{"id":10049,"date":"2026-04-16T17:02:42","date_gmt":"2026-04-16T11:32:42","guid":{"rendered":"https:\/\/www.testleaf.com\/blog\/?p=10049"},"modified":"2026-04-16T17:03:48","modified_gmt":"2026-04-16T11:33:48","slug":"ai-software-testing-tutorial-2026","status":"publish","type":"post","link":"https:\/\/www.testleaf.com\/blog\/ai-software-testing-tutorial-2026\/","title":{"rendered":"AI in Software Testing Tutorial (2026): A Practical Guide for Modern QA Teams"},"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-10049-1\" preload=\"none\" style=\"width: 100%;\" controls=\"controls\"><source type=\"audio\/mpeg\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/AI-in-Software-Testing-Tutorial-2026.mp3?_=1\" \/><a href=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/AI-in-Software-Testing-Tutorial-2026.mp3\">https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/AI-in-Software-Testing-Tutorial-2026.mp3<\/a><\/audio>\n<p data-start=\"180\" data-end=\"240\">Most QA teams think they\u2019re keeping up with modern software.<\/p>\n<p data-start=\"242\" data-end=\"254\">They\u2019re not.<\/p>\n<p data-start=\"256\" data-end=\"550\">Release cycles are faster, systems are more complex, and automation alone is no longer enough. Test suites pass, but bugs still reach production. This gap exists because traditional testing focuses on execution\u2014not intelligence. That\u2019s exactly where AI in software testing is changing the game.<\/p>\n<h2 data-section-id=\"igz3v8\" data-start=\"270\" data-end=\"288\"><span class=\"ez-toc-section\" id=\"Key_Takeaways\"><\/span><strong>Key Takeaways<\/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\/ai-software-testing-tutorial-2026\/#Key_Takeaways\" >Key Takeaways<\/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\/ai-software-testing-tutorial-2026\/#What_Is_AI_in_Software_Testing\" >What Is AI in Software 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\/ai-software-testing-tutorial-2026\/#Why_QA_Teams_Need_AI_Modern_Problems\" >Why QA Teams Need AI (Modern Problems)<\/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\/ai-software-testing-tutorial-2026\/#How_AI_in_Testing_Works_Step-by-Step\" >How AI in Testing Works (Step-by-Step)<\/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\/ai-software-testing-tutorial-2026\/#Types_of_AI_in_Testing\" >Types of AI in 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\/ai-software-testing-tutorial-2026\/#Core_Applications_of_AI_in_Software_Testing\" >Core Applications of AI in Software Testing<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.testleaf.com\/blog\/ai-software-testing-tutorial-2026\/#AI_Testing_Tools_for_Modern_QA\" >AI Testing Tools for Modern QA<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.testleaf.com\/blog\/ai-software-testing-tutorial-2026\/#Traditional_Testing_vs_AI_in_Software_Testing\" >Traditional Testing vs AI in Software Testing<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.testleaf.com\/blog\/ai-software-testing-tutorial-2026\/#Real-World_Use_Cases_of_AI_in_QA\" >Real-World Use Cases of AI in QA<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.testleaf.com\/blog\/ai-software-testing-tutorial-2026\/#Challenges_of_AI_in_Software_Testing\" >Challenges of AI in Software Testing<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.testleaf.com\/blog\/ai-software-testing-tutorial-2026\/#The_Future_of_QA\" >The Future of QA<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.testleaf.com\/blog\/ai-software-testing-tutorial-2026\/#Who_Should_Learn_AI_in_Testing\" >Who Should Learn AI in Testing?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.testleaf.com\/blog\/ai-software-testing-tutorial-2026\/#FAQs\" >FAQs<\/a><\/li><\/ul><\/nav><\/div>\n\n<ul data-start=\"289\" data-end=\"606\">\n<li data-section-id=\"xx5qhd\" data-start=\"289\" data-end=\"381\">AI in software testing helps QA teams move from execution to intelligent decision-making<\/li>\n<li data-section-id=\"5mmtvp\" data-start=\"382\" data-end=\"455\">Modern QA challenges require data-driven, adaptive testing approaches<\/li>\n<li data-section-id=\"1c5v4al\" data-start=\"456\" data-end=\"524\">AI improves defect detection, test prioritization, and debugging<\/li>\n<li data-section-id=\"132cyzs\" data-start=\"525\" data-end=\"606\">The future of QA is not automation alone, but intelligent quality engineering<\/li>\n<\/ul>\n<p data-start=\"631\" data-end=\"843\"><a href=\"https:\/\/www.testleaf.com\/blog\/ai-software-testing-tutorial-2026\/\">AI in software testing<\/a> uses machine learning and data-driven systems to improve test creation, execution, analysis, and optimization. It helps QA teams build faster, more reliable, and scalable testing workflows.