{"id":9887,"date":"2026-04-06T15:54:55","date_gmt":"2026-04-06T10:24:55","guid":{"rendered":"https:\/\/www.testleaf.com\/blog\/?post_type=web-story&#038;p=9887"},"modified":"2026-04-06T15:54:55","modified_gmt":"2026-04-06T10:24:55","slug":"how-ai-improves-test-case-generation","status":"publish","type":"web-story","link":"https:\/\/www.testleaf.com\/blog\/web-stories\/how-ai-improves-test-case-generation\/","title":{"rendered":"How AI Improves Test Case Generation"},"content":{"rendered":"<p><html amp=\"\" lang=\"en\"><head><meta charSet=\"utf-8\"\/><meta name=\"viewport\" content=\"width=device-width,minimum-scale=1,initial-scale=1\"\/><script async=\"\" src=\"https:\/\/cdn.ampproject.org\/v0.js\"><\/script><script async=\"\" src=\"https:\/\/cdn.ampproject.org\/v0\/amp-story-1.0.js\" custom-element=\"amp-story\"><\/script><link href=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation.jpg\" rel=\"preload\" as=\"image\"\/>\n<style amp-boilerplate=\"\">body{-webkit-animation:-amp-start 8s steps(1,end) 0s 1 normal both;-moz-animation:-amp-start 8s steps(1,end) 0s 1 normal both;-ms-animation:-amp-start 8s steps(1,end) 0s 1 normal both;animation:-amp-start 8s steps(1,end) 0s 1 normal both}@-webkit-keyframes -amp-start{from{visibility:hidden}to{visibility:visible}}@-moz-keyframes -amp-start{from{visibility:hidden}to{visibility:visible}}@-ms-keyframes -amp-start{from{visibility:hidden}to{visibility:visible}}@-o-keyframes -amp-start{from{visibility:hidden}to{visibility:visible}}@keyframes -amp-start{from{visibility:hidden}to{visibility:visible}}<\/style>\n<p><noscript><\/p>\n<style amp-boilerplate=\"\">body{-webkit-animation:none;-moz-animation:none;-ms-animation:none;animation:none}<\/style>\n<p><\/noscript><\/p>\n<style amp-custom=\"\">\n              h1, h2, h3 { font-weight: normal; }<\/p>\n<p>              amp-story-page {\n                background-color: #131516;\n              }<\/p>\n<p>              amp-story-grid-layer {\n                overflow: visible;\n              }<\/p>\n<p>              @media (max-aspect-ratio: 9 \/ 16)  {\n                @media (min-aspect-ratio: 320 \/ 678) {\n                  amp-story-grid-layer.grid-layer {\n                    margin-top: calc((100% \/ 0.5625 - 100% \/ 0.6666666666666666) \/ 2);\n                  }\n                }\n              }<\/p>\n<p>              @media not all and (min-resolution:.001dpcm) {\n                @media {\n                  p.text-wrapper > span {\n                    font-size: calc(100% - 0.5px);\n                  }\n                }\n              }<\/p>\n<p>              .page-fullbleed-area,\n              .page-background-overlay-area {\n                position: absolute;\n                overflow: hidden;\n                width: 100%;\n                left: 0;\n                height: calc(1.1851851851851851 * 100%);\n                top: calc((1 - 1.1851851851851851) * 100% \/ 2);\n              }<\/p>\n<p>              .element-overlay-area {\n                position: absolute;\n                width: 100%;\n                height: 100%;\n                top: 0;\n                left: 0;\n              }<\/p>\n<p>              .page-safe-area {\n                overflow: visible;\n                position: absolute;\n                top: 0;\n                bottom: 0;\n                left: 0;\n                right: 0;\n                width: 100%;\n                height: calc(0.84375 * 100%);\n                margin: auto 0;\n              }<\/p>\n<p>              .mask {\n                position: absolute;\n                overflow: hidden;\n              }<\/p>\n<p>              .fill {\n                position: absolute;\n                top: 0;\n                left: 0;\n                right: 0;\n                bottom: 0;\n                margin: 0;\n              }<\/p>\n<p>              @media (prefers-reduced-motion: no-preference) {\n                .animation-wrapper {\n                  opacity: var(--initial-opacity);\n                  transform: var(--initial-transform);\n                }\n              }<\/p>\n<p>              amp-story-grid-layer.align-bottom {\n                align-content: end;\n                padding: 0;\n                \/*\n                  AMP CTA Layer will exactly occupy 74px regardless of any device.