{"id":8560,"date":"2026-01-06T18:19:18","date_gmt":"2026-01-06T12:49:18","guid":{"rendered":"https:\/\/www.testleaf.com\/blog\/?p=8560"},"modified":"2026-01-06T18:20:20","modified_gmt":"2026-01-06T12:50:20","slug":"ai-smart-waits-automatic-retries-playwright","status":"publish","type":"post","link":"https:\/\/www.testleaf.com\/blog\/ai-smart-waits-automatic-retries-playwright\/","title":{"rendered":"AI in Testing: Smart Waits and Automatic Retries"},"content":{"rendered":"<div style=\"margin-top: 0px; margin-bottom: 0px;\" class=\"sharethis-inline-share-buttons\" ><\/div><p>&nbsp;<\/p>\n<p>We\u2019ve seen how waits work in Selenium and Playwright. Now imagine a future where:<\/p>\n<ul>\n<li>You don\u2019t have to <strong>guess<\/strong> how long to wait.<\/li>\n<li>Your tool can <strong>learn<\/strong> from previous failures.<\/li>\n<li>It can <strong>suggest<\/strong> better wait conditions and retry logic automatically.<\/li>\n<\/ul>\n<p>That\u2019s where <a href=\"https:\/\/ai-master-class.testleaf.com\/?utm_source=GenAI_Webinar&amp;utm_medium=Organic&amp;utm_campaign=GenAI_Webinar\"><strong>Playwright + AI<\/strong><\/a> comes in as a concept: using AI to make decisions about <strong>when<\/strong> and <strong>how<\/strong> to wait.<\/p>\n<p>This blog is not about a single product, but about <strong>how AI could (and already starts to) help<\/strong> with smart waits and retries.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_core_problem_timing_is_hard\"><\/span><strong>The core problem: timing is hard<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2><div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.testleaf.com\/blog\/ai-smart-waits-automatic-retries-playwright\/#The_core_problem_timing_is_hard\" >The core problem: timing is hard<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.testleaf.com\/blog\/ai-smart-waits-automatic-retries-playwright\/#What_can_AI_observe\" >What can AI observe?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.testleaf.com\/blog\/ai-smart-waits-automatic-retries-playwright\/#AI-suggested_wait_conditions\" >AI-suggested wait conditions<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.testleaf.com\/blog\/ai-smart-waits-automatic-retries-playwright\/#AI_for_retry_logic\" >AI for retry logic<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.testleaf.com\/blog\/ai-smart-waits-automatic-retries-playwright\/#Guardrails_AI_should_assist_not_silently_hide_problems\" >Guardrails: AI should assist, not silently hide problems<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.testleaf.com\/blog\/ai-smart-waits-automatic-retries-playwright\/#Practical_starting_points_even_without_full_AI_tools\" >Practical starting points (even without full AI tools)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.testleaf.com\/blog\/ai-smart-waits-automatic-retries-playwright\/#The_bigger_picture_from_manual_timings_to_learned_timings\" >The bigger picture: from manual timings to learned timings<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.testleaf.com\/blog\/ai-smart-waits-automatic-retries-playwright\/#FAQs\" >FAQs<\/a><\/li><\/ul><\/nav><\/div>\n\n<p>Modern web apps:<\/p>\n<ul>\n<li>Load data in the background<\/li>\n<li>Show spinners and skeleton loaders<\/li>\n<li>Animate modals and drawers<\/li>\n<li>Call multiple APIs in parallel<\/li>\n<\/ul>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter size-full wp-image-8563\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/The-Core-Problem-\u2013-Timing-Is-Hard.jpg\" alt=\"The Core Problem \u2013 Timing Is Hard\" width=\"1920\" height=\"1080\" srcset=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/The-Core-Problem-\u2013-Timing-Is-Hard.jpg 1920w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/The-Core-Problem-\u2013-Timing-Is-Hard-300x169.jpg 300w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/The-Core-Problem-\u2013-Timing-Is-Hard-1024x576.jpg 1024w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/The-Core-Problem-\u2013-Timing-Is-Hard-768x432.jpg 768w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/The-Core-Problem-\u2013-Timing-Is-Hard-1536x864.jpg 1536w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/The-Core-Problem-\u2013-Timing-Is-Hard-150x84.jpg 150w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/><\/p>\n<p>For a human, it\u2019s obvious:<br \/>\n\u201cI\u2019ll wait until the table appears, then I\u2019ll read it.