<\/p>\n<h2 data-section-id=\"1i2g9cs\" data-start=\"850\" data-end=\"884\"><span class=\"ez-toc-section\" id=\"What_Is_AI_in_Software_Testing\"><\/span><strong>What Is AI in Software Testing?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p data-start=\"886\" data-end=\"1115\">AI in software testing refers to the use of machine learning and intelligent systems to improve how testing is performed. Instead of relying only on predefined scripts, AI systems analyze data, learn patterns, and make decisions.<\/p>\n<p data-start=\"1117\" data-end=\"1304\">In traditional testing, every test case is manually designed and maintained. In <a href=\"https:\/\/www.testleaf.com\/blog\/ai-driven-testing-agile-workflows\/\">AI-driven testing<\/a>, systems assist by suggesting test cases, detecting failures, and identifying risk areas.<\/p>\n<p data-start=\"1306\" data-end=\"1412\">This makes testing more adaptive and efficient, especially for modern applications that change frequently.<\/p>\n<p data-start=\"1306\" data-end=\"1412\"><strong>Popular Articles:<\/strong> <a href=\"https:\/\/www.testleaf.com\/blog\/top-30-playwright-interview-questions-and-answers-2025-updated-guide\/\">playwright interview questions<\/a><\/p>\n<h2 data-section-id=\"1c4k4d5\" data-start=\"1419\" data-end=\"1460\"><span class=\"ez-toc-section\" id=\"Why_QA_Teams_Need_AI_Modern_Problems\"><\/span><strong>Why QA Teams Need AI (Modern Problems)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p data-start=\"1462\" data-end=\"1495\">Software development has evolved.<\/p>\n<p data-start=\"1497\" data-end=\"1634\">Applications are released faster, built with microservices, and updated continuously. But QA processes have not evolved at the same pace.<\/p>\n<p data-start=\"1636\" data-end=\"1669\">Teams face real problems such as:<\/p>\n<ul data-start=\"1670\" data-end=\"1806\">\n<li data-section-id=\"1ju0ldd\" data-start=\"1670\" data-end=\"1704\">Flaky tests that fail randomly<\/li>\n<li data-section-id=\"vk8ufr\" data-start=\"1705\" data-end=\"1732\">High maintenance effort<\/li>\n<li data-section-id=\"zrrl9c\" data-start=\"1733\" data-end=\"1766\">Slow feedback cycles in <a href=\"https:\/\/www.testleaf.com\/blog\/stage-by-stage-ci-cd-pipeline-dev-qa-preprod-prod\/\">CI\/CD<\/a><\/li>\n<li data-section-id=\"14y9051\" data-start=\"1767\" data-end=\"1806\">Increasing complexity in automation<\/li>\n<\/ul>\n<p data-start=\"1808\" data-end=\"1859\">Traditional testing struggles to handle this scale.<\/p>\n<p data-start=\"1861\" data-end=\"2004\">This is where <strong data-start=\"1875\" data-end=\"1902\">AI for software testing<\/strong> becomes important. It helps teams reduce noise, detect issues early, and focus on meaningful testing.<\/p>\n<p data-start=\"2006\" data-end=\"2080\">The goal is not to replace testers, but to support better decision-making.<\/p>\n<p data-start=\"2006\" data-end=\"2080\"><a href=\"https:\/\/ai-master-class.testleaf.com\/?utm_source=GenAI_Webinar&amp;utm_medium=Organic&amp;utm_campaign=GenAI_Webinar\"><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter wp-image-8828 size-full\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/Gen-AI-Masterclass.png\" alt=\"Gen AI Masterclass\" width=\"2048\" height=\"512\" srcset=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/Gen-AI-Masterclass.png 2048w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/Gen-AI-Masterclass-300x75.png 300w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/Gen-AI-Masterclass-1024x256.png 1024w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/Gen-AI-Masterclass-768x192.png 768w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/Gen-AI-Masterclass-1536x384.png 1536w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/Gen-AI-Masterclass-150x38.png 150w\" sizes=\"(max-width: 