\n                  To space out captions 74px from the BOTTOM (AMP CTA Layer),\n                  74px from the TOP should also be spaced out and thus: 2 * 74px\n                  will be the desired max-height.\n                *\/\n                max-height: calc(100vh - (2 * 74px));\n              }<\/p>\n<p>              .captions-area {\n                padding: 0 32px 0;\n              }<\/p>\n<p>              amp-story-captions {\n                margin-bottom: 16px;\n                text-align: center;\n              }<\/p>\n<p>              amp-story-audio-sticker {\n                height: 100%;\n              }<\/p>\n<p>              .audio-sticker {\n                font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen-Sans, Ubuntu, Cantarell, 'Helvetica Neue', sans-serif;\n              }\n              <\/style>\n<p><meta name=\"web-stories-replace-head-start\"\/><title>How AI Improves Test Case Generation<\/title><link rel=\"canonical\" href=\"https:\/\/www.testleaf.com\/blog\/?post_type=web-story&amp;p=9887\"\/><meta name=\"web-stories-replace-head-end\"\/><\/head><body><amp-story standalone=\"\" publisher=\"Testleaf\" publisher-logo-src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2022\/05\/favicon.png\" title=\"How AI Improves Test Case Generation\" poster-portrait-src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/cropped-How-AI-Improves-Test-Case-Generation.jpg\"><amp-story-page id=\"833ffec3-29ad-49c4-ab45-9694de4dda31\" auto-advance-after=\"7s\"><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#dcefeb\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-53b35977-8188-4d30-8b87-3026a5653573\">\n<div style=\"position:absolute;width:100%;height:100%;left:0%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation.jpg\" alt=\"How AI Improves Test Case Generation\" srcSet=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation.jpg 720w,https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-576x1024.jpg 576w,https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-169x300.jpg 169w,https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-150x267.jpg 150w\" sizes=\"(min-width: 1024px) 45vh, 100vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\"><\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-page-outlink layout=\"nodisplay\" cta-image=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2022\/05\/favicon-300x300.png\"><a href=\"https:\/\/www.testleaf.com\/blog\/how-ai-improves-test-case-generation-without-replacing-qa-thinking\/?utm_source=Web_Story&amp;utm_medium=Organic&amp;utm_campaign=Web_Story\" rel=\"\">Learn more<\/a><\/amp-story-page-outlink><\/amp-story-page><amp-story-page id=\"f4180a5a-8464-4d95-85d5-ab5e448e6adb\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-5dc8f0b3-6484-4a63-beee-6bf6747a43ad [data-leaf-element=\\\"true\\\"]\",\"keyframes\":{\"transform\":[\"translate(0%, 0%) scale(1.5)\",\"translate(0%, 0%) scale(1)\"]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#e8f2f5\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div id=\"anim-5dc8f0b3-6484-4a63-beee-6bf6747a43ad\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-0fdeed41-2375-4d84-9956-4059ef076b3d\">\n<div style=\"position:absolute;width:100%;height:100%;left:0%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-1.jpg\" alt=\"How AI Improves Test Case Generation (1)\" srcSet=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-1.jpg 720w,https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-1-576x1024.jpg 576w,https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-1-169x300.jpg 169w,https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-1-150x267.jpg 150w\" sizes=\"(min-width: 1024px) 45vh, 100vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\"><\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"5f5d2ad4-400c-4496-8ab3-1e3f317d328c\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-f719b9d9-a262-4e60-a20d-2a31e73125de [data-leaf-element=\\\"true\\\"]\",\"keyframes\":{\"transform\":[\"translate(0%, 0%) scale(1.5)\",\"translate(0%, 