\u201d<\/p>\n<p><strong>Popular Articles:<\/strong> <a href=\"https:\/\/www.testleaf.com\/blog\/top-30-playwright-interview-questions-and-answers-2025-updated-guide\/\">playwright interview questions<\/a><\/p>\n<p>For a test script, it\u2019s guesswork unless you teach it:<\/p>\n<ul>\n<li>\u201cWait until the spinner disappears.\u201d<\/li>\n<li>\u201cWait until there are &gt; 0 rows.\u201d<\/li>\n<li>\u201cWait until this URL is loaded.\u201d<\/li>\n<\/ul>\n<p>We hard-code these with waits and expect conditions. AI tries to <strong>learn<\/strong> those patterns.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_can_AI_observe\"><\/span><strong>What can AI observe?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>An AI-assisted system wrapped around Playwright can watch:<\/p>\n<ul>\n<li><a href=\"https:\/\/www.testleaf.com\/blog\/selenium-dom-properties-explained-fix-hidden-error-messages\/\">DOM<\/a> changes over time<\/li>\n<li>Network calls (start, end, error)<\/li>\n<li>Console logs and events<\/li>\n<li>Previous test runs and failures<\/li>\n<\/ul>\n<p>From that, it can infer:<\/p>\n<ul>\n<li>\u201cWhen this button is clicked, these 3 API calls usually happen.\u201d<\/li>\n<li>\u201cThis table is usually ready when <strong>spinner-hidden + row-count \u2265 1<\/strong>.\u201d<\/li>\n<li>\u201cThis screen has a fade animation that lasts ~300ms.\u201d<\/li>\n<\/ul>\n<p>It can then suggest:<\/p>\n<p>\u201cInstead of waiting 10 seconds blindly, wait for the spinner to disappear and the list to have at least one row.\u201d<\/p>\n<h2><span class=\"ez-toc-section\" id=\"AI-suggested_wait_conditions\"><\/span><strong>AI-suggested wait conditions<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Imagine writing a test like this:<\/p>\n<pre>await page.getByRole('button', { name: 'Generate Report' }).click();<\/pre>\n<p>\/\/ TODO: add a wait here<\/p>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-8564\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/a-modern-portrait-infographic-1080x1350-_NW8dxGkoTUSWlhgRhu1e_w_ff4mTSGwQzWSwlKpaLu1Nw.jpeg\" alt=\"AI-Suggested Wait Conditions\" width=\"1312\" height=\"736\" srcset=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/a-modern-portrait-infographic-1080x1350-_NW8dxGkoTUSWlhgRhu1e_w_ff4mTSGwQzWSwlKpaLu1Nw.jpeg 1312w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/a-modern-portrait-infographic-1080x1350-_NW8dxGkoTUSWlhgRhu1e_w_ff4mTSGwQzWSwlKpaLu1Nw-300x168.jpeg 300w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/a-modern-portrait-infographic-1080x1350-_NW8dxGkoTUSWlhgRhu1e_w_ff4mTSGwQzWSwlKpaLu1Nw-1024x574.jpeg 1024w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/a-modern-portrait-infographic-1080x1350-_NW8dxGkoTUSWlhgRhu1e_w_ff4mTSGwQzWSwlKpaLu1Nw-768x431.jpeg 768w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/a-modern-portrait-infographic-1080x1350-_NW8dxGkoTUSWlhgRhu1e_w_ff4mTSGwQzWSwlKpaLu1Nw-150x84.jpeg 150w\" sizes=\"(max-width: 1312px) 100vw, 1312px\" \/><\/p>\n<p><strong>An AI assistant could:<\/strong><\/p>\n<ol>\n<li>Run the test in a learning mode.<\/li>\n<li>Watch what happens after click:\n<ul>\n<li>Spinner appears (data-testid=&#8221;report-spinner&#8221;).<\/li>\n<li>Network calls to \/api\/report.<\/li>\n<li>Spinner disappears.<\/li>\n<li>\u201cDownload report\u201d button appears.<\/li>\n<\/ul>\n<\/li>\n<li>Propose a snippet:<\/li>\n<\/ol>\n<pre>\/\/ Suggested by AI:\r\n\r\nawait expect(page.getByTestId('report-spinner')).toBeHidden();\r\n\r\nawait expect(page.getByTestId('download-report')).toBeVisible();<\/pre>\n<p>Instead of you guessing and adding waitForTimeout(15000), the system gives you a <strong>wait recipe based on real behavior<\/strong>.