{"id":178125,"date":"2025-02-03T14:50:08","date_gmt":"2025-02-03T19:50:08","guid":{"rendered":"https:\/\/innowise.com\/?p=178125"},"modified":"2026-02-25T04:07:57","modified_gmt":"2026-02-25T09:07:57","slug":"ai-in-software-testing","status":"publish","type":"post","link":"https:\/\/innowise.com\/pt\/blog\/ai-in-software-testing\/","title":{"rendered":"AI nos testes de software: como a garantia de qualidade orientada para o AI transforma o desenvolvimento"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"178125\" class=\"elementor elementor-178125\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0fa0e1c main-block e-flex e-con-boxed e-con e-parent\" data-id=\"0fa0e1c\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-2e9df1a e-con-full e-flex e-con e-child\" data-id=\"2e9df1a\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-200f440 elementor-widget__width-initial elementor-widget elementor-widget-html\" data-id=\"200f440\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"breadcrumbs flex\">\n    <div class=\"info\"> \n    <a href=\"https:\/\/innowise.com\/\">\n  Main\n  <\/a>\n    <\/div>\n    <div class=\"info\">\n         <a href=\"https:\/\/innowise.com\/about-us\/\">\n  About us\n  <\/a>\n    <\/div>\n     <div class=\"info\">\n          <a href=\"https:\/\/innowise.com\/blog\/\">\n  Blog\n  <\/a>\n    <\/div>\n<\/div>\n<script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\/\", \n  \"@type\": \"BreadcrumbList\", \n  \"itemListElement\": [{\n    \"@type\": \"ListItem\", \n    \"position\": 1, \n    \"name\": \"Innowise is on Top: We Are No. 554 on Inc. 5000 Annual List\",\n    \"item\": \"https:\/\/innowise.com\/blog\/inc-5000-puts-innowise-group-among-the-fastest-growing-technology-companies-in-the-usa-2022\/\"  \n  },{\n    \"@type\": \"ListItem\", \n    \"position\": 2, \n    \"name\": \"Blog\",\n    \"item\": \"https:\/\/innowise.com\/blog\/\"  \n  },{\n    \"@type\": \"ListItem\", \n    \"position\": 3, \n    \"name\": \"Main\",\n    \"item\": \"https:\/\/innowise.com\/\"  \n  }]\n}\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2e9e424 elementor-widget__width-initial elementor-widget-tablet__width-inherit main-h1 elementor-widget elementor-widget-heading\" data-id=\"2e9e424\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">AI in software testing: how AI-driven QA transforms development<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-af233d4 elementor-widget__width-initial elementor-widget elementor-widget-html\" data-id=\"af233d4\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"blog-article-info\">\n    <a href=\"\/authors\/andrew-artyukhovsky\/\">\n    Andrew Artyukhovsky\n    <\/a>\n    <div class=\"blog-article-info_other\">\n        <span>[post_modified_date]<\/span>\n        <span>10 min read<\/span>\n    <\/div>\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b624ba3 elementor-hidden-desktop elementor-hidden-tablet elementor-widget elementor-widget-image\" data-id=\"b624ba3\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"440\" height=\"330\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2025\/12\/Small-Cover-AI-in-software-testing.jpg\" class=\"attachment-full size-full wp-image-190149\" alt=\"hero section image\" srcset=\"https:\/\/innowise.com\/wp-content\/uploads\/2025\/12\/Small-Cover-AI-in-software-testing.jpg 440w, https:\/\/innowise.com\/wp-content\/uploads\/2025\/12\/Small-Cover-AI-in-software-testing-300x225.jpg 300w, https:\/\/innowise.com\/wp-content\/uploads\/2025\/12\/Small-Cover-AI-in-software-testing-16x12.jpg 16w\" sizes=\"(max-width: 440px) 100vw, 440px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fd53983 article-description e-flex e-con-boxed e-con e-parent\" data-id=\"fd53983\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-0663575 author-article e-con-full e-flex e-con e-child\" data-id=\"0663575\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-a789aeb e-con-full e-flex e-con e-child\" data-id=\"a789aeb\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-e79f928 e-con-full takeways e-flex e-con e-child\" data-id=\"e79f928\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-78c9887 elementor-widget elementor-widget-heading\" data-id=\"78c9887\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Key takeaways<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-533dd99 elementor-widget elementor-widget-text-editor\" data-id=\"533dd99\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul class=\"blackUl\"><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">AI enhances traditional automation, proving a <\/span><a href=\"https:\/\/zipdo.co\/testing-industry-statistics\/\" target=\"_blank\" rel=\"noopener nofollow\"><span style=\"font-weight: 400;\">30% faster QA cycle time<\/span><\/a><span style=\"font-weight: 400;\"> with the right framework in place.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">With ML and NLP models at its core, AI tools cover large-scale analysis, test generation, and failure prediction \u2014 tasks that typically consume a major share of QA time and carry high risk when done manually.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">AI-based testing can become your next natural step when developing complex and high-volume products that change frequently.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">If your product is small, compliance-heavy, or ethics-sensitive, AI-driven testing can bring more harm than good, becoming too risky or senseless.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1239267 elementor-widget elementor-widget-text-editor\" data-id=\"1239267\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>When we look at the overall development process, we can see that testing has become the last bottleneck in DevOps. Automation has been a godsend, but with greater amounts of tests and increasing complexity, automation shows its limitations. Where dense products require over a thousand tests, requiring manual test generation and maintenance, teams will spend around 3-6 months on creation, and dozens of hours per week just on support.<\/p><p>AI aims to solve this challenge and claw back precious time. But how? When transitioning to intelligent testing workflows (with no coding), companies report up to <a href=\"https:\/\/wifitalents.com\/ai-in-the-testing-industry-statistics\/\" target=\"_blank\" rel=\"noopener nofollow\">70% reduction<\/a> in testing effort. These are irrefutable numbers, achieved primarily through reduced maintenance and lower dependence on coding-heavy roles. But like any breakthrough, it comes with nuances.<\/p><p>I\u2019ve been in software testing for 15 years and counting, and I\u2019m eager to show how a well-planned, strategically implemented introduction of AI can drive positive change. I experiment, analyze, and yield the result in AI-backed testing, which I confidently offer to clients. To understand how AI can be used in software testing and how to approach it for maximum benefit, read on.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-772d8e6 e-con-full e-flex e-con e-child\" data-id=\"772d8e6\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-74ce3a2 elementor-widget elementor-widget-text-editor\" data-id=\"74ce3a2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2><span style=\"font-weight: 400;\">Why traditional testing stalls: 3 pitfalls became tangible<\/span><\/h2><p><span style=\"font-weight: 400;\">Both <\/span><a href=\"https:\/\/innowise.com\/blog\/qa-dilemma-manual-test-vs-automated-test\/\"><span style=\"font-weight: 400;\">manual and automated testing<\/span><\/a><span style=\"font-weight: 400;\"> suffer from bottlenecks. Manual testing was created for slower release cycles where software is shipped several times a year. While automation has accelerated testing, it has brought about stability challenges.