2048px) 100vw, 2048px\" \/><\/a><\/p>\n<h2 data-section-id=\"bj4q9w\" data-start=\"1956\" data-end=\"1997\"><span class=\"ez-toc-section\" id=\"How_AI_in_Testing_Works_Step-by-Step\"><\/span><strong>How AI in Testing Works (Step-by-Step)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p data-start=\"1999\" data-end=\"2059\">AI in testing is not magic. It follows a structured process:<\/p>\n<h3 data-section-id=\"1fmwp0f\" data-start=\"2061\" data-end=\"2085\"><strong>1. Data Collection<\/strong><\/h3>\n<p data-start=\"2086\" data-end=\"2115\">AI systems collect data from:<\/p>\n<ul data-start=\"2116\" data-end=\"2199\">\n<li data-section-id=\"iccy0m\" data-start=\"2116\" data-end=\"2142\">Test execution results<\/li>\n<li data-section-id=\"qecnie\" data-start=\"2143\" data-end=\"2162\">Logs and traces<\/li>\n<li data-section-id=\"1wtxr4v\" data-start=\"2163\" data-end=\"2181\">Defect history<\/li>\n<li data-section-id=\"676np1\" data-start=\"2182\" data-end=\"2199\">User behavior<\/li>\n<\/ul>\n<h3 data-section-id=\"iuqbxi\" data-start=\"2201\" data-end=\"2226\"><strong>2. Pattern Learning<\/strong><\/h3>\n<p data-start=\"2227\" data-end=\"2281\">Machine learning models analyze this data to identify:<\/p>\n<ul data-start=\"2282\" data-end=\"2338\">\n<li data-section-id=\"jj4177\" data-start=\"2282\" data-end=\"2302\">Failure patterns<\/li>\n<li data-section-id=\"8j63tb\" data-start=\"2303\" data-end=\"2317\">Risk areas<\/li>\n<li data-section-id=\"1i5c9to\" data-start=\"2318\" data-end=\"2338\">Test instability<\/li>\n<\/ul>\n<h3 data-section-id=\"fy92jj\" data-start=\"2340\" data-end=\"2379\"><strong>3. Prediction and Decision-Making<\/strong><\/h3>\n<p data-start=\"2380\" data-end=\"2414\">Based on learned patterns, AI can:<\/p>\n<ul data-start=\"2415\" data-end=\"2476\">\n<li data-section-id=\"1cz668j\" data-start=\"2415\" data-end=\"2434\">Predict defects<\/li>\n<li data-section-id=\"15n25w0\" data-start=\"2435\" data-end=\"2455\">Prioritize tests<\/li>\n<li data-section-id=\"zg7tf4\" data-start=\"2456\" data-end=\"2476\">Detect anomalies<\/li>\n<\/ul>\n<h3 data-section-id=\"1flwu1\" data-start=\"2478\" data-end=\"2509\"><strong>4. Continuous Improvement<\/strong><\/h3>\n<p data-start=\"2510\" data-end=\"2611\">The system improves over time as more data becomes available, making testing smarter with each cycle.<\/p>\n<p data-start=\"2510\" data-end=\"2611\"><img decoding=\"async\" class=\"aligncenter size-full wp-image-10052\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-in-testing-works-step-by-step.webp\" alt=\"Infographic showing how AI in testing works step by step, including data collection, pattern learning, prediction and decision-making, and continuous improvement in software testing.\" width=\"1920\" height=\"1080\" srcset=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-in-testing-works-step-by-step.webp 1920w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-in-testing-works-step-by-step-300x169.webp 300w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-in-testing-works-step-by-step-1024x576.webp 1024w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-in-testing-works-step-by-step-768x432.webp 768w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-in-testing-works-step-by-step-1536x864.webp 1536w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-in-testing-works-step-by-step-150x84.webp 150w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/><\/p>\n<h2 data-section-id=\"1alumqm\" data-start=\"2087\" data-end=\"2112\"><span class=\"ez-toc-section\" id=\"Types_of_AI_in_Testing\"><\/span><strong>Types of AI in Testing<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p data-start=\"2114\" data-end=\"2185\"><a href=\"https:\/\/www.testleaf.com\/course\/genai-qa-engineers-training-course.html?utm_source=blog_post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>AI in testing<\/strong><\/a> is not a single concept. It includes multiple approaches:<\/p>\n<h3 data-section-id=\"1lwt9gh\" data-start=\"2187\" data-end=\"2215\"><strong>1. Supervised Learning<\/strong><\/h3>\n<p data-start=\"2216\" data-end=\"2324\">Uses labeled data to predict outcomes.<br data-start=\"2254\" data-end=\"2257\" \/>Example: Predicting whether a test will fail based on past results.