<\/p>\n<p><strong>More Insights:<\/strong> <a href=\"https:\/\/www.testleaf.com\/blog\/100-manual-testing-interview-questions-and-answers-2025\/\">manual testing interview questions<\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"AI_for_retry_logic\"><\/span><strong>AI for retry logic<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>Retries are tricky:<\/strong><\/p>\n<ul>\n<li>If you retry too often, you may hide real bugs.<\/li>\n<li>If you don\u2019t retry at all, flaky infrastructure can cause failures.<\/li>\n<\/ul>\n<p><strong>AI can help by:<\/strong><\/p>\n<ul>\n<li>Tracking <strong>flaky patterns<\/strong>:<br \/>\n\u201cThis step fails sometimes due to a slow API; retrying once usually helps.\u201d<\/li>\n<li>Suggesting <strong>targeted retries<\/strong> instead of global \u201cretry test 3 times\u201d.<\/li>\n<\/ul>\n<p><strong>Example idea:<\/strong><\/p>\n<pre>async function clickWithSmartRetry(locator) {\r\n\r\n\u00a0 for (let attempt = 1; attempt &lt;= 2; attempt++) {\r\n\r\n\u00a0\u00a0\u00a0 try {\r\n\r\n\u00a0\u00a0\u00a0\u00a0\u00a0 await locator.click();\r\n\r\n\u00a0\u00a0\u00a0\u00a0\u00a0 return;\r\n\r\n\u00a0\u00a0\u00a0 } catch (err) {\r\n\r\n\u00a0\u00a0\u00a0\u00a0\u00a0 \/\/ Let AI decide whether this error is retryable\r\n\r\n\u00a0\u00a0\u00a0\u00a0\u00a0 const retryable = await aiShouldRetry(err, attempt);\r\n\r\n\u00a0\u00a0\u00a0\u00a0\u00a0 if (!retryable) throw err;\r\n\r\n\u00a0\u00a0\u00a0 }\r\n\r\n\u00a0 }\r\n\r\n}<\/pre>\n<p>The AI function aiShouldRetry could learn from:<\/p>\n<ul>\n<li>Error messages (timeouts vs 500 server errors)<\/li>\n<li>Historical success on second attempt<\/li>\n<li>Current system load or known flaky endpoints<\/li>\n<\/ul>\n<p>This is more intelligent than a blind \u201cretry everything twice\u201d.<\/p>\n<p><a href=\"https:\/\/ai-master-class.testleaf.com\/?utm_source=GenAI_Webinar&amp;utm_medium=Organic&amp;utm_campaign=GenAI_Webinar\"><img decoding=\"async\" class=\"aligncenter wp-image-7642 size-full\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/Gen-AI-Masterclass.png\" alt=\"Gen AI Masterclass\" width=\"2048\" height=\"512\" srcset=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/Gen-AI-Masterclass.png 2048w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/Gen-AI-Masterclass-300x75.png 300w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/Gen-AI-Masterclass-1024x256.png 1024w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/Gen-AI-Masterclass-768x192.png 768w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/Gen-AI-Masterclass-1536x384.png 1536w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/11\/Gen-AI-Masterclass-150x38.png 150w\" sizes=\"(max-width: 2048px) 100vw, 2048px\" \/><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Guardrails_AI_should_assist_not_silently_hide_problems\"><\/span><strong>Guardrails: AI should assist, not silently hide problems<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Powerful AI comes with risks:<\/p>\n<ul>\n<li>It could keep <strong>retrying real failures<\/strong> and make your test look green.<\/li>\n<li>It might propose waits that are too generous (making tests slow).<\/li>\n<\/ul>\n<p>So you need guardrails:<\/p>\n<ul>\n<li><strong>Visibility<\/strong>: Log every AI-driven wait or retry decision.<\/li>\n<li><strong>Control<\/strong>: Configure where AI is allowed to help:\n<ul>\n<li>Non-critical flows? okay.<\/li>\n<li>Payment flow? manual approval for changes.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Review<\/strong>: Periodically review \u201cAI suggestions vs real behavior\u201d.<\/li>\n<\/ul>\n<p>Think of AI as a junior engineer suggesting improvements, not someone you give full control to.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-8565\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/Smart-Retries-with-Guardrails.jpg\" alt=\"Smart Retries with Guardrails\" width=\"1920\" height=\"1080\" srcset=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/Smart-Retries-with-Guardrails.jpg 1920w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/Smart-Retries-with-Guardrails-300x169.jpg 300w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/Smart-Retries-with-Guardrails-1024x576.jpg 1024w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/Smart-