0%) scale(1)\"]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#e9f3f5\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div id=\"anim-f719b9d9-a262-4e60-a20d-2a31e73125de\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-628ced02-3943-4e41-a2a7-6cf9e560b2d6\">\n<div style=\"position:absolute;width:100%;height:100%;left:0%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-2.jpg\" alt=\"How AI Improves Test Case Generation (2)\" srcSet=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-2.jpg 720w,https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-2-576x1024.jpg 576w,https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-2-169x300.jpg 169w,https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-2-150x267.jpg 150w\" sizes=\"(min-width: 1024px) 45vh, 100vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\"><\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"660280e9-d481-4c6f-99da-6871c8ef63d6\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-45ff6b21-e6b4-455c-b834-7b0c771c6ca9 [data-leaf-element=\\\"true\\\"]\",\"keyframes\":{\"transform\":[\"translate(0%, 0%) scale(1.5)\",\"translate(0%, 0%) scale(1)\"]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#e7f2f2\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div id=\"anim-45ff6b21-e6b4-455c-b834-7b0c771c6ca9\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-3716f51a-ad7d-40ab-9385-a7c2e04533d3\">\n<div style=\"position:absolute;width:100%;height:100%;left:0%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-3.jpg\" alt=\"How AI Improves Test Case Generation (3)\" srcSet=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-3.jpg 720w,https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-3-576x1024.jpg 576w,https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-3-169x300.jpg 169w,https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-3-150x267.jpg 150w\" sizes=\"(min-width: 1024px) 45vh, 100vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\"><\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"e415f765-88ac-4052-9c81-455888b5d0e4\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-5c514310-c5fb-4752-a686-0605c9e614dd [data-leaf-element=\\\"true\\\"]\",\"keyframes\":{\"transform\":[\"translate(0%, 0%) scale(1.5)\",\"translate(0%, 0%) scale(1)\"]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#e0f2ef\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div id=\"anim-5c514310-c5fb-4752-a686-0605c9e614dd\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-956a1c61-9faf-4b2a-9328-603a8302a603\">\n<div style=\"position:absolute;width:100%;height:100%;left:0%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-4.jpg\" alt=\"How AI Improves Test Case Generation (4)\" srcSet=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-4.jpg 720w,https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-4-576x1024.jpg 576w,https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-4-169x300.jpg 169w,https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-4-150x267.jpg 150w\" sizes=\"(min-width: 1024px) 45vh, 100vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\"><\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><amp-story-page id=\"76c7ccc7-ad59-4cc9-90e4-1f811ebe9310\" auto-advance-after=\"7s\"><amp-story-animation layout=\"nodisplay\" trigger=\"visibility\"><script type=\"application\/json\">[{\"selector\":\"#anim-78155416-3614-481b-a9d9-894e3ed0ef0a [data-leaf-element=\\\"true\\\"]\",\"keyframes\":{\"transform\":[\"translate(0%, 0%) scale(1.5)\",\"translate(0%, 0%) scale(1)\"]},\"delay\":0,\"duration\":2000,\"easing\":\"cubic-bezier(.3,0,.55,1)\",\"fill\":\"forwards\"}]<\/script><\/amp-story-animation><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\" style=\"background-color:#e2f3ee\">\n<div class=\"page-safe-area\">\n<div style=\"position:absolute;pointer-events:none;left:0;top:-9.25926%;width:100%;height:118.51852%;opacity:1\">\n<div id=\"anim-78155416-3614-481b-a9d9-894e3ed0ef0a\" class=\"animation-wrapper\" style=\"width:100%;height:100%;display:block;position:absolute;top:0;left:0\">\n<div style=\"pointer-events:initial;width:100%;height:100%;display:block;position:absolute;top:0;left:0;z-index:0\" class=\"mask\" id=\"el-5698e303-3d0b-4cb2-b3f8-9f520211f93f\">\n<div