengthens the process by drafting a <strong>requirements document<\/strong> based on app functionality, which guides test creation and ensures behavior-driven coverage.<br\/>&#8211; <strong>Applitools Autonomous<\/strong> takes it a step further by auto-generating both <strong>visual and functional E2E tests<\/strong> from a single URL\u2014no code required. It scans the application, creates tests based on real user flows, and validates UI and API responses. The platform also supports natural language test commands, making advanced E2E testing accessible even to non-developers.<br\/><br\/>Together, these tools create a robust, AI-enhanced workflow that minimizes manual scripting and maximizes test depth, speed, and reliability.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1743520358943\"><strong class=\"schema-faq-question\"><strong>What are the benefits of combining Copilot, ChatGPT, and Applitools Autonomous?<\/strong><\/strong> <p class=\"schema-faq-answer\">Combining these tools creates a powerful AI testing stack:<br\/><br\/>&#8211; <strong>Copilot<\/strong> quickly builds unit and E2E tests.<br\/>&#8211; <strong>ChatGPT<\/strong> generates requirements for better planning.<br\/>&#8211; <strong>Applitools Autonomous<\/strong> adds full-scale, no-code testing with visual validation.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1743520472527\"><strong class=\"schema-faq-question\"><strong>Are AI-generated tests accurate and ready for production?<\/strong><\/strong> <p class=\"schema-faq-answer\">AI-generated tests are often surprisingly close to production-ready. However, minor refinements\u2014such as improving selector stability or renaming variables\u2014are typically needed. Clear prompts and centralized configuration files help standardize and improve output.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1743520381825\"><strong class=\"schema-faq-question\"><strong><strong><strong>How does Applitools Autonomous automate test creation without coding?<\/strong><\/strong><\/strong><\/strong> <p class=\"schema-faq-answer\">Applitools Autonomous auto-generates functional and visual tests by crawling your app from a provided URL. It supports natural language commands, verifies UI and API responses, and doesn\u2019t require code, making it ideal for both technical and non-technical users. <a href=\"https:\/\/auth.applitools.com\/users\/register?app=autonomous\">Teams can try it out for free right here<\/a>.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1743520454459\"><strong class=\"schema-faq-question\"><strong>How can AI-powered testing tools fit into agile development workflows?<\/strong><\/strong> <p class=\"schema-faq-answer\">AI-powered tools integrate smoothly into agile workflows by:<br\/><br\/>&#8211; Speeding up test creation.<br\/>&#8211; Reducing technical debt from manual scripting.<br\/>&#8211; Enabling continuous validation during CI\/CD.<br\/>&#8211; Freeing up developers to focus on improving coverage and quality rather than writing repetitive tests.<\/p> <\/div> <\/div>\n\n\n\n<div class=\"wp-block-group pb-none pt-none\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<style>\n.schema-faq-section { \n  background: white;\n  margin: 1rem 0;\n  border: 2px solid rgba(0, 0, 0, 0.13);\n  border-radius: 10px;\n  box-shadow: 2px 2px 6px 2px rgba(0, 0, 0, 0.03);\n}\n.schema-faq-question{\n  cursor: pointer;\n  display: flex;\n  align-items: center;\n  transition: opacity ease 0.25s;\n  padding: 1rem;\n  color: var(--wp--preset--color--primary);\n  font-size: var(--wp--preset--font-size-large);\n}\n.schema-faq-question:hover {\n  color: var(--wp--preset--color--secondary);\n}\n.schema-faq-question:after{\n  width: 16px;\n  height: 20px;\n  display: inline-block;\n  margin-left: auto;\n  margin-right: 5px;\n  vertical-align: top;\n  color: inherit;\n  content: \"+\";\n}\n.schema-faq-question.expanded:after{\n  content: \"-\";\n}\n.schema-faq-question:hover{\n  opacity: 0.75;\n}\n.schema-faq-answer{\n  padding: 0 1rem 1rem 1rem;\n  display: none;\n}\n.schema-faq-answer.default{\n  display: block;\n}\n.editor-styles-wrapper .schema-faq-question {\n  cursor: text;\n}\n.editor-styles-wrapper .schema-faq-answer {\n  display: block; \n}\n<\/style>\n\n\n\n<script>\njQuery(function($){var yoast={accordion:function(){var isAnimating=!1;$(\".schema-faq-section\").find(\".schema-faq-question\").click(function(event){event.stopPropagation();if(isAnimating)return;isAnimating=!0;var answer=$(this).nextAll(\".schema-faq-answer\").eq(0);answer.slideToggle(250,function(){$(this).toggleClass(\"expanded\");$(this).prev(\".schema-faq-question\").toggleClass(\"expanded\");isAnimating=!1});$(\".schema-faq-answer\").not(answer).slideUp(\"fast\",function(){$(this).removeClass(\"expanded\");$(this).prev(\".schema-faq-question\").removeClass(\"expanded\")})})}};yoast.accordion()});\n<\/script>\n<\/div><\/div>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Not all AI testing is the same. This post breaks down the differences between assisted, augmented, and autonomous models\u2014so you can scale automation with the right tools, at the right time.<\/p>\n","protected":false},"author":8,"featured_media":60309,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[10002,16867,10558],"tags":[17268,17257,16706,16991,16608,17276,10152,10192,12967],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v24.5 (Yoast SEO v24.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Creating Automated Tests with AI for Efficiency - AI-Powered End-to-End Testing | Applitools<\/title>\n<meta name=\"description\" content=\"Learn how creating automated tests with AI can streamline your development process and enhance end-to-end testing efficiency.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/app14743.cloudwayssites.com\/blog\/creating-automated-tests-with-ai\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Creating Automated Tests with AI: How to Use Copilot, Playwright, and Applitools Autonomous\" \/>\n<meta property=\"og:description\" content=\"Not all AI testing is the same. 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