{"id":4615,"date":"2025-04-22T16:06:17","date_gmt":"2025-04-22T10:36:17","guid":{"rendered":"https:\/\/www.testleaf.com\/blog\/?p=4615"},"modified":"2025-08-25T17:01:53","modified_gmt":"2025-08-25T11:31:53","slug":"traditional-automation-testing-vs-ai-driven-testing","status":"publish","type":"post","link":"https:\/\/www.testleaf.com\/blog\/traditional-automation-testing-vs-ai-driven-testing\/","title":{"rendered":"Traditional Automation Testing vs. AI-Driven Testing"},"content":{"rendered":"<div style=\"margin-top: 0px; margin-bottom: 0px;\" class=\"sharethis-inline-share-buttons\" ><\/div><!--[if lt IE 9]><script>document.createElement('audio');<\/script><![endif]-->\n<audio class=\"wp-audio-shortcode\" id=\"audio-4615-1\" preload=\"none\" style=\"width: 100%;\" controls=\"controls\"><source type=\"audio\/ogg\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/04\/Traditional-Automation-Testing-vs.-AI-Driven-Testing.ogg?_=1\" \/><a href=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/04\/Traditional-Automation-Testing-vs.-AI-Driven-Testing.ogg\">https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/04\/Traditional-Automation-Testing-vs.-AI-Driven-Testing.ogg<\/a><\/audio>\n<h3><\/h3>\n<h3><strong>Introduction<\/strong><\/h3>\n<p>Software testing has evolved significantly, beginning with manual testing that uncovers errors in software applications while assessing their quality. As technology advances, businesses are consistently seeking faster and smarter ways to deliver high-quality applications. Later, automation testing tools came into play, making testing even easier. Now, we observe that Artificial Intelligence (AI) is dominating every industry, leading to a critical transformation in automation and its essentiality.<\/p>\n<p>Let&#8217;s look into the key differences, benefits, and use cases of both approaches, as well as how AI for software testing shapes the future of quality assurance.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_exactly_is_Traditional_Automation_Testing\"><\/span><strong>What exactly is Traditional Automation Testing?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2><div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.testleaf.com\/blog\/traditional-automation-testing-vs-ai-driven-testing\/#What_exactly_is_Traditional_Automation_Testing\" >What exactly is Traditional Automation Testing?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.testleaf.com\/blog\/traditional-automation-testing-vs-ai-driven-testing\/#What_is_AI-driven_testing\" >What is AI-driven testing?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.testleaf.com\/blog\/traditional-automation-testing-vs-ai-driven-testing\/#Key_Differences_bw_Traditional_vs_AI_Testing\" >Key Differences b\/w Traditional vs. AI Testing<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.testleaf.com\/blog\/traditional-automation-testing-vs-ai-driven-testing\/#Advantages_of_AI-Driven_Testing\" >Advantages of AI-Driven Testing<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.testleaf.com\/blog\/traditional-automation-testing-vs-ai-driven-testing\/#Overcoming_Challenges_in_Adopting_AI_for_Software_Testing\" >Overcoming Challenges in Adopting AI for Software Testing<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.testleaf.com\/blog\/traditional-automation-testing-vs-ai-driven-testing\/#Future_of_Software_Testing_with_AI\" >Future of Software Testing with AI<\/a><\/li><\/ul><\/nav><\/div>\n\n<p>The Automation testing system relies on predefined scripts written by the testers to verify the functionality of applications. The most <a href=\"https:\/\/www.testleaf.com\/blog\/top-10-codeless-automation-testing-tools-in-2025\/\">common tools<\/a> used for creating and running test cases are Selenium, QTP\/UFT, and TestNG.<\/p>\n<p><strong>Here are some of the Key Characteristics:<\/strong><\/p>\n<ul>\n<li>Test script that follows specific rules<\/li>\n<li>Requires manual script maintenance<\/li>\n<li>Fixed test scenarios<\/li>\n<li>Limited ability to adapt to changes in UI or logic<\/li>\n<\/ul>\n<p>It is true that traditional automation significantly reduces manual effort, but it is also true that it can become rigid and time-consuming, especially in large, dynamic applications.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_is_AI-driven_testing\"><\/span><strong>What is AI-driven testing?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>AI-driven testing leverages artificial intelligence and machine learning to enhance the testing process. This approach allows smart test generation, self-healing scripts, intelligent bug detection, and predictive analytics.