<\/p>\n<h3 data-section-id=\"169ujfd\" data-start=\"2331\" data-end=\"2361\"><strong>2. Unsupervised Learning<\/strong><\/h3>\n<p data-start=\"2362\" data-end=\"2464\">Finds patterns in unlabeled data.<br data-start=\"2395\" data-end=\"2398\" \/>Example: Detecting anomalies in test execution or system behavior.<\/p>\n<h3 data-section-id=\"kb8ugg\" data-start=\"2471\" data-end=\"2502\"><strong>3. Reinforcement Learning<\/strong><\/h3>\n<p data-start=\"2503\" data-end=\"2613\">Learns from actions and outcomes over time.<br data-start=\"2546\" data-end=\"2549\" \/>Example: Optimizing test execution strategies based on feedback.<\/p>\n<p data-start=\"2620\" data-end=\"2687\">Each type plays a role in making testing smarter and more adaptive.<\/p>\n<p data-start=\"2620\" data-end=\"2687\"><strong>Don\u2019t Miss Out:<\/strong> <a href=\"https:\/\/www.testleaf.com\/blog\/highest-paying-companies-in-india-2026\/\">Highest paying companies in india<\/a><\/p>\n<h2 data-section-id=\"6u2nc\" data-start=\"2618\" data-end=\"2664\"><span class=\"ez-toc-section\" id=\"Core_Applications_of_AI_in_Software_Testing\"><\/span><strong>Core Applications of AI in Software Testing<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 data-section-id=\"12x463d\" data-start=\"2666\" data-end=\"2692\"><strong>1. Defect Prediction<\/strong><\/h3>\n<p data-start=\"2693\" data-end=\"2834\">AI analyzes past defects and code changes to identify high-risk areas. This helps <a href=\"https:\/\/www.testleaf.com\/blog\/top-ai-testing-tools-for-functional-testing-2026\/\">QA teams<\/a> focus their testing efforts where it matters most.<\/p>\n<h3 data-section-id=\"1q6wqxm\" data-start=\"2841\" data-end=\"2870\"><strong>2. Flaky Test Detection<\/strong><\/h3>\n<p data-start=\"2871\" data-end=\"2980\">AI identifies unstable tests by analyzing inconsistent execution patterns. This improves trust in automation.<\/p>\n<h3 data-section-id=\"lmmnw\" data-start=\"2987\" data-end=\"3020\"><strong>3. Test Case Prioritization<\/strong><\/h3>\n<p data-start=\"3021\" data-end=\"3127\">AI ensures that the most critical tests run first, reducing execution time and improving CI\/CD efficiency.<\/p>\n<h3 data-section-id=\"6gtfda\" data-start=\"3134\" data-end=\"3159\">4. Failure Analysis<\/h3>\n<p data-start=\"3160\" data-end=\"3285\">AI classifies failures into categories such as product issues, environment problems, or test errors, reducing debugging time.<\/p>\n<h3 data-section-id=\"1bbiq3j\" data-start=\"3292\" data-end=\"3315\"><strong>5. Visual Testing<\/strong><\/h3>\n<p data-start=\"3316\" data-end=\"3399\">AI detects UI changes and visual inconsistencies that traditional testing may miss.<\/p>\n<p data-start=\"3316\" data-end=\"3399\"><img decoding=\"async\" class=\"aligncenter size-full wp-image-10051\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/Core-Applications-of-AI-in-software-testing.webp\" alt=\"Infographic showing core applications of AI in software testing, including defect prediction, flaky test detection, test case prioritization, failure analysis, and visual testing.\" width=\"1920\" height=\"1080\" srcset=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/Core-Applications-of-AI-in-software-testing.webp 1920w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/Core-Applications-of-AI-in-software-testing-300x169.webp 300w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/Core-Applications-of-AI-in-software-testing-1024x576.webp 1024w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/Core-Applications-of-AI-in-software-testing-768x432.webp 768w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/Core-Applications-of-AI-in-software-testing-1536x864.webp 1536w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/Core-Applications-of-AI-in-software-testing-150x84.webp 150w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/><\/p>\n<h2 data-section-id=\"izawmc\" data-start=\"3290\" data-end=\"3323\"><span class=\"ez-toc-section\" id=\"AI_Testing_Tools_for_Modern_QA\"><\/span><strong>AI Testing Tools for Modern QA<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p data-start=\"3325\" data-end=\"3378\">AI in testing is supported by a combination of tools:<\/p>\n<h3 data-section-id=\"r4ghw5\" data-start=\"3380\" data-end=\"3396\"><strong>Playwright<\/strong><\/h3>\n<p data-start=\"3397\" data-end=\"3482\">Modern <a href=\"https:\/\/www.testleaf.com\/blog\/playwright-or-cypress-a-complete-guide-to-choosing-the-right-automation-tool\/\">automation tool<\/a> with strong reliability, auto-waits, and performance insights.