<\/span><\/p><p><span style=\"font-weight: 400;\">What QA teams are struggling with:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>The \u201cspeed vs stability\u201d paradox in CI\/CD<\/b><span style=\"font-weight: 400;\">. The faster you release, the more fragile your testing becomes. If you run too many tests, pipelines grind to a halt; if you run too few and critical bugs can slip through.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Maintenance debt: flaky locators, brittle scripts, low coverage<\/b><span style=\"font-weight: 400;\">. Every small UI or API change can break dozens of automated tests, eating up entire sprints to fix what used to work instead of writing new scripts.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Human limits in test selection and regression analysis<\/b><span style=\"font-weight: 400;\">. Choosing the right subset of tests for every build is guesswork when thousands exist, and deadlines are coming. Regression analysis becomes a time-consuming process with endless logs, false failures, and slow root-cause hunting, which drags down releases.<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">To break through these challenges, we need a drastically different approach with intelligent selection, prioritization, and engineer-grade analysis at scale \u2014 many of which AI can greatly assist with.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c48aeb8 e-con-full e-flex e-con e-child\" data-id=\"c48aeb8\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5489c5c elementor-widget elementor-widget-text-editor\" data-id=\"5489c5c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>What is AI in software testing<\/h2><p>First and foremost, AI use in software testing is not a replacement for QA engineers. It means injecting intelligence into any part of the testing lifecycle to assist engineers. Next, it\u2019s not a replacement for automation. While the latter is focused on repeating pre-defined steps, AI helps tests learn from previous results, automatically update tests, and forecast potential failure zones, optimizing the whole process.<\/p><p>Technologies that leave behind AI-driven test automation act as follows:<\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><strong>Machine learning (ML)<\/strong> models learn from data to identify patterns and make decisions with minimal intervention. In testing, ML models can analyze previous test runs, code changes, and bug history, and recognize recurring patterns to learn what usually breaks and why.\u00a0<\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><strong>Neural language processing (NLP)<\/strong> models interpret, understand, and generate human language. In testing, it can understand requirements, user stories, or bug reports and automatically translate those \u201cthe user must be able to reset their password\u201d into a structured test case with input, output, and validation steps. It can act like an assistant looking for missing scenarios, even inside a chatbot.<\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><strong>Predictive analytics<\/strong> means using historical data, statistical algorithms, and ML for forecasts. In testing, models predict which parts of the product are most likely to break next based on historical defect trends, code churn, and test results.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b37a584 e-con-full e-flex e-con e-child\" data-id=\"b37a584\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-37cf81a e-con-full e-flex e-con e-child\" data-id=\"37cf81a\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8772560 elementor-widget-tablet__width-inherit elementor-widget__width-initial max100 elementor-widget elementor-widget-heading\" data-id=\"8772560\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">See how AI-testing accelerates your processes<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0735916 elementor-widget elementor-widget-text-editor\" data-id=\"0735916\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Contact Innowise to validate feasibility and implement intelligent testing in an optimized way.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e13174c e-con-full e-flex e-con e-child\" data-id=\"e13174c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-814ef0c elementor-absolute elementor-widget-mobile__width-inherit transform cta2 elementor-widget elementor-widget-html\" data-id=\"814ef0c\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"wave-container\"><\/div>\r\n\r\n<style>\r\n  .wave-container {\r\n    width: 400px;\r\n    height: 400px;\r\n  }\r\n\r\n  @media(max-width: 767px) {\r\n    .wave-container {\r\n      width: 100%;\r\n      height: 100%;\r\n    }\r\n  }\r\n\r\n\r\n  .wave {\r\n    position: absolute;\r\n    border: 1px solid rgba(210, 184, 214, 1);\r\n    border-radius: 50%;\r\n    animation: drop 16s infinite;\r\n    top: 50%;\r\n    left: 50%;\r\n    transform: translate(-50%, -50%);\r\n    box-sizing: border-box;\r\n  }\r\n\r\n  @keyframes drop {\r\n    0% {\r\n      width: 0px;\r\n      height: 0px;\r\n      border: 1px solid rgba(210, 184, 214, 1);\r\n    }\r\n\r\n    100% {\r\n      width: 400px;\r\n      height: 400px;\r\n      border: 1px solid rgba(210, 184, 214, 0);\r\n    }\r\n  }\r\n<\/style>\r\n\r\n<script>\r\n\r\n  document.addEventListener('DOMContentLoaded', () => {\r\n    function createWaves(numberOfWaves) {\r\n      const waveContainers = document.querySelectorAll('.cta2 .wave-container');\r\n\r\n      waveContainers.forEach((waveContainer) => {\r\n        for (let i = 0; i < numberOfWaves; i++) {\r\n          const wave = document.createElement('div');\r\n          wave.classList.add('wave');\r\n\r\n          wave.style.animationDelay = `${i * 0.8}s`;\r\n\r\n          waveContainer.appendChild(wave);\r\n        }\r\n      });\r\n    }\r\n\r\n    createWaves(10)\r\n  });\r\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f3f43b2 elementor-align-left elementor-widget__width-initial elementor-widget-mobile__width-inherit cta-btn elementor-widget elementor-widget-button\" data-id=\"f3f43b2\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#contact-form\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Talk to experts<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-32ffbe8 e-con-full e-flex e-con e-child\" data-id=\"32ffbe8\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fa419a7 smaller-gap-h3 elementor-widget elementor-widget-text-editor\" data-id=\"fa419a7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>How to use AI in software testing: key use cases you can adopt today<\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-79ade56 e-con-full e-flex e-con e-child\" data-id=\"79ade56\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-65bd67c elementor-widget elementor-widget-text-editor\" data-id=\"65bd67c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>AI test case generation<\/h3><p>Here\u2019s some good news: AI will streamline the most labor-intensive duties. By scanning requirements, acceptance criteria, user stories, and historical test data, it suggests or creates new test scenarios automatically, including edge cases that humans might miss. Tools built on GPT-4 or Code Llama, or fine-tuned in-house models, can analyze all possible scenarios to generate test steps and conditions. NLP models help structure these inputs and generate comprehensive test cases based on your custom rules.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a865336 e-con-full e-flex e-con e-child\" data-id=\"a865336\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f0d52a7 smaller-gap-h3 elementor-widget elementor-widget-text-editor\" data-id=\"f0d52a7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h4>Result<\/h4>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-78232a4 smaller-gap-h3 elementor-widget elementor-widget-text-editor\" data-id=\"78232a4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Faster test design, broader coverage, fewer gaps in QA, and teams focusing on core tasks.