style=\"position:absolute;width:100%;height:100%;left:0%;top:0%\" data-leaf-element=\"true\"><amp-img layout=\"fill\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-5.jpg\" alt=\"How AI Improves Test Case Generation (5)\" srcSet=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-5.jpg 720w,https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-5-576x1024.jpg 576w,https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-5-169x300.jpg 169w,https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-5-150x267.jpg 150w\" sizes=\"(min-width: 1024px) 45vh, 100vw\" disable-inline-width=\"true\"><\/amp-img><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><\/amp-story-grid-layer><amp-story-grid-layer template=\"vertical\" aspect-ratio=\"412:618\" class=\"grid-layer\"><\/p>\n<div class=\"page-fullbleed-area\">\n<div class=\"page-safe-area\"><\/div>\n<\/div>\n<p><\/amp-story-grid-layer><\/amp-story-page><\/amp-story><\/body><\/html><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Discover how AI improves test case generation by speeding up drafts, expanding scenarios, and enhancing consistency\u2014while QA thinking ensures risk coverage, accuracy, and real-world validation.<\/p>\n","protected":false},"author":1,"featured_media":9894,"template":"","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":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","web_stories_publisher_logo":161,"web_stories_poster":[],"web_stories_products":[],"footnotes":""},"web_story_category":[],"web_story_tag":[],"class_list":["post-9887","web-story","type-web-story","status-publish","has-post-thumbnail","hentry"],"aioseo_notices":[],"amp_enabled":false,"story_data":{"version":47,"pages":[{"elements":[{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"x":48,"y":0,"width":330,"height":586,"mask":{"type":"rectangle"},"isBackground":true,"type":"image","id":"53b35977-8188-4d30-8b87-3026a5653573","scale":100,"focalX":50,"focalY":50,"resource":{"type":"image","mimeType":"image\/jpeg","width":720,"height":1280,"sizes":{"medium":{"file":"How-AI-Improves-Test-Case-Generation-169x300.jpg","width":169,"height":300,"filesize":11858,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-169x300.jpg"},"large":{"file":"How-AI-Improves-Test-Case-Generation-576x1024.jpg","width":576,"height":1024,"filesize":70353,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-576x1024.jpg"},"thumbnail":{"file":"How-AI-Improves-Test-Case-Generation-150x150.jpg","width":150,"height":150,"filesize":6315,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-150x150.jpg"},"rpg_gallery_admin_thumb":{"file":"How-AI-Improves-Test-Case-Generation-150x150.jpg","width":150,"height":150,"filesize":6315,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-150x150.jpg"},"rpg_gallery_thumb":{"file":"How-AI-Improves-Test-Case-Generation-150x150.jpg","width":150,"height":150,"filesize":6315,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-150x150.jpg"},"web-stories-poster-portrait":{"file":"How-AI-Improves-Test-Case-Generation-640x853.jpg","width":640,"height":853,"filesize":70890,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-640x853.jpg"},"web-stories-publisher-logo":{"file":"How-AI-Improves-Test-Case-Generation-96x96.jpg","width":96,"height":96,"filesize":3255,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-96x96.jpg"},"web-stories-thumbnail":{"file":"How-AI-Improves-Test-Case-Generation-150x267.jpg","width":150,"height":267,"filesize":9585,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-150x267.jpg"},"full":{"file":"How-AI-Improves-Test-Case-Generation.jpg","width":720,"height":1280,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation.jpg"}},"isPlaceholder":false,"isExternal":false,"needsProxy":false,"baseColor":"#dcefeb","blurHash":"ULO;b#~qMyTH,uSdI.