<\/p>\n<h3 data-section-id=\"16q186e\" data-start=\"3484\" data-end=\"3498\"><strong>Selenium<\/strong><\/h3>\n<p data-start=\"3499\" data-end=\"3563\">Flexible and widely used, especially in enterprise environments.<\/p>\n<h3 data-section-id=\"1yzul25\" data-start=\"3565\" data-end=\"3586\"><strong>Testim and mabl<\/strong><\/h3>\n<p data-start=\"3587\" data-end=\"3658\">AI-driven platforms that reduce maintenance and improve test stability.<\/p>\n<h3 data-section-id=\"fflts9\" data-start=\"3660\" data-end=\"3676\"><strong>Applitools<\/strong><\/h3>\n<p data-start=\"3677\" data-end=\"3728\">Visual <a href=\"https:\/\/www.testleaf.com\/blog\/future-job-skills-you-need-for-a-career-in-ai-testing\/\">AI testing<\/a> for detecting UI inconsistencies.<\/p>\n<p data-start=\"3730\" data-end=\"3812\">The key is not choosing one tool, but building a system where tools work together.<\/p>\n<p data-start=\"3730\" data-end=\"3812\"><strong>Further Reading:<\/strong> <a href=\"https:\/\/www.testleaf.com\/blog\/epam-interview-questions-with-answers\/\">Epam interview questions<\/a><\/p>\n<h2 data-start=\"3730\" data-end=\"3812\"><span class=\"ez-toc-section\" id=\"Traditional_Testing_vs_AI_in_Software_Testing\"><\/span><strong>Traditional Testing vs AI in Software Testing<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<table>\n<thead>\n<tr>\n<th>Aspect<\/th>\n<th>Traditional Testing<\/th>\n<th>AI in Testing<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Approach<\/td>\n<td>Rule-based<\/td>\n<td>Data-driven<\/td>\n<\/tr>\n<tr>\n<td>Execution<\/td>\n<td>Fixed<\/td>\n<td>Adaptive<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/en.wikipedia.org\/wiki\/Defect_detector\">Defect Detection<\/a><\/td>\n<td>Reactive<\/td>\n<td>Predictive<\/td>\n<\/tr>\n<tr>\n<td>Maintenance<\/td>\n<td>Manual<\/td>\n<td>Reduced with AI<\/td>\n<\/tr>\n<tr>\n<td>Decision Making<\/td>\n<td>Human-only<\/td>\n<td>AI-assisted<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2 data-section-id=\"i5c31e\" data-start=\"3819\" data-end=\"3854\"><span class=\"ez-toc-section\" id=\"Real-World_Use_Cases_of_AI_in_QA\"><\/span><strong>Real-World Use Cases of AI in QA<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p data-start=\"3856\" data-end=\"3935\">AI in software testing is not theoretical. It is already used in real projects.<\/p>\n<p data-start=\"3937\" data-end=\"3957\">QA teams use AI for:<\/p>\n<ul data-start=\"3958\" data-end=\"4144\">\n<li data-section-id=\"1lci4m8\" data-start=\"3958\" data-end=\"3995\">Optimizing regression test suites<\/li>\n<li data-section-id=\"k1bz53\" data-start=\"3996\" data-end=\"4040\">Detecting performance issues in UI flows<\/li>\n<li data-section-id=\"1m5raio\" data-start=\"4041\" data-end=\"4080\">Improving CI\/CD pipeline efficiency<\/li>\n<li data-section-id=\"oi61ym\" data-start=\"4081\" data-end=\"4108\">Reducing debugging time<\/li>\n<li data-section-id=\"1bryff2\" data-start=\"4109\" data-end=\"4144\">Enhancing <a href=\"https:\/\/www.testleaf.com\/blog\/how-to-setup-selenium-grid-for-cross-browser-testing\/\">cross-browser testing<\/a><\/li>\n<\/ul>\n<p data-start=\"4146\" data-end=\"4254\">For example, instead of running all tests, AI helps run only the most relevant ones based on recent changes.<\/p>\n<p data-start=\"4256\" data-end=\"4299\">This saves time and improves release speed.<\/p>\n<h2 data-section-id=\"17yg6zu\" data-start=\"4306\" data-end=\"4345\"><span class=\"ez-toc-section\" id=\"Challenges_of_AI_in_Software_Testing\"><\/span><strong>Challenges of AI in Software Testing<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p data-start=\"4347\" data-end=\"4385\">AI is powerful, but it is not perfect.