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-56e7b1b e-con-full e-flex e-con e-child\" data-id=\"56e7b1b\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-45d2f2d elementor-widget elementor-widget-text-editor\" data-id=\"45d2f2d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>AI test data generation<\/h3><p>The good news continues: AI is alleviating one of the biggest testing headaches \u2014 missed data. Generative AI models can generate data that mimics production behavior and data combinations for complex workflows and edge cases. Machine learning models learn from schema patterns and historical data to produce valid and even intentionally \u201cbad\u201d inputs that strengthen coverage. With data masking and differential privacy tools, you ensure anonymization while preserving data integrity. It\u2019s especially valuable for complex user journeys within domains like fintech or healthcare.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-aa12677 e-con-full e-flex e-con e-child\" data-id=\"aa12677\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9aeda6e smaller-gap-h3 elementor-widget elementor-widget-text-editor\" data-id=\"9aeda6e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h4>Result<\/h4>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1d3e345 smaller-gap-h3 elementor-widget elementor-widget-text-editor\" data-id=\"1d3e345\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Consistent and relevant data for every test run, improved reliability and compliance, and less manual setup.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0d1c691 e-con-full e-flex e-con e-child\" data-id=\"0d1c691\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-49701ab elementor-widget elementor-widget-text-editor\" data-id=\"49701ab\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>Self-healing test automation<\/h3><p>Automated tests tend to break from even the smallest UI or workflow changes, which produces a steady stream of false failures. AI efficiently detects changed locators, identifiers, or API paths when a test fails, and automatically updates or repairs them. The intelligent system learns the patterns behind stable and long-term identifiers and progressively strengthens the entire suite.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-951ec5a e-con-full e-flex e-con e-child\" data-id=\"951ec5a\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ab00b2e smaller-gap-h3 elementor-widget elementor-widget-text-editor\" data-id=\"ab00b2e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h4>Result<\/h4>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fb27b38 smaller-gap-h3 elementor-widget elementor-widget-text-editor\" data-id=\"fb27b38\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Far less maintenance effort, stable test suites, and uninterrupted CI\/CD pipelines.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f5b8554 e-con-full e-flex e-con e-child\" data-id=\"f5b8554\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-090ce00 elementor-widget elementor-widget-text-editor\" data-id=\"090ce00\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>Visual anomaly detection<\/h3><p>Using AI in software testing helps validate UI by comparing screenshots, DOM structures, and rendering patterns between versions to detect visual differences, such as misplaced elements or layout shifts. Moreover, AI successfully compares how the interface renders across devices and browsers. Unlike naive pixel diffs, AI knows what\u2019s dynamic (ads, timestamps) and what\u2019s an actual regression, reducing false alarms.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2a8ceda e-con-full e-flex e-con e-child\" data-id=\"2a8ceda\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-748f7ca smaller-gap-h3 elementor-widget elementor-widget-text-editor\" data-id=\"748f7ca\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h4>Result<\/h4>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7235105 smaller-gap-h3 elementor-widget elementor-widget-text-editor\" data-id=\"7235105\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Faster, more accurate UI validation that ensures a consistent user experience across browsers and devices.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-61752ec e-con-full e-flex e-con e-child\" data-id=\"61752ec\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0197762 elementor-widget elementor-widget-text-editor\" data-id=\"0197762\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>Test report intelligence<\/h3><p><span style=\"font-weight: 400;\">Smart reports condense overwhelming data, such as logs, screenshots, stack traces, timings, etc., into an insight-driven form. AI analyzes patterns across builds, clusters similar failures, correlates them with recent code changes, and surfaces the reasons tests failed. Instead of wading through hundreds of red tests, teams get a vivid summary with prioritization like: <\/span><i><span style=\"font-weight: 400;\">\u201cMost failures relate to updated checkout API; likely caused by commit #4821.\u201d<\/span><\/i><span style=\"font-weight: 400;\"> For leadership, it becomes a key for quality trend tracking.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1a1c60f e-con-full e-flex e-con e-child\" data-id=\"1a1c60f\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-443b9ab smaller-gap-h3 elementor-widget elementor-widget-text-editor\" data-id=\"443b9ab\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h4>Result<\/h4>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bf953dc smaller-gap-h3 elementor-widget elementor-widget-text-editor\" data-id=\"bf953dc\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Faster triage, better visibility for QA and product teams, and data-backed release decisions.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-67d7f53 e-con-full e-flex e-con e-child\" data-id=\"67d7f53\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-17e6ed9 elementor-widget elementor-widget-text-editor\" data-id=\"17e6ed9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>Root cause analysis &amp; defect prediction<\/h3><p>Instead of manually digging through logs, comparing stack traces, and trying to connect failures to recent changes, AI clusters related failures, detects shared patterns, and correlates them with specific commits, configurations, or components. This accelerates root-cause identification dramatically.<\/p><p>By analyzing historical defects, code changes, and test outcomes, AI predicts which components are most likely to fail. It highlights \u201chot zones\u201d, the areas with high failure probability. This way, teams get rid of guesswork and can focus testing and engineering effort where the actual risk is.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-deca755 e-con-full e-flex e-con e-child\" data-id=\"deca755\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9eb6f6a smaller-gap-h3 elementor-widget elementor-widget-text-editor\" data-id=\"9eb6f6a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h4>Result<\/h4>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2d7fd8d smaller-gap-h3 elementor-widget elementor-widget-text-editor\" data-id=\"2d7fd8d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Teams prioritize high-risk areas before release and diagnose current issues faster, which shifts QA from reactive to preventive.