<\/p>\n<p>It is important to note that testers are not replaced by artificial intelligence (AI); it enhances their efficiency by automating repetitive tasks, analyzing test data, and adapting tests as applications change.<\/p>\n<p><strong>Examples of AI applied in Testing:\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/strong><\/p>\n<ul>\n<li>Visual validation through AI<\/li>\n<li>Predictive test selection based on risk<\/li>\n<li>Self-healing locators in UI testing<\/li>\n<li>Natural Language Processing (NLP) for creating tests<\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.testleaf.com\/course\/genai-qa-engineers-training-course.html\"><strong>AI for software testing<\/strong><\/a> has become an essential tool for agile and DevOps projects.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Key_Differences_bw_Traditional_vs_AI_Testing\"><\/span><strong>Key Differences b\/w Traditional vs. AI Testing<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<table>\n<thead>\n<tr>\n<td><strong>Feature<\/strong><\/td>\n<td><strong>Traditional Testing<\/strong><\/td>\n<td><strong>AI-Driven Testing<\/strong><\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>Test Script Creation<\/strong><\/td>\n<td>Test scripts are manually crafted by testers<\/td>\n<td>Test scripts are auto-generated or facilitated by AI<\/td>\n<\/tr>\n<tr>\n<td><strong>Maintenance<\/strong><\/td>\n<td>Maintenance demands are high, particularly with changes to the user interface<\/td>\n<td>Maintenance requirements are minimal, thanks to self-healing capabilities<\/td>\n<\/tr>\n<tr>\n<td><strong>Test Coverage<\/strong><\/td>\n<td>Limited to predefined test cases<\/td>\n<td>Expands using data-driven learning<\/td>\n<\/tr>\n<tr>\n<td><strong>Adaptability<\/strong><\/td>\n<td>Requires <a href=\"https:\/\/www.ibm.com\/docs\/en\/flashsystem-9x00\/8.7.x?topic=su-updating-system-manually\">manual updates<\/a><\/td>\n<td>Dynamically adapts using ML models<\/td>\n<\/tr>\n<tr>\n<td><strong>Speed<\/strong><\/td>\n<td>Slower due to manual steps<\/td>\n<td>Faster with continuous learning<\/td>\n<\/tr>\n<tr>\n<td><strong>Bug Detection<\/strong><\/td>\n<td>Bug detection relies on established assertions.<\/td>\n<td>Predictive &amp; pattern-based anomaly detection<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><a href=\"https:\/\/www.testleaf.com\/all-courses.html\"><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter wp-image-4599 size-full\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/04\/Online-Classes.png\" alt=\"Online Classes\" width=\"2048\" height=\"512\" srcset=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/04\/Online-Classes.png 2048w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/04\/Online-Classes-300x75.png 300w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/04\/Online-Classes-1024x256.png 1024w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/04\/Online-Classes-768x192.png 768w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/04\/Online-Classes-1536x384.png 1536w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/04\/Online-Classes-150x38.png 150w\" sizes=\"(max-width: 2048px) 100vw, 2048px\" \/><\/a><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Advantages_of_AI-Driven_Testing\"><\/span><strong>Advantages of AI-Driven Testing<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><strong style=\"font-size: 16px;\">1. Smart Test Generation<\/strong><\/h3>\n<p>AI tools have the capability to analyze changes in an application, automatically suggesting or even creating new <a href=\"https:\/\/www.testleaf.com\/blog\/is-chatgpt-changing-the-game-in-test-case-writing\/\">test cases<\/a> based on user interactions and past defects.<\/p>\n<h3><strong style=\"font-size: 16px;\">2. Self-Healing Scripts<\/strong><\/h3>\n<p>When the locator for a UI element changes, traditional tests often fail. \u00a0However, AI-driven frameworks such as Testim and Functionize can automatically adjust these selectors, minimising the chances of test failures.<\/p>\n<h3><strong style=\"font-size: 16px;\">3. Improved Test Coverage<\/strong><\/h3>\n<p>Through the analysis of usage data, AI can identify areas of code that are under-tested, allowing for more targeted &amp; effective test suggestions.<\/p>\n<h3><strong style=\"font-size: 16px;\">4. Faster Release Cycles<\/strong><\/h3>\n<p>With <strong>AI for software testing<\/strong>, teams can transition from a reactive approach to a more proactive strategy. This means detecting issues before they affect users, ideal for CI\/CD pipelines.