<\/p>\n<p data-start=\"4387\" data-end=\"4413\"><a href=\"https:\/\/www.testleaf.com\/blog\/5-easy-tips-and-tricks-to-resolving-common-selenium-challenges\/\">Common challenges<\/a> include:<\/p>\n<ul data-start=\"4415\" data-end=\"4606\">\n<li data-section-id=\"k2q9me\" data-start=\"4415\" data-end=\"4463\">Poor data quality leads to wrong predictions<\/li>\n<li data-section-id=\"1b0dsqp\" data-start=\"4464\" data-end=\"4515\">Over-reliance on AI can reduce human validation<\/li>\n<li data-section-id=\"ap3d6w\" data-start=\"4516\" data-end=\"4555\">AI-generated tests may lack context<\/li>\n<li data-section-id=\"vmx9t1\" data-start=\"4556\" data-end=\"4606\">Implementation requires strategy and expertise<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-10053\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/Common-challenges-of-AI-in-software-testing.webp\" alt=\"Infographic showing common challenges of AI in software testing, including poor data quality, over-reliance on AI, lack of context in AI-generated tests, and need for strategy and expertise.\" width=\"1920\" height=\"1080\" srcset=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/Common-challenges-of-AI-in-software-testing.webp 1920w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/Common-challenges-of-AI-in-software-testing-300x169.webp 300w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/Common-challenges-of-AI-in-software-testing-1024x576.webp 1024w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/Common-challenges-of-AI-in-software-testing-768x432.webp 768w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/Common-challenges-of-AI-in-software-testing-1536x864.webp 1536w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/Common-challenges-of-AI-in-software-testing-150x84.webp 150w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/><\/p>\n<p data-start=\"4608\" data-end=\"4669\">AI works best when combined with strong testing fundamentals.<\/p>\n<h2 data-section-id=\"6l5y8\" data-start=\"4676\" data-end=\"4695\"><span class=\"ez-toc-section\" id=\"The_Future_of_QA\"><\/span><strong>The Future of QA<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p data-start=\"4697\" data-end=\"4738\">The future of QA is not about more tests.<\/p>\n<p data-start=\"4740\" data-end=\"4768\">It is about smarter testing.<\/p>\n<p data-start=\"4770\" data-end=\"4790\">AI will continue to:<\/p>\n<ul data-start=\"4791\" data-end=\"4874\">\n<li data-section-id=\"12v85ab\" data-start=\"4791\" data-end=\"4821\">Improve predictive testing<\/li>\n<li data-section-id=\"1o7maqm\" data-start=\"4822\" data-end=\"4846\">Reduce manual effort<\/li>\n<li data-section-id=\"18j4heg\" data-start=\"4847\" data-end=\"4874\">Enhance decision-making<\/li>\n<\/ul>\n<p data-start=\"4876\" data-end=\"4906\"><a href=\"https:\/\/www.testleaf.com\/blog\/regression-vs-classification-in-machine-learning-2026-guide\/\">QA engineers<\/a> will evolve into:<\/p>\n<ul data-start=\"4907\" data-end=\"4980\">\n<li data-section-id=\"1wx5tru\" data-start=\"4907\" data-end=\"4930\">Quality strategists<\/li>\n<li data-section-id=\"6b0u43\" data-start=\"4931\" data-end=\"4956\">Automation architects<\/li>\n<li data-section-id=\"1qj5t8x\" data-start=\"4957\" data-end=\"4980\">AI-assisted testers<\/li>\n<\/ul>\n<p data-start=\"4982\" data-end=\"5034\">The focus will shift from execution to intelligence.<\/p>\n<h2 data-section-id=\"15xmsoe\" data-start=\"5041\" data-end=\"5075\"><span class=\"ez-toc-section\" id=\"Who_Should_Learn_AI_in_Testing\"><\/span><strong>Who Should Learn AI in Testing?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p data-start=\"5077\" data-end=\"5105\">This tutorial is useful for:<\/p>\n<ul data-start=\"5106\" data-end=\"5200\">\n<li data-section-id=\"cq4xoy\" data-start=\"5106\" data-end=\"5122\">QA engineers<\/li>\n<li data-section-id=\"1cwi4l\" data-start=\"5123\" data-end=\"5145\">Automation testers<\/li>\n<li data-section-id=\"1btrfvh\" data-start=\"5146\" data-end=\"5155\"><a href=\"https:\/\/www.testleaf.com\/blog\/sdet-role-responsibilities-and-salary-comparison-india-vs-abroad-2025-guide\/\">SDETs<\/a><\/li>\n<li data-section-id=\"8efvtm\" data-start=\"5156\" data-end=\"5175\">Test architects<\/li>\n<li data-section-id=\"llwh0x\" data-start=\"5176\" data-end=\"5200\">Engineering managers<\/li>\n<\/ul>\n<p data-start=\"5202\" data-end=\"5255\">who want to stay relevant in modern software testing.<\/p>\n<h3 data-section-id=\"qydd1w\" data-start=\"5529\" data-end=\"5545\"><strong>Final Thought<\/strong><\/h3>\n<p data-start=\"5547\" data-end=\"5585\">AI in software testing is not a trend.