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-57661bc e-con-full e-flex e-con e-child\" data-id=\"57661bc\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3d3ee88 elementor-widget elementor-widget-text-editor\" data-id=\"3d3ee88\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>Test optimization &amp; prioritization in CI\/CD<\/h3><p>AI-driven test orchestration helps bypass the speed vs stability trade-off by deciding which tests matter for each code change and when they should run. Intelligent system analyzes recent commits, test history, and stability patterns to prioritize the most relevant and high-impact scenarios while skipping redundant or low-risk tests. It also optimizes execution order and parallelization, and drives efficient environment usage to keep pipelines fast.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3cf1f8a e-con-full e-flex e-con e-child\" data-id=\"3cf1f8a\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bd68357 smaller-gap-h3 elementor-widget elementor-widget-text-editor\" data-id=\"bd68357\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h4>Result<\/h4>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-001d1d0 smaller-gap-h3 elementor-widget elementor-widget-text-editor\" data-id=\"001d1d0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Shorter test cycles, faster feedback loops, and optimized resource usage.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d16610d elementor-widget elementor-widget-shortcode\" data-id=\"d16610d\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">[blog_related_services post_in='53989,156415,173669']<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3b2945d e-con-full e-flex e-con e-child\" data-id=\"3b2945d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-51ae477 elementor-widget elementor-widget-text-editor\" data-id=\"51ae477\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>Testing that can benefit from AI<\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9f5185e e-con-full e-flex e-con e-child\" data-id=\"9f5185e\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-59c4312 custom-table table--1 elementor-widget elementor-widget-html\" data-id=\"59c4312\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\r\n    .custom-table.table--1 {\r\n    overflow: visible;\r\n}\r\n\r\n.custom-table.table--1 .cust-table-wrapper {\r\n    width: 100%;\r\n}\r\n\r\n.custom-table.table--1 .cust-table {\r\n    \/*display: flex;\r\n    flex-direction: column;*\/\r\n    \r\n    \r\n    width: 100%;\r\n    \/*min-width: 1000px;*\/\r\n    \r\n    border-collapse:collapse;\r\n    \r\n    font-family: Karla;\r\n    font-size: 18px;\r\n    font-weight: 400;\r\n    line-height: 150%;\r\n    \r\n    margin: 0;\r\n}\r\n\r\n\r\n.custom-table.table--1 .cust-table tr {\r\n    display: grid;\r\n    grid-template-columns: 240px 1fr;\r\n    grid-column-gap: 40px;\r\n    \r\n    padding-left: 0;\r\n    padding-right: 0;\r\n    \r\n    border-bottom: 1px solid #999999;\r\n}\r\n\r\n.custom-table.table--1 .cust-table td, .custom-table.table--1 .cust-table th {\r\n    padding: 0;\r\n    margin: 0;\r\n    border: none; \r\n    background: none;\r\n    text-align: left;\r\n    font: inherit;\r\n}\r\n\r\n.custom-table.table--1 .cust-table tr * {\r\n    margin: 0;\r\n}\r\n\r\n\r\n.custom-table.table--1 .cust-table td > *, .custom-table.table--1 .cust-table th > * {\r\n    font-family: inherit;\r\n    font-size: inherit;\r\n    line-height: inherit;\r\n}\r\n\r\n.custom-table.table--1 .cust-table td > ul {\r\n    gap:10px;\r\n}\r\n\r\n.custom-table.table--1 .cust-table tr {\r\n    font: inherit;\r\n    \r\n    padding-top: 20px;\r\n    padding-bottom: 20px;\r\n}\r\n\r\n.custom-table.table--1 .cust-table tr:has(th) {\r\n    padding-bottom: 10px;\r\n}\r\n\r\n\r\n.custom-table.table--1 .cust-table tr:first-child {\r\n    padding-top: 0 !important;\r\n}\r\n\r\n\/*@media (max-width:1280px) {\r\n    \r\n    \r\n    .custom-table.table--1 .cust-table tr {\r\n        grid-template-columns: 150px repeat(2, 1fr);\r\n    }\r\n}*\/\r\n\r\n\r\n@media(max-width:1279px) {\r\n    .custom-table.table--1 .cust-table-wrapper {\r\n        overflow: auto;\r\n    }\r\n    \r\n    .custom-table.table--1 .cust-table {\r\n        min-width: 1000px;\r\n    }\r\n    \r\n    \/*.custom-table.table--1 .cust-table tr {\r\n        grid-template-columns: 240px 240px 1fr;\r\n    }*\/\r\n}\r\n\r\n@media(max-width:767px) {\r\n    .custom-table.table--1 .cust-table {\r\n        min-width: 732px;\r\n        font-size: 14px;\r\n    }\r\n    \r\n    .custom-table.table--1 .cust-table td > ul {\r\n        gap:8px;\r\n    }\r\n\r\n    .custom-table.table--1 .cust-table tr {\r\n        grid-template-columns: 185px 1fr;\r\n    \r\n        grid-column-gap: 20px;\r\n        \r\n        padding-left:0;\r\n        padding-right:0;\r\n    }\r\n}\r\n\r\n\r\n.custom-table.table--1 .cust-table .hidden {\r\n    display: none !important;\r\n}\r\n\r\n\r\n.custom-table.table--1 .cust-table .hidden {\r\n    display: none !important;\r\n}\r\n\r\n<\/style>\r\n<div class=\"cust-table-wrapper\">\r\n    <table class=\"cust-table\">\r\n        \r\n        <tr class=\"cust-table__header\">\r\n            <th><strong>Testing type<\/strong><\/th>\r\n            <th><strong>Where AI helps<\/strong><\/th>\r\n        <\/tr>\r\n    \r\n        <tr class=\"cust-table__item\">\r\n            <td><strong>Unit testing<\/strong><\/td>\r\n            <td><ul>\r\n                <li>Logic gaps and missed edge conditions detection;<\/li>\r\n                <li>highlighting code sections with recurring defects;<\/li>\r\n                <li>risky logic changes identification<\/li>\r\n            <\/ul><\/td>\r\n        <\/tr>\r\n    \r\n        <tr class=\"cust-table__item\">\r\n            <td><strong>Integration testing<\/strong><\/td>\r\n            <td><ul>\r\n                <li>Dependency mapping to spot unstable integration;<\/li>\r\n                <li>early detection of data shape mismatches;<\/li>\r\n                <li>predicting failures caused by upstream changes<\/li>\r\n            <\/ul><\/td>\r\n        <\/tr>\r\n    \r\n        <tr class=\"cust-table__item\">\r\n            <td><strong>UI & functional testing<\/strong><\/td>\r\n            <td><ul>\r\n                <li>Non-obvious UX\/UI regressions;<\/li>\r\n                <li>micro-delays and interaction drift detection;<\/li>\r\n                <li>hidden dead zones, accessibility issues, and broken flows detection<\/li>\r\n            <\/ul><\/td>\r\n        <\/tr>\r\n    \r\n        <tr class=\"cust-table__item\">\r\n            <td><strong>Regression testing<\/strong><\/td>\r\n            <td><ul>\r\n                <li>Redundant or low-risk tests definition;<\/li>\r\n                <li>skipping stable modules;<\/li>\r\n                <li>less regression suites by removing noise<\/li>\r\n            <\/ul><\/td>\r\n        <\/tr>\r\n    \r\n        <tr class=\"cust-table__item\">\r\n            <td><strong>Performance testing<\/strong><\/td>\r\n            <td><ul>\r\n                <li>Spotting performance drift;<\/li>\r\n                <li>micro-latency accumulation, memory leaks, concurrency anomalies detection;<\/li>\r\n                <li>early prediction of performance degradation<\/li>\r\n            <\/ul><\/td>\r\n        <\/tr>\r\n    \r\n        <tr class=\"cust-table__item\">\r\n            <td><strong>Security testing<\/strong><\/td>\r\n            <td><ul>\r\n                <li>Vulnerability patterns in logic changes;<\/li>\r\n                <li>detecting insecure data flows, weak authorization paths, and risky API exposures tied to business logic<\/li>\r\n            <\/ul><\/td>\r\n        <\/tr>\r\n    \r\n        <tr class=\"cust-table__item\">\r\n            <td><strong>Exploratory testing<\/strong><\/td>\r\n            <td><ul>\r\n                <li><a href=\"https:\/\/innowise.com\/blog\/agentic-ai-for-business-decision-making\/\">Agentic AI<\/a> discovers flows humans never attempt;<\/li>\r\n                <li>irregular sequences testing;<\/li>\r\n                <li>mimics for unpredictable user behavior;<\/li>\r\n                <li>uncovering \u201cunknown unknowns\u201d across the UI<\/li>\r\n            <\/ul><\/td>\r\n        <\/tr>\r\n        \r\n    <\/table>\r\n<\/div>\r\n\r\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4a51911 table-1-toggle elementor-widget elementor-widget-html\" data-id=\"4a51911\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\n.table-1-toggle .cust-table__toggle-button {\n    border-radius: 0px;\n    font-family: Karla;\n    font-size: 22px;\n    font-weight: 700;\n    line-height: 150%;\n    text-align: left;\n\n    border:none;\n    cursor: pointer;\n    \n    padding: 0;\n    background-color: transparent;\n    color: #C63031;\n\n    width: auto;\n\n    align-self: flex-start;\n}\n\n.table-1-toggle .hidden {\n    display: none !important;\n}\n\n.table-1-toggle .cust-table__toggle-button:hover,\n.table-1-toggle .cust-table__toggle-button:active\n{\n    color: #C63031;\n}\n.table-1-toggle .cust-table__toggle-button:focus{\n        outline: none;\n}\n\n@media(max-width:767px) {\n    .table-1-toggle .cust-table__toggle-button {\n        font-size: 16px;\n        line-height: 140%;\n    }\n}\n<\/style>\n\n<button class=\"cust-table__toggle-button\">\n    <span class=\"toggle-button_label--show\">Show more<\/span>\n    <span class=\"toggle-button_label--hide\">Show less<\/span>\n<\/button>\n\n<script>\n\"use strict\"\n    \nclass ItemHideButton {\n    constructor(options) {\n        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document.querySelector(\".custom-table.table--1 .cust-table-wrapper\")\n        }\n    )\n})\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-375f724 e-con-full e-flex e-con e-child\" data-id=\"375f724\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fafcac9 smaller-gap-h3 elementor-widget elementor-widget-text-editor\" data-id=\"fafcac9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>Business impact behind AI-driven QA<\/h2><p>While AI tools don\u2019t automate CI\/CD pipelines themselves, they streamline and optimize many surrounding testing activities, which significantly boost the overall testing workflow. What AI can bring to the table:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bdac824 elementor-widget elementor-widget-image\" data-id=\"bdac824\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1000\" height=\"536\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2025\/12\/AI-integration-data-pipeline.svg\" class=\"attachment-full size-full wp-image-190902\" alt=\"Business advantages of AI-driven QA, including efficiency, release speed, and maintenance effort.\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7ec3107 e-con-full e-flex e-con e-child\" data-id=\"7ec3107\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-65696b4 smaller-gap-h3 elementor-widget elementor-widget-text-editor\" data-id=\"65696b4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>What do you need to introduce AI for software testing?<\/h2><p>Before connecting AI to your workflows, adjust the environment around it. As it brings its specifics, such as large-scale data input and a need for continuous learning, your DevOps lifecycle must be prepared to feed, integrate, and retrain AI models seamlessly.<\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><strong>Quality data is a must.<\/strong> Access to all historical test results, code changes, stack traces, detailed defect logs, and complete testing data on a system. Clean, structure, and centralize your data for AI to learn meaningful patterns.<\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><strong>Integration with existing tooling.<\/strong> Integration should not disrupt ongoing development cycles. Provide a single data layer, cross-tool API connection, and <a href=\"https:\/\/innowise.com\/blog\/observability-and-monitoring-in-devops\/\">ongoing monitoring<\/a>; ensure CI\/CD can be flexibly configured with AI overlaying the existing framework.\u00a0<\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><strong>Model training.<\/strong> Establish continuous training for your model to adapt to new code changes and evolving user behaviors. The model stays accurate and relevant by regularly learning from new test runs and fresh defect patterns.<\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><strong>Scalability.<\/strong> Your model needs room for growth. To support expansion from hundreds to tens of thousands of tests, keeping the same performance, ensuring powerful computational resources, centralized data storage, and a flexible cloud infrastructure. Optimize pipelines for AI support and ensure horizontal scaling with concurrent result processing.<\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><strong>Trust and transparency.<\/strong> A critical point to keep control over AI. Build the system with visible reasoning and clear logs of AI-driven actions. This way, teams will understand why AI prioritizes certain tests or flags specific failures, and will be able to promptly intervene when needed.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4708a2b e-con-full e-flex e-con e-child\" data-id=\"4708a2b\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a5a3f50 smaller-gap-h3 elementor-widget elementor-widget-text-editor\" data-id=\"a5a3f50\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>How to implement AI software testing with a reason<\/h2><h3>Step 1: Identify pain points<\/h3><p>Start with your challenges: AI helps where bottlenecks are the most tangible. High maintenance overhead and flake rate, long regression, narrow coverage of critical scenarios, and slow root cause analysis are common pain points that AI is well-positioned to cure.<\/p><h3>Step 2: Define metrics &amp; KPIs<\/h3><p>To avoid overestimating AI software testing, capture \u201cbefore\u201d across key metrics, including test coverage, MTTR (mean time to resolution), regression cycle time, flake rate, or maintenance hours per sprint. This will show where AI really helps, and where it still needs refinement.<\/p><h3>Step 3: Pilot with limited scope and benchmark improvement<\/h3><p>Pick up the problematic area for the pilot implementation with lots of UI changes, tests breaking, and repetitive scenarios. Over a 2\u20136 week pilot, you\u2019ll start seeing early gains, whether it\u2019s lower flakes, faster regression, or more accurate RCA.<\/p><h3>Step 4: Integrate into CI\/CD and retrain models regularly<\/h3><p>Once the pilot proves value, embed the AI system into your CI\/CD pipeline so that test selection, prioritization, and execution adapt dynamically to code changes. Regular retraining on new UI patterns, defects, or project structures will help achieve sustainable results.<\/p><h3>Step 5: Maintain human-in-the-loop for edge and UX testing<\/h3><p>Remain human oversight for complex and rare scenarios, considerable UI and API changes, and strategic coverage decisions. This way, you\u2019ll gain both 30% faster testing without compromising on engineering maturity.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-58f5937 e-con-full e-flex e-con e-child\" data-id=\"58f5937\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-5aadc34 e-con-full e-flex e-con e-child\" data-id=\"5aadc34\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-94da472 elementor-widget-tablet__width-inherit elementor-widget__width-initial max100 elementor-widget elementor-widget-heading\" data-id=\"94da472\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Looking for purpose-built QA enhancements?<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-56b2393 elementor-widget elementor-widget-text-editor\" data-id=\"56b2393\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>We integrate and customize targeted, advanced tools for your releases to move faster.