<\/p>\n<h3><strong style=\"font-size: 16px;\">5. Data-Driven Decision Making<\/strong><\/h3>\n<p><a href=\"https:\/\/www.testleaf.com\/blog\/top-10-ai-automation-testing-tools-in-2025\/\">AI tools<\/a> provide intelligent dashboards with insights on test performance, flakiness, and risk areas. This empowers QA teams to make better decisions about their testing processes.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Overcoming_Challenges_in_Adopting_AI_for_Software_Testing\"><\/span><strong>Overcoming Challenges in Adopting AI for Software Testing<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Adopting AI in software testing holds great potential, yet it also presents some challenges that need attention.<\/p>\n<ul>\n<li>Initial setup and tool learning curve<\/li>\n<li>Lack of trust in automated decision-making<\/li>\n<li>Limited support for legacy systems<\/li>\n<li>Cost of advanced AI tools<\/li>\n<\/ul>\n<p>The good news is that these obstacles are gradually being addressed as more open-source and low-code AI solutions become available in the market.<\/p>\n<h3><strong>When to Use Traditional vs. AI Testing?<\/strong><\/h3>\n<h4><strong>Think about using Traditional Automation:<\/strong><\/h4>\n<ul>\n<li>Your application is stable and doesn\u2019t change frequently<\/li>\n<li>You have a mature automation framework<\/li>\n<li>You need full control over scripting<\/li>\n<\/ul>\n<p><strong>Other Recommended Reads: <\/strong><a href=\"https:\/\/www.testleaf.com\/blog\/top-framework-interview-questions\/\">Top Framework Interview Questions<\/a><\/p>\n<h4><strong>On the other hand, consider AI-Driven Testing:<\/strong><\/h4>\n<ul>\n<li>Your product has frequent UI or logic changes<\/li>\n<li>You want to reduce script maintenance<\/li>\n<li>You work in fast-paced agile or DevOps environments<\/li>\n<li>You want to enhance test coverage using analytics<\/li>\n<\/ul>\n<p>Many companies now combine both approaches for maximum test effectiveness.<\/p>\n<p><a href=\"https:\/\/learning.testleaf.com\/genai-webinar-qa?utm_source=blog&amp;utm_medium=Search\"><img decoding=\"async\" class=\"aligncenter wp-image-4464 size-full\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/03\/Babus-Gen-AI-1.png\" alt=\"Babu's Gen AI\" width=\"2048\" height=\"512\" srcset=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/03\/Babus-Gen-AI-1.png 2048w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/03\/Babus-Gen-AI-1-300x75.png 300w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/03\/Babus-Gen-AI-1-1024x256.png 1024w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/03\/Babus-Gen-AI-1-768x192.png 768w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/03\/Babus-Gen-AI-1-1536x384.png 1536w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/03\/Babus-Gen-AI-1-150x38.png 150w\" sizes=\"(max-width: 2048px) 100vw, 2048px\" \/><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Future_of_Software_Testing_with_AI\"><\/span><strong>Future of Software Testing with AI<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>It is predicted that the use of <strong>AI for software testing<\/strong> will continue to grow in 2025 and beyond. We can expect:<\/p>\n<ul>\n<li>Autonomous testing agents that explore apps without scripts<\/li>\n<li>Voice Recognition and NLP-based test case design<\/li>\n<li>AI-led performance and security testing<\/li>\n<li>Enhanced collaborations with robotic process automation (RPA)<\/li>\n<\/ul>\n<p>It will be necessary for testers to upskill in order to work alongside AI-powered tools as these innovations mature.<\/p>\n<h3><strong>Conclusion<\/strong><\/h3>\n<p>Here, it&#8217;s not a matter of which is better anymore- it&#8217;s a matter of how to strategically use both types of testing. Automation testing is a traditional method of controlling and ensuring reliability, but <a href=\"https:\/\/www.testleaf.com\/course\/genai-qa-engineers-training-course.html?utm_source=chatgpt.com\"><strong>AI for software testing<\/strong><\/a> add intelligence, speed, and adaptability that are essential to modern development processes.<\/p>\n<p>To stay on top, it is vital for <a href=\"https:\/\/www.testleaf.com\/blog\/why-qa-professionals-choose-testleafs-playwright-javascript-course-online\/\">QA professionals to continuously upgrade their skills<\/a> and explore AI-powered testing platforms. What\u2019s the best way to tackle this? Sign up for hands-on training programs that blend traditional methods with AI innovations.