<\/p>\n<p data-start=\"5587\" data-end=\"5625\">It is a shift in how quality is built.<\/p>\n<p data-start=\"5627\" data-end=\"5687\">The real value of <strong data-start=\"5645\" data-end=\"5662\">AI in testing<\/strong> is not automation alone.<\/p>\n<p data-start=\"5689\" data-end=\"5712\">It is better decisions.<\/p>\n<p data-start=\"5714\" data-end=\"5735\">Because in <a href=\"https:\/\/en.wikipedia.org\/wiki\/Quality_assurance\">modern QA<\/a>:<\/p>\n<p data-start=\"5737\" data-end=\"5776\">Testing is not just about finding bugs.<\/p>\n<p data-start=\"5778\" data-end=\"5810\">It is about building confidence.<\/p>\n<h2 data-start=\"5778\" data-end=\"5810\"><span class=\"ez-toc-section\" id=\"FAQs\"><\/span><strong>FAQs<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\t<div class=\"tlfaq\" id=\"tlfaq-f9eea248-7d93-4349-b732-1fefd892c43e\"\n\t     data-single-open=\"0\">\n\t\t\n\t\t<div class=\"tlfaq__items\" role=\"region\" aria-label=\"FAQ\">\n\t\t\t\t\t\t\t<details class=\"tlfaq__item\"  id=\"tlfaq-f9eea248-7d93-4349-b732-1fefd892c43e-0\">\n\t\t\t\t\t<summary class=\"tlfaq__question\">\n\t\t\t\t\t\t<span class=\"tlfaq__qtext\">What is AI in software testing?<\/span>\n\t\t\t\t\t\t<span class=\"tlfaq__icon\" aria-hidden=\"true\"><\/span>\n\t\t\t\t\t<\/summary>\n\t\t\t\t\t<div class=\"tlfaq__answer\">\n\t\t\t\t\t\t<br \/>\nAI in software testing is the use of machine learning and intelligent systems to improve test creation, execution, defect prediction, and failure analysis, making testing faster and more efficient.<br \/>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/details>\n\t\t\t\t\t\t\t\t<details class=\"tlfaq__item\"  id=\"tlfaq-f9eea248-7d93-4349-b732-1fefd892c43e-1\">\n\t\t\t\t\t<summary class=\"tlfaq__question\">\n\t\t\t\t\t\t<span class=\"tlfaq__qtext\">How is AI used in software testing?<\/span>\n\t\t\t\t\t\t<span class=\"tlfaq__icon\" aria-hidden=\"true\"><\/span>\n\t\t\t\t\t<\/summary>\n\t\t\t\t\t<div class=\"tlfaq__answer\">\n\t\t\t\t\t\t<br \/>\nAI is used in software testing for defect prediction, flaky test detection, test prioritization, visual testing, and failure analysis to improve testing speed and accuracy.<br \/>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/details>\n\t\t\t\t\t\t\t\t<details class=\"tlfaq__item\"  id=\"tlfaq-f9eea248-7d93-4349-b732-1fefd892c43e-2\">\n\t\t\t\t\t<summary class=\"tlfaq__question\">\n\t\t\t\t\t\t<span class=\"tlfaq__qtext\">What are the benefits of AI in testing?<\/span>\n\t\t\t\t\t\t<span class=\"tlfaq__icon\" aria-hidden=\"true\"><\/span>\n\t\t\t\t\t<\/summary>\n\t\t\t\t\t<div class=\"tlfaq__answer\">\n\t\t\t\t\t\t<br \/>\nThe benefits include faster defect detection, reduced flaky tests, smarter test execution, improved debugging, and data-driven decision-making.<br \/>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/details>\n\t\t\t\t\t\t\t\t<details class=\"tlfaq__item\"  id=\"tlfaq-f9eea248-7d93-4349-b732-1fefd892c43e-3\">\n\t\t\t\t\t<summary class=\"tlfaq__question\">\n\t\t\t\t\t\t<span class=\"tlfaq__qtext\">Can AI replace software testers?<\/span>\n\t\t\t\t\t\t<span class=\"tlfaq__icon\" aria-hidden=\"true\"><\/span>\n\t\t\t\t\t<\/summary>\n\t\t\t\t\t<div class=\"tlfaq__answer\">\n\t\t\t\t\t\t<br \/>\nNo, AI cannot replace software testers. It supports them by improving efficiency and insights, while human expertise remains essential for strategy and validation.<br \/>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/details>\n\t\t\t\t\t\t\t\t<details class=\"tlfaq__item\"  id=\"tlfaq-f9eea248-7d93-4349-b732-1fefd892c43e-4\">\n\t\t\t\t\t<summary class=\"tlfaq__question\">\n\t\t\t\t\t\t<span class=\"tlfaq__qtext\">What tools are used in AI for software testing?<\/span>\n\t\t\t\t\t\t<span class=\"tlfaq__icon\" aria-hidden=\"true\"><\/span>\n\t\t\t\t\t<\/summary>\n\t\t\t\t\t<div class=\"tlfaq__answer\">\n\t\t\t\t\t\t<br \/>\nCommon tools include Playwright, Selenium, Testim, mabl, and Applitools, which help automate and enhance testing workflows using AI capabilities.