$+^,Md?IM{rsV@tkrs","creationDate":"2026-04-06T10:22:09","src":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation.jpg","id":9893,"alt":"How AI Improves Test Case Generation","local":false,"provider":"local"}}],"backgroundColor":{"color":{"r":255,"g":255,"b":255}},"id":"833ffec3-29ad-49c4-ab45-9694de4dda31","defaultBackgroundElement":{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"x":1,"y":1,"width":1,"height":1,"mask":{"type":"rectangle"},"isBackground":true,"isDefaultBackground":true,"type":"shape","id":"01e29f8c-8021-441a-9c4b-987c0c4f431c"},"animations":[],"pageAttachment":{"url":"https:\/\/www.testleaf.com\/blog\/how-ai-improves-test-case-generation-without-replacing-qa-thinking\/?utm_source=Web_Story&utm_medium=Organic&utm_campaign=Web_Story","icon":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2022\/05\/favicon-300x300.png","needsProxy":false}},{"elements":[{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"x":48,"y":0,"width":330,"height":586,"mask":{"type":"rectangle"},"isBackground":true,"type":"image","id":"0fdeed41-2375-4d84-9956-4059ef076b3d","scale":100,"focalX":50,"focalY":50,"resource":{"type":"image","mimeType":"image\/jpeg","width":720,"height":1280,"sizes":{"medium":{"file":"How-AI-Improves-Test-Case-Generation-1-169x300.jpg","width":169,"height":300,"filesize":11345,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-1-169x300.jpg"},"large":{"file":"How-AI-Improves-Test-Case-Generation-1-576x1024.jpg","width":576,"height":1024,"filesize":76026,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-1-576x1024.jpg"},"thumbnail":{"file":"How-AI-Improves-Test-Case-Generation-1-150x150.jpg","width":150,"height":150,"filesize":5589,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-1-150x150.jpg"},"rpg_gallery_admin_thumb":{"file":"How-AI-Improves-Test-Case-Generation-1-150x150.jpg","width":150,"height":150,"filesize":5589,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-1-150x150.jpg"},"rpg_gallery_thumb":{"file":"How-AI-Improves-Test-Case-Generation-1-150x150.jpg","width":150,"height":150,"filesize":5589,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-1-150x150.jpg"},"web-stories-poster-portrait":{"file":"How-AI-Improves-Test-Case-Generation-1-640x853.jpg","width":640,"height":853,"filesize":69375,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-1-640x853.jpg"},"web-stories-publisher-logo":{"file":"How-AI-Improves-Test-Case-Generation-1-96x96.jpg","width":96,"height":96,"filesize":2809,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-1-96x96.jpg"},"web-stories-thumbnail":{"file":"How-AI-Improves-Test-Case-Generation-1-150x267.jpg","width":150,"height":267,"filesize":9490,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-1-150x267.jpg"},"full":{"file":"How-AI-Improves-Test-Case-Generation-1.jpg","width":720,"height":1280,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-1.jpg"}},"isPlaceholder":false,"isExternal":false,"needsProxy":false,"baseColor":"#e8f2f5","blurHash":"UMQ0,P%2~CbG$#aykBbG=fR*ELoMoIs:R*WV","creationDate":"2026-04-06T10:22:06","src":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-1.jpg","id":9888,"alt":"How AI Improves Test Case Generation (1)","local":false,"provider":"local"}}],"backgroundColor":{"color":{"r":255,"g":255,"b":255}},"id":"f4180a5a-8464-4d95-85d5-ab5e448e6adb","defaultBackgroundElement":{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"x":1,"y":1,"width":1,"height":1,"mask":{"type":"rectangle"},"isBackground":true,"isDefaultBackground":true,"type":"shape","id":"99fdfb9f-5c8f-4908-a1b2-e5700ba57425"},"animations":[{"id":"77ece126-fda0-443d-b941-1ec8b4f34cd7","type":"effect-background-zoom","zoomDirection":"scaleOut","duration":2000,"delay":0,"targets":["0fdeed41-2375-4d84-9956-4059ef076b3d"]}]},{"elements":[{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"scale":100,"focalX":50,"focalY":50,"resource":{"type":"image","mimeType":"image\/jpeg","width":720,"height":1280,"sizes":{"medium":{"file":"How-AI-Improves-Test-Case-Generation-2-169x300.jpg","width":169,"height":300,"filesize":11269,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-2-169x300.jpg"},"large":{"file":"How-AI-Improves-Test-Case-Generation-2-576x1024.jpg","width":576,"height":1024,"filesize":72752,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-2-576x1024.jpg"},"thumbnail":{"file":"How-AI-Improves-Test-Case-Generation-2-150x150.jpg","width":150,"height":150,"filesize":5700,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-2-150x150.jpg"},"rpg_gallery_admin_thumb":{"file":"How-AI-Improves-Test-Case-Generation-2-150x150.jpg","width":150,"height":150,"filesize":5700,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