<\/p>\n<p><strong>Are you prepared to move from manual scripts to smarter testing approaches? Discover how AI is transforming the realm of software testing\u2014let\u2019s dive in today!<\/strong><\/p>\n<h5><strong>We Also Provide Training In:<\/strong><\/h5>\n<ul>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/selenium-automation-certification-training-course.html\"><strong>Advanced Selenium Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/playwright.html\"><strong>Playwright Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/genai-qa-engineers-training-course.html\"><strong>Gen AI Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/aws-cloud-architect-certification-training-course.html\"><strong>AWS Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/rest-api-testing-certification-training-course.html\"><strong>REST API Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/full-stack-developer-certification-training-course.html\"><strong>Full Stack Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/appium-mobile-automation-certification-training-course.html\"><strong>Appium Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/dev-ops-master-certification-training-course.html\"><strong>DevOps Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/apache-jmeter-testing-training-course.html\"><strong>JMeter Performance Training<\/strong><\/a><\/li>\n<\/ul>\n<h6><strong>Author\u2019s Bio<\/strong>:<\/h6>\n<p><img decoding=\"async\" class=\"size-full wp-image-2404 alignleft\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2023\/04\/Untitled-design.png\" sizes=\"(max-width: 250px) 100vw, 250px\" srcset=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2023\/04\/Untitled-design.png 250w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2023\/04\/Untitled-design-150x150.png 150w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2023\/04\/Untitled-design-96x96.png 96w\" alt=\"\" width=\"250\" height=\"250\" \/><\/p>\n<p>As CEO of TestLeaf, I\u2019m dedicated to transforming software testing by empowering individuals with real-world skills and advanced technology. With 24+ years in software engineering, I lead our mission to shape local talent into global software professionals. Join us in redefining the future of test engineering and making a lasting impact in the tech world.<\/p>\n<p><strong>Babu Manickam<\/strong><\/p>\n<p>CEO \u2013 Testleaf<\/p>\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href=\"https:\/\/in.linkedin.com\/in\/babu-manickam\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/07\/linkedin.png\" alt=\"LinkedIn Logo\" width=\"28\" height=\"28\" \/><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Introduction Software testing has evolved significantly, beginning with manual testing that uncovers errors in software applications while assessing their quality. As technology advances, businesses are consistently seeking faster and smarter ways to deliver high-quality applications. Later, automation testing tools came into play, making testing even easier. Now, we observe that Artificial Intelligence (AI) is dominating &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/www.testleaf.com\/blog\/traditional-automation-testing-vs-ai-driven-testing\/\"> <span class=\"screen-reader-text\">Traditional Automation Testing vs. AI-Driven Testing<\/span> Read More &raquo;<\/a><\/p>\n","protected":false},"author":1,"featured_media":4616,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"site-sidebar-layout":"default","site-content-layout":"default","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","footnotes":""},"categories":[474],"tags":[372,476,475],"class_list":["post-4615","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-gen-ai","tag-ai","tag-ai-in-software-testing","tag-gen-ai"],"acf":[],"aioseo_notices":[],"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/posts\/4615","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/comments?post=4615"}],"version-history":[{"count":6,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/posts\/4615\/revisions"}],"predecessor-version":[{"id":6500,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/posts\/4615\/revisions\/6500"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/media\/4616"}],"wp:attachment":[{"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/media?parent=4615"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/categories?post=4615"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/tags?post=4615"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}