<br \/>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/details>\n\t\t\t\t\t\t<\/div>\n\n\t\t\t<\/div>\n\t\n<p>&nbsp;<\/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?utm_source=blog_post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>Advanced Selenium Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/playwright.html?utm_source=blog-post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>Playwright Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/genai-qa-engineers-training-course.html?utm_source=blog-post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>Gen AI Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/aws-cloud-architect-certification-training-course.html?utm_source=blog-post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>AWS Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/rest-api-testing-certification-training-course.html?utm_source=blog-post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>REST API Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/full-stack-developer-certification-training-course.html?utm_source=blog-post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>Full Stack Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/appium-mobile-automation-certification-training-course.html?utm_source=blog-post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>Appium Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/dev-ops-master-certification-training-course.html?utm_source=blog-post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>DevOps Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/apache-jmeter-testing-training-course.html?utm_source=blog-post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>JMeter Performance Training<\/strong><\/a><\/li>\n<\/ul>\n<h6><strong>Author\u2019s Bio<\/strong>:<\/h6>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-6744 size-full alignleft\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/09\/Kadhir.png\" sizes=\"(max-width: 200px) 100vw, 200px\" srcset=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/09\/Kadhir.png 200w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/09\/Kadhir-150x150.png 150w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/09\/Kadhir-96x96.png 96w\" alt=\"Kadhir\" width=\"200\" height=\"200\" \/><\/p>\n<p>Content Writer at Testleaf, specializing in SEO-driven content for test automation, software development, and cybersecurity. I turn complex technical topics into clear, engaging stories that educate, inspire, and drive digital transformation.<\/p>\n<p><strong>Ezhirkadhir Raja<\/strong><\/p>\n<p>Content Writer \u2013 Testleaf<\/p>\n<p><a href=\"http:\/\/linkedin.com\/in\/ezhirkadhir\" 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>Most QA teams think they\u2019re keeping up with modern software. They\u2019re not. Release cycles are faster, systems are more complex, and automation alone is no longer enough. Test suites pass, but bugs still reach production. This gap exists because traditional testing focuses on execution\u2014not intelligence. That\u2019s exactly where AI in software testing is changing the &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/www.testleaf.com\/blog\/ai-software-testing-tutorial-2026\/\"> <span class=\"screen-reader-text\">AI in Software Testing Tutorial (2026): A Practical Guide for Modern QA Teams<\/span> Read More &raquo;<\/a><\/p>\n","protected":false},"author":1,"featured_media":10054,"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":[775],"tags":[372,945,476,954,477,799,43],"class_list":["post-10049","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-ai","tag-ai-and-ml","tag-ai-in-software-testing","tag-ai-in-testing","tag-ai-testing","tag-ai-tools","tag-software-testing"],"acf":[],"aioseo_notices":[],"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/posts\/10049","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=10049"}],"version-history":[{"count":3,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/posts\/10049\/revisions"}],"predecessor-version":[{"id":10057,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/posts\/10049\/revisions\/10057"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/media\/10054"}],"wp:attachment":[{"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/media?parent=10049"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/categories?post=10049"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/tags?post=10049"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}