-2-150x150.jpg"},"rpg_gallery_thumb":{"file":"How-AI-Improves-Test-Case-Generation-2-150x150.jpg","width":150,"height":150,"filesize":5700,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-2-150x150.jpg"},"web-stories-poster-portrait":{"file":"How-AI-Improves-Test-Case-Generation-2-640x853.jpg","width":640,"height":853,"filesize":73274,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-2-640x853.jpg"},"web-stories-publisher-logo":{"file":"How-AI-Improves-Test-Case-Generation-2-96x96.jpg","width":96,"height":96,"filesize":3039,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-2-96x96.jpg"},"web-stories-thumbnail":{"file":"How-AI-Improves-Test-Case-Generation-2-150x267.jpg","width":150,"height":267,"filesize":9389,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-2-150x267.jpg"},"full":{"file":"How-AI-Improves-Test-Case-Generation-2.jpg","width":720,"height":1280,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-2.jpg"}},"isPlaceholder":false,"isExternal":false,"needsProxy":false,"baseColor":"#e9f3f5","blurHash":"U6Qmei-n}_tP^ijJt5Sd^lt2SvsWw[oeoLWU","creationDate":"2026-04-06T10:22:07","src":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-2.jpg","id":9889,"alt":"How AI Improves Test Case Generation (2)","local":false,"provider":"local"},"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"x":48,"y":0,"width":330,"height":586,"mask":{"type":"rectangle"},"isBackground":true,"id":"628ced02-3943-4e41-a2a7-6cf9e560b2d6","type":"image"}],"backgroundColor":{"color":{"r":255,"g":255,"b":255}},"animations":[{"id":"e424a0e1-6cf3-4dff-b418-4eb581391f2e","type":"effect-background-zoom","zoomDirection":"scaleOut","duration":2000,"delay":0,"targets":["628ced02-3943-4e41-a2a7-6cf9e560b2d6"]}],"id":"5f5d2ad4-400c-4496-8ab3-1e3f317d328c","defaultBackgroundElement":{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"x":1,"y":1,"width":1,"height":1,"mask":{"type":"rectangle"},"isBackground":true,"isDefaultBackground":true,"type":"shape","id":"99fdfb9f-5c8f-4908-a1b2-e5700ba57425"}},{"elements":[{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"scale":100,"focalX":50,"focalY":50,"resource":{"type":"image","mimeType":"image\/jpeg","width":720,"height":1280,"sizes":{"medium":{"file":"How-AI-Improves-Test-Case-Generation-3-169x300.jpg","width":169,"height":300,"filesize":12884,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-3-169x300.jpg"},"large":{"file":"How-AI-Improves-Test-Case-Generation-3-576x1024.jpg","width":576,"height":1024,"filesize":87470,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-3-576x1024.jpg"},"thumbnail":{"file":"How-AI-Improves-Test-Case-Generation-3-150x150.jpg","width":150,"height":150,"filesize":6856,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-3-150x150.jpg"},"rpg_gallery_admin_thumb":{"file":"How-AI-Improves-Test-Case-Generation-3-150x150.jpg","width":150,"height":150,"filesize":6856,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-3-150x150.jpg"},"rpg_gallery_thumb":{"file":"How-AI-Improves-Test-Case-Generation-3-150x150.jpg","width":150,"height":150,"filesize":6856,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-3-150x150.jpg"},"web-stories-poster-portrait":{"file":"How-AI-Improves-Test-Case-Generation-3-640x853.jpg","width":640,"height":853,"filesize":91128,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-3-640x853.jpg"},"web-stories-publisher-logo":{"file":"How-AI-Improves-Test-Case-Generation-3-96x96.jpg","width":96,"height":96,"filesize":3444,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-3-96x96.jpg"},"web-stories-thumbnail":{"file":"How-AI-Improves-Test-Case-Generation-3-150x267.jpg","width":150,"height":267,"filesize":10538,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-3-150x267.jpg"},"full":{"file":"How-AI-Improves-Test-Case-Generation-3.jpg","width":720,"height":1280,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-3.jpg"}},"isPlaceholder":false,"isExternal":false,"needsProxy":false,"baseColor":"#e7f2f2","blurHash":"UCP%t+_N=}t3_3Di%gof=|xFt7NGv#x]NFof","creationDate":"2026-04-06T10:22:07","src":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-3.jpg","id":9890,"alt":"How AI Improves Test Case Generation (3)","local":false,"provider":"local"},"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"x":48,"y":0,"width":330,"height":586,"mask":{"type":"rectangle"},"isBackground":true,"id":"3716f51a-ad7d-40ab-9385-a7c2e04533d3","type":"image"}],"backgroundColor":{"color":{"r":255,"g":255,"b":255}},"animations":[{"id":"6422df46-ecbe-4b11-a297-d0848dbb3246","type":"effect-background-zoom","zoomDirection":"scaleOut","duration":2000,"delay":0,"targets":["3716f51a-ad7d-40ab-9385-a7c2e04533d3"]}],"id":"660280e9-d481-4c6f-99da-6871c8ef63d6","defaultBackgroundElement":{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"x":1,"y":1,"width":1,"height":1,"mask":{"type":"rectangle"},"isBackground":true,"isDefaultBackground":true,"type":"shape","id":"99fdfb9f-5c8f-4908-a1b2-e5700ba57425"}},{"elements":[{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"scale":100,"focalX":50,"focalY":50,"resource":{"type":"image","mimeType":"image\/jpeg","width":720,"height":1280,"sizes":{"medium":{"file":"How-AI-Improves-Test-Case-Generation-4-169x300.jpg","width":169,"height":300,"filesize":13098,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-4-169x300.jpg"},"large":{"file":"How-AI-Improves-Test-Case-Generation-4-576x1024.jpg","width":576,"height":1024,"filesize":90079,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-4-576x1024.jpg"},"thumbnail":{"file":"How-AI-Improves-Test-Case-Generation-4-150x150.jpg","width":150,"height":150,"filesize":6805,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-4-150x150.jpg"},"rpg_gallery_admin_thumb":{"file":"How-AI-Improves-Test-Case-Generation-4-150x150.jpg","width":150,"height":150,"filesize":6805,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-4-150x150.jpg"},"rpg_gallery_thumb":{"file":"How-AI-Improves-Test-Case-Generation-4-150x150.jpg","width":150,"height":150,"filesize":6805,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-4-150x150.jpg"},"web-stories-poster-portrait":{"file":"How-AI-Improves-Test-Case-Generation-4-640x853.jpg","width":640,"height":853,"filesize":90162,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-4-640x853.jpg"},"web-stories-publisher-logo":{"file":"How-AI-Improves-Test-Case-Generation-4-96x96.jpg","width":96,"height":96,"filesize":3500,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-4-96x96.jpg"},"web-stories-thumbnail":{"file":"How-AI-Improves-Test-Case-Generation-4-150x267.jpg","width":150,"height":267,"filesize":10784,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-4-150x267.jpg"},"full":{"file":"How-AI-Improves-Test-Case-Generation-4.jpg","width":720,"height":1280,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-4.jpg"}},"isPlaceholder":false,"isExternal":false,"needsProxy":false,"baseColor":"#e0f2ef","blurHash":"UKO;e;%1_3n~=yjGkBaz~DjYVsogM_jubbax","creationDate":"2026-04-06T10:22:08","src":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-4.jpg","id":9891,"alt":"How AI Improves Test Case Generation (4)","local":false,"provider":"local"},"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"x":48,"y":0,"width":330,"height":586,"mask":{"type":"rectangle"},"isBackground":true,"id":"956a1c61-9faf-4b2a-9328-603a8302a603","type":"image"}],"backgroundColor":{"color":{"r":255,"g":255,"b":255}},"animations":[{"id":"76658012-eda7-4c2e-9086-1bca15cf6960","type":"effect-background-zoom","zoomDirection":"scaleOut","duration":2000,"delay":0,"targets":["956a1c61-9faf-4b2a-9328-603a8302a603"]}],"id":"e415f765-88ac-4052-9c81-455888b5d0e4","defaultBackgroundElement":{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"x":1,"y":1,"width":1,"height":1,"mask":{"type":"rectangle"},"isBackground":true,"isDefaultBackground":true,"type":"shape","id":"99fdfb9f-5c8f-4908-a1b2-e5700ba57425"}},{"elements":[{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"scale":100,"focalX":50,"focalY":50,"resource":{"type":"image","mimeType":"image\/jpeg","width":720,"height":1280,"sizes":{"medium":{"file":"How-AI-Improves-Test-Case-Generation-5-169x300.jpg","width":169,"height":300,"filesize":11250,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-5-169x300.jpg"},"large":{"file":"How-AI-Improves-Test-Case-Generation-5-576x1024.jpg","width":576,"height":1024,"filesize":64465,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-5-576x1024.jpg"},"thumbnail":{"file":"How-AI-Improves-Test-Case-Generation-5-150x150.jpg","width":150,"height":150,"filesize":5740,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-5-150x150.jpg"},"rpg_gallery_admin_thumb":{"file":"How-AI-Improves-Test-Case-Generation-5-150x150.jpg","width":150,"height":150,"filesize":5740,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-5-150x150.jpg"},"rpg_gallery_thumb":{"file":"How-AI-Improves-Test-Case-Generation-5-150x150.jpg","width":150,"height":150,"filesize":5740,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-5-150x150.jpg"},"web-stories-poster-portrait":{"file":"How-AI-Improves-Test-Case-Generation-5-640x853.jpg","width":640,"height":853,"filesize":57675,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-5-640x853.jpg"},"web-stories-publisher-logo":{"file":"How-AI-Improves-Test-Case-Generation-5-96x96.jpg","width":96,"height":96,"filesize":2912,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-5-96x96.jpg"},"web-stories-thumbnail":{"file":"How-AI-Improves-Test-Case-Generation-5-150x267.jpg","width":150,"height":267,"filesize":9384,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-5-150x267.jpg"},"full":{"file":"How-AI-Improves-Test-Case-Generation-5.jpg","width":720,"height":1280,"mimeType":"image\/jpeg","sourceUrl":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-5.jpg"}},"isPlaceholder":false,"isExternal":false,"needsProxy":false,"baseColor":"#e2f3ee","blurHash":"UEQmhl#W_Nb@$mniX3aPM|=MNaxa4,Ipt8o{","creationDate":"2026-04-06T10:22:09","src":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/How-AI-Improves-Test-Case-Generation-5.jpg","id":9892,"alt":"How AI Improves Test Case Generation (5)","local":false,"provider":"local"},"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"x":48,"y":0,"width":330,"height":586,"mask":{"type":"rectangle"},"isBackground":true,"id":"5698e303-3d0b-4cb2-b3f8-9f520211f93f","type":"image"}],"backgroundColor":{"color":{"r":255,"g":255,"b":255}},"animations":[{"id":"decf538f-73de-4a39-82f9-ca424f58e8d4","type":"effect-background-zoom","zoomDirection":"scaleOut","duration":2000,"delay":0,"targets":["5698e303-3d0b-4cb2-b3f8-9f520211f93f"]}],"id":"76c7ccc7-ad59-4cc9-90e4-1f811ebe9310","defaultBackgroundElement":{"opacity":100,"flip":{"vertical":false,"horizontal":false},"rotationAngle":0,"lockAspectRatio":true,"backgroundColor":{"color":{"r":196,"g":196,"b":196}},"x":1,"y":1,"width":1,"height":1,"mask":{"type":"rectangle"},"isBackground":true,"isDefaultBackground":true,"type":"shape","id":"99fdfb9f-5c8f-4908-a1b2-e5700ba57425"}}],"fonts":[],"autoAdvance":true,"defaultPageDuration":7,"currentStoryStyles":{"colors":[]}},"story_poster":{"id":9894,"url":"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/04\/cropped-How-AI-Improves-Test-Case-Generation.jpg","width":640,"height":853,"needsProxy":false},"_links":{"self":[{"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/web-stories\/v1\/web-story\/9887","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/web-stories\/v1\/web-story"}],"about":[{"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/types\/web-story"}],"author":[{"embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/web-stories\/v1\/users\/1"}],"version-history":[{"count":2,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/web-stories\/v1\/web-story\/9887\/revisions"}],"predecessor-version":[{"id":9896,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/web-stories\/v1\/web-story\/9887\/revisions\/9896"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/web-stories\/v1\/media\/9894"}],"wp:attachment":[{"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/web-stories\/v1\/media?parent=9887"}],"wp:term":[{"taxonomy":"web_story_category","embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/web-stories\/v1\/web_story_category?post=9887"},{"taxonomy":"web_story_tag","embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/web-stories\/v1\/web_story_tag?post=9887"}],"wp:lock":[{"embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/web-stories\/v1\/web-story\/9887\/lock"}],"wp:publisherlogo":[{"embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/web-stories\/v1\/media\/161"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}