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5acedb3 e-con-full e-flex e-con e-child\" data-id=\"5acedb3\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8b772b0 elementor-absolute elementor-widget-mobile__width-inherit transform cta2 elementor-widget elementor-widget-html\" data-id=\"8b772b0\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"wave-container\"><\/div>\r\n\r\n<style>\r\n  .wave-container {\r\n    width: 400px;\r\n    height: 400px;\r\n  }\r\n\r\n  @media(max-width: 767px) {\r\n    .wave-container {\r\n      width: 100%;\r\n      height: 100%;\r\n    }\r\n  }\r\n\r\n\r\n  .wave {\r\n    position: absolute;\r\n    border: 1px solid rgba(210, 184, 214, 1);\r\n    border-radius: 50%;\r\n    animation: drop 16s infinite;\r\n    top: 50%;\r\n    left: 50%;\r\n    transform: translate(-50%, -50%);\r\n    box-sizing: border-box;\r\n  }\r\n\r\n  @keyframes drop {\r\n    0% {\r\n      width: 0px;\r\n      height: 0px;\r\n      border: 1px solid rgba(210, 184, 214, 1);\r\n    }\r\n\r\n    100% {\r\n      width: 400px;\r\n      height: 400px;\r\n      border: 1px solid rgba(210, 184, 214, 0);\r\n    }\r\n  }\r\n<\/style>\r\n\r\n<script>\r\n\r\n  document.addEventListener('DOMContentLoaded', () => {\r\n    function createWaves(numberOfWaves) {\r\n      const waveContainers = document.querySelectorAll('.cta2 .wave-container');\r\n\r\n      waveContainers.forEach((waveContainer) => {\r\n        for (let i = 0; i < numberOfWaves; i++) {\r\n          const wave = document.createElement('div');\r\n          wave.classList.add('wave');\r\n\r\n          wave.style.animationDelay = `${i * 0.8}s`;\r\n\r\n          waveContainer.appendChild(wave);\r\n        }\r\n      });\r\n    }\r\n\r\n    createWaves(10)\r\n  });\r\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bdb206d elementor-align-left elementor-widget__width-initial elementor-widget-mobile__width-inherit cta-btn elementor-widget elementor-widget-button\" data-id=\"bdb206d\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#contact-form\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Schedule a consultation<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f7f4418 e-con-full e-flex e-con e-child\" data-id=\"f7f4418\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6764125 smaller-gap-h3 elementor-widget elementor-widget-text-editor\" data-id=\"6764125\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>When AI is not an answer<\/h2><p>Using AI for software testing may become impractical or too risky in certain contexts. I typically recommend reconsidering AI adoption when:<\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\">Your product is very simple \u2014 static and predictable, products with minimal changes succeed through traditional automation.<\/li><li style=\"font-weight: 400;\" aria-level=\"1\">You don\u2019t have sufficient data \u2014 without historical test results, models simply won\u2019t be able to learn and predict effectively.<\/li><li style=\"font-weight: 400;\" aria-level=\"1\">You operate in a compliance-heavy industry \u2014 strict audit requirements, such as for <a href=\"https:\/\/innowise.com\/blog\/agentic-ai-for-business-decision-making\/\">healthcare software testing<\/a>, demand detailed validation and documentation, making reliance on AI risky.<\/li><li style=\"font-weight: 400;\" aria-level=\"1\">Deep human intuition is needed \u2014 subjective feedback, user empathy, or domain expertise cannot be automated.<\/li><li style=\"font-weight: 400;\" aria-level=\"1\">You lack resources \u2014 AI is not plug-and-play and requires a skilled team to introduce and maintain it.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cc20bcb e-con-full e-flex e-con e-child\" data-id=\"cc20bcb\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-04caa75 smaller-gap-h3 elementor-widget elementor-widget-text-editor\" data-id=\"04caa75\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>The future of software testing and AI<\/h2><p>According to <a href=\"https:\/\/www.devopsdigest.com\/2025-the-year-of-ai-adoption-for-test-automation\" target=\"_blank\" rel=\"noopener nofollow\">DevOps Digest<\/a>, over 55% of companies have at least tried AI tools for development and testing. As businesses report around <a href=\"https:\/\/gitnux.org\/ai-in-the-testing-industry-statistics\/\" target=\"_blank\" rel=\"noopener nofollow\">25% cost reduction<\/a> in testing costs through AI, this trend is anticipated to gain even more momentum.<\/p><p>Should we expect widespread adoption? Over the next 3\u20135 years, tools will mature, best practices will solidify, and the use of AI in software testing will naturally broaden. Overall, it\u2019s predicted to become the next logical step in QA lifecycles, similar to how CI\/CD was a rarity some time ago and has now become a common practice. If you integrate AI today, you\u2019ll need a rigorous feasibility assessment against your product and existing processes, and you\u2019ll likely become a pioneer in some emerging practices.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b4deb4f e-con-full e-flex e-con e-child\" data-id=\"b4deb4f\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-90e3ea4 elementor-widget elementor-widget-text-editor\" data-id=\"90e3ea4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>Conclusion: how to use AI in software testing<\/h2><p>AI adoption doesn\u2019t mean replacing QA altogether. It\u2019s replacing the unsustainable parts of traditional automation, such as brittle scripts, massive maintenance, slow regressions, and manual triage. Today, AI proves its efficiency and reliability in resource-intensive duties, such as test case generation and root cause analysis.\u00a0<\/p><p>By following best practices of software testing using AI, companies can save on testing effort and release their products faster without sacrificing efficiency. However, keeping a human in the loop remains key for long-term success.\u00a0<\/p><p>If your testing bottlenecks are holding back progress and you&#8217;re working on a complex, high-volume product, AI adoption can be the next logical step. Turn to Innowise to run a full assessment and define AI-powered and complementary solutions that fit your goals and long-term strategy.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f76afba e-con-full e-flex e-con e-child\" data-id=\"f76afba\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-618a2c0 elementor-widget elementor-widget-shortcode\" data-id=\"618a2c0\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">[post_share]<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fc0c50d e-con-full tablePadding40 e-flex e-con e-child\" data-id=\"fc0c50d\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-3821f34 e-grid e-con-full e-con e-child\" data-id=\"3821f34\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4099d30 elementor-widget elementor-widget-image\" data-id=\"4099d30\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"100\" height=\"100\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2025\/12\/Rectangle-34624315.png\" class=\"attachment-full size-full wp-image-190148\" alt=\"Andrew Artyukhovsky\" srcset=\"https:\/\/innowise.com\/wp-content\/uploads\/2025\/12\/Rectangle-34624315.png 100w, https:\/\/innowise.com\/wp-content\/uploads\/2025\/12\/Rectangle-34624315-12x12.png 12w\" sizes=\"(max-width: 100px) 100vw, 100px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7e1db60 e-con-full e-flex e-con e-child\" data-id=\"7e1db60\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-0793627 e-con-full e-flex e-con e-child\" data-id=\"0793627\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-289318a no-text-decoration elementor-widget elementor-widget-heading\" data-id=\"289318a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\"><a href=\"\/authors\/andrew-artyukhovsky\/\">Andrew Artyukhovsky<\/a><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-50ebf0f elementor-widget elementor-widget-image\" data-id=\"50ebf0f\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.linkedin.com\/in\/andrew-artyukhovsky-48a506127\/\" target=\"_blank\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"32\" height=\"33\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2025\/04\/Social-icons-1.svg\" class=\"attachment-full size-full wp-image-181902\" alt=\"Linkedin icon\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-25d75ab elementor-widget elementor-widget-text-editor\" data-id=\"25d75ab\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Head Of Quality Assurance<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-74795c0 e-con-full e-flex e-con e-child\" data-id=\"74795c0\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dc3b9b1 text4String elementor-widget elementor-widget-text-editor\" data-id=\"dc3b9b1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Andrew brings a critical eye and deep testing expertise, making sure that what we deliver always lives up to what we promised. He knows how to break things before users do \u2014 and how to fix them fast, without cutting corners.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-be15da2 readMore elementor-widget elementor-widget-heading\" data-id=\"be15da2\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><a href=\"\/authors\/andrew-artyukhovsky\/\">Read more<\/a><\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-05b634c table-content-container e-con-full e-flex e-con e-child\" data-id=\"05b634c\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-fa24f48 e-con-full stickyTable e-flex e-con e-child\" data-id=\"fa24f48\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-af5c8ca author-block e-con-full e-flex e-con e-child\" data-id=\"af5c8ca\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3d6ddad ddcv elementor-widget elementor-widget-html\" data-id=\"3d6ddad\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\r\n\r\n.article-description > .e-con-inner{\r\n     align-items: baseline !important;\r\n}\r\n\r\n.table-content-container {\r\n    position: sticky;\r\n    top: 72px;\r\n    bottom: auto;   \r\n}  \r\n\r\n<\/style>\r\n\r\n<script>\r\ndocument.addEventListener(\"DOMContentLoaded\", ()=>{\r\n        \r\nconst headerElement = document.querySelector(\".new-menu\");\r\n\r\nconst stickyElement = document.querySelector(\".table-content-container\");\r\n\r\nconst headerElementH = headerElement.clientHeight;\r\n\r\nstickyElement.style.top =  headerElementH + 60 + \"px\"\r\n        \r\n});\r\n<\/script>\r\n\r\n\r\n<!--NOTE Change data-id in wrapper styles for hide this block on the mobile device screen-->\r\n<div class=\"toc-wrapper\">\r\n  <h4 class=\"toc-title\">Table of contents<\/h4>\r\n  <div class=\"toc toc-2\"><\/div>\r\n<\/div>\r\n\r\n<script>\r\n  \/\/NOTE Add the value from h2 as the key and the text you want to display as the key value in LINKS variable:\r\n  \/\/   const LINKS = {\r\n  \/\/       \"The demand for retail digital transformation\": \"The demand\"\r\n  \/\/   }\r\n\r\n  \r\n  \/\/NOTE Add the value from h2 as the key and the text you want to display as the key value in LINKS variable:\r\n  \/\/   const LINKS = {\r\n  \/\/       \"The demand for retail digital transformation\": \"The demand\"\r\n  \/\/   }\r\n\r\n  const LINKS = {\r\n    \"Unleashing the power of .NET 8\": \"gggggg\",\r\n    \"Revamping legacy systems: unlocking business potential through software modernization\":\r\n      \"hello\",\r\n  };\r\n\r\n  const OFFSET = 70;\r\n   const PADDING_BOTTOM_FOR_SCROLL = 100;\r\n  let headerList = [];\r\n  let allLinks = [];\r\n  \r\n  let ticking = false;\r\n     \r\n\r\n  const createList = () => {\r\n      \r\n      console.log('create');\r\n      \r\n      \r\n    const tocTarget = document.querySelector(\".toc.toc-2\");\r\n    const toc = document.createElement(\"ul\");\r\n    \r\n    \r\n    \r\n     headerList = [...document.querySelectorAll(\"h2\")];\r\n\r\n\r\n    \r\n    headerList = headerList.slice(0, -3);\r\n    \r\n    const filteredNodes = [document.querySelector(\".related_content_blog_container h2\")]\r\n    \r\n    headerList = headerList.filter((node)=> !filteredNodes.includes(node))\r\n    \r\n    \r\n   headerList.forEach((header,index) => {\r\n      const headerId = header.getAttribute(\"id\");\r\n      const headerText =\r\n        header.dataset.title && header.dataset.title !== \"\"\r\n          ? header.dataset.title\r\n          : header.textContent;\r\n          \r\n\r\n      const headerTocText = header.dataset.title;\r\n\r\n      const idFromText =\r\n        !headerId || headerId === \"\"\r\n          ? headerText\r\n              .toLowerCase()\r\n              .replace(\/[^\\w ]+\/g, \"\")\r\n              .replace(\/ +\/g, \"-\")\r\n          : headerId;\r\n          \r\n         \r\n\r\n      const newListItem = document.createElement(\"li\");\r\n      const newLink = document.createElement(\"a\");\r\n      newLink.setAttribute(\"href\", \"#\" + idFromText);\r\n      newLink.textContent = LINKS[headerText] || headerText;\r\n\r\n      newLink.addEventListener(\"click\", (e) => {\r\n          \r\n        e.preventDefault();\r\n        const y =\r\n          header.getBoundingClientRect().top +\r\n          window.pageYOffset -\r\n          PADDING_BOTTOM_FOR_SCROLL -\r\n          OFFSET;\r\n          ticking = true; \r\n        window.scrollTo({ top: y, behavior: \"smooth\" });\r\n        \r\n        setTimeout(()=>{\r\n            ticking = false;\r\n        },500);\r\n        \r\n      });\r\n      \r\n\r\n      newListItem.appendChild(newLink);\r\n    toc.appendChild(newListItem);\r\n    \r\n    \r\n    });\r\n    tocTarget.appendChild(toc);\r\n    allLinks = Array.from(document.querySelector(\".toc.toc-2\").querySelectorAll(\"ul li\"));\r\n  };\r\n\r\n  const setContainerHeight = () => {\r\n    const windowHeight = window.innerHeight;\r\n    const tocContainer = document.querySelector(\".ddcv\");\r\n\r\n    tocContainer.style.maxHeight = \"calc(100vh - 230px)\";\r\n    tocContainer.style.minHeight = \"200px\";\r\n  };\r\n\r\n\r\n  const checkScroll = () => {\r\n      const windowHeight = window.innerHeight;\r\n      const scrollTop = window.scrollY || document.documentElement.scrollTop;\r\n\r\n      let selectedHeaderIndex = -1;\r\n      \r\n      \/\/console.log('headerList', headerList)\r\n      headerList.forEach((header, index) => {\r\n        \r\n  const posTop = header.getBoundingClientRect().top;\r\n       \r\n\r\n const isInViewport = posTop + elem.clientHeight <= window.innerHeight ;\r\n \r\n \r\n\r\n \r\n if(isInViewport){\r\n      selectedHeaderIndex = index;\r\n }\r\n\r\n      });\r\n      \r\n\r\n\r\n        allLinks.forEach((link, i) => {\r\n            if(i === selectedHeaderIndex){\r\n              link.classList.remove(\"pre-active\");  \r\n              link.classList.add(\"active\");\r\n            }\r\n            if(i < selectedHeaderIndex){\r\n              link.classList.add(\"pre-active\"); \r\n               link.classList.remove(\"active\");\r\n            }\r\n             if(i > selectedHeaderIndex){\r\n            link.classList.remove(\"pre-active\");\r\n            link.classList.remove(\"active\");\r\n            }\r\n            \r\n            \r\n            \r\n        });\r\n        \r\n\r\n\r\n  };\r\n\r\n  const loadAllImages = () => {\r\n    const images = document.getElementsByTagName(\"img\");\r\n\r\n    for (let i = 0; i < images.length; i++) {\r\n      const img = images[i];\r\n      const src = img.getAttribute(\"data-src\") || img.src;\r\n      img.src = src;\r\n    }\r\n  };\r\n\r\n  loadAllImages();\r\n  \r\n  \r\n  \r\n\r\n\r\n  document.addEventListener(\"DOMContentLoaded\", () => {\r\n      \r\n      \r\n     setTimeout(()=>{\r\n           createList();\r\n    setContainerHeight();\r\n  \r\n    \r\n    document.addEventListener(\"scroll\", (event) => {\r\n  if (!ticking) {\r\n    checkScroll();\r\n  }\r\n});\r\n    \r\n    \r\n},300) \r\n\r\n    \r\n  });\r\n  \r\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-77b1c16 e-flex e-con-boxed e-con e-parent\" data-id=\"77b1c16\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c8e9be8 elementor-widget elementor-widget-shortcode\" data-id=\"c8e9be8\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\n<div class=\"wpcf7 no-js\" id=\"wpcf7-f100240-o1\" lang=\"en-US\" dir=\"ltr\" data-wpcf7-id=\"100240\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/pt\/wp-json\/wp\/v2\/posts\/178125#wpcf7-f100240-o1\" method=\"post\" class=\"wpcf7-form init\" aria-label=\"Contact form\" enctype=\"multipart\/form-data\" novalidate=\"novalidate\" data-status=\"init\">\n<fieldset class=\"hidden-fields-container\"><input type=\"hidden\" name=\"_wpcf7\" value=\"100240\" \/><input type=\"hidden\" name=\"_wpcf7_version\" value=\"6.1\" \/><input type=\"hidden\" name=\"_wpcf7_locale\" value=\"en_US\" \/><input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f100240-o1\" \/><input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/><input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/><input type=\"hidden\" name=\"_wpcf7_recaptcha_response\" value=\"\" \/>\n<\/fieldset>\n<style>\n#form-templates .contact__info {\n  background-color: #f4f4f4;\n  padding: 70px 44px 70px 50px;\n  position: relative;\n  max-width: 540px;\n  width: 100%;\nborder: 1px solid #AEB1B7;\n}\n\n#form-templates .contact__info-background {\n  z-index: -1;\n  position: absolute;\n  top: 20px;\n  left: 20px;\n  width: 100%;\n  height: 100%;\n  border: 1px dashed #ef4557;\n}\n\n\n#form-templates .new-container{\ndisplay: flex;\njustify-content: space-between;\nflex-wrap: wrap;\n}\n\n\n#form-templates{\npadding: 100px 15px 100px 15px;        \n}\n\n#form-templates .contact__info-heading {\n  font-family: 'Sora' !important;\n  font-style: normal !important;\n  font-weight: 400 !important;\n  font-size: 36px !important;\n  line-height: 46px !important;\n  color: #2E2E2E !important;\n   margin-bottom: 60px !important;\n\n}\n\n\n#form-templates .message label{\ncolor: #585858 !important;   \n}\n\n.elementor-widget-container.form-template h2,.elementor-widget-container.form-template h1{\n font-size: 60px !important;\n  line-height: 70px !important;\n  font-family: \"Sora\", Sans-serif;\n  font-weight: 400;\n  margin: 0;  \n  margin-bottom: 20px;\n}\n\n\n\n\n.elementor-widget-container.form-template p{\n  font-family: \"Karla\", Sans-serif;\n  font-size: 22px;\n  font-weight: 400;\n  line-height: 28px;\n  color: var( --e-global-color-primary );\n  max-width: 700px;\n  margin: 0; \n  margin-bottom: 40px;\n} \n  \n\n\n.new-container #spinner{\nwidth: 50%;\nmax-width: 700px;\n}\n\n\n#form-templates .new-container #spinner div.contact-us__wrapper:nth-child(6){\ngap:30px; \n    \n}\n\n\n#form-templates .contact__info-heading {\n  margin-bottom: 67px;\n  font-size: 36px;\n  font-family: karla;\n  color:  #2E2E2E;\n\n  line-height: 49px;\n}\n\n#form-templates .contact__info-steps {\n  display: flex;\n  flex-direction: column;\n  max-width: 425x;\n  row-gap: 20px;\n  border-left: 1px solid #2e2e2e;\n}\n\n#form-templates .contact__info-block {\n  position: relative;\n  padding-left: 45px;\n}\n\n#form-templates .contact__info-block:last-child {\n  box-shadow: -1px 0 0 1px #f4f4f4;\n}\n\n#form-templates .contact__info-step {\n  position: absolute;\n  border: 1px solid #2e2e2e;\n  width: 40px;\n  height: 40px;\n  display: flex;\n  align-items: center;\n  justify-content: center;\n  border-radius: 20px;\n  left: -20px;\n  top: -8px;\n  background-color: #F4F4F4;\n  color:  #2E2E2E;\n\nfont-family: Karla;\nfont-weight: 700;\nfont-size: 18px;\nline-height: 28px;\n\n}\n\n.elementor-widget-global .contact__info-step {\n        color:  #2E2E2E;\n}\n\n#form-templates .contact__info-text {\n  margin: 0;\n  font-size: 16px;\n  line-height: 26px;\n  color: #2E2E2E;\n  font-family: karla;\n\n  width: 100%;\n}\n\n\n#form-templates .contact-us__send{\nflex-shrink: 0;\nmargin-top:0;\n}\n\n\n\n@media screen and (max-width: 1279px) {\n    .new-container #spinner{\n        width: 100%;\n        max-width:100%;\n        margin-bottom:40px;\n    }\n    \n\n    .new-container .contact__info {\n        max-width: 700px !important;\n    }\n    \n}\n\n\n@media screen and (max-width: 1279px) {\n#form-templates{\npadding: 60px 15px 70px 15px;     \n}\n}\n\n\n\n@media screen and (max-width: 767px) {\n\n#form-templates .new-container #spinner div.contact-us__wrapper:nth-child(6){\ngap:20px; \n \n}\n\n\n  #form-templates .contact__info {\n    padding: 20px 20px 40px 40px;\n    margin: 0 auto;\n  }\n\n\n#form-templates{\npadding: 40px 15px 50px 15px;  \n    \n}\n\n  \n   .new-container #spinner{\n       \n    margin-bottom:30px;   \n   }\n   \n   \n   .elementor-widget-container.form-template h2,.elementor-widget-container.form-template h1{\n   font-size: 32px !important;\n    line-height: 42px !important;    \n   }\n   \n   \n   .elementor-widget-container.form-template p{\n       \n    font-size: 16px;\n    line-height: 20px;  \n    margin-bottom: 30px;\n \n       \n   }\n   \n   #form-templates .contact__info-heading{\n   font-size: 24px !important;\n    line-height: 49px !important;    \n       \n   }\n   \n\n.mailToContact{\nmargin-top: 10px !important;        \n}\n   \n\n  #form-templates .contact__info-heading {\n    font-size: 24px;\n    margin-bottom: 37px;\n  }\n\n  #form-templates .contact__info-background {\n    top: 10px;\n    left: 10px;\n  }\n\n  #form-templates .contact__info-text {\n    font-size: 12px;\n    line-height: 20px;\n  }\n  \n  \n  #form-templates .contact__info-heading {\n   margin-bottom: 35px !important;\n\n}\n\n}\n\n@media (max-width: 767px) {\n    .mailToContact {\n        max-width: 100%;\n    }\n}\n<\/style>\n\n<script>\nwindow.addEventListener('hashchange',function(e){if(window.history.pushState){window.history.pushState('','\/',window.location.pathname)}else{window.location.hash=''}})\n<\/script>\n\n\n<div id=\"form-templates\">\n<div class=\"elementor-widget-container form-template\">\n<a name=\"contact-form\"><\/a>\n<h2>Contact us<\/h2>\n<p><a id=\"calendlylink\" style=\"color: #c63031; border-bottom: 1px solid #c63031; padding: 0;\">Book a call<\/a> or fill out the form below and we\u2019ll get back to you once we\u2019ve processed your request.<\/p>\n<\/div>\n\n<div class=\"new-container\">\n\n\n<div class=\"contact-us__main\" id=\"spinner\" data-no-defer=\"1\">\n\n<div class=\"contact-us__wrapper\">\n\n<div class=\"name\">\n<label>Name<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"field_name\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required contact-us__name\" id=\"contact-name\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Name*\" value=\"\" type=\"text\" name=\"field_name\" \/><\/span>\n<\/div>\n\n<div class=\"company\">\n<label>Company<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"company\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required contact-us__company\" id=\"contact-company\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Company*\" value=\"\" type=\"text\" name=\"company\" \/><\/span>\n<\/div>\n\n<\/div>\n\n<div class=\"contact-us__wrapper\">\n\n<div class=\"email\">\n<label>Email<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"email\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-email wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-email contact-us__email\" id=\"contact-email\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Corporate email*\" value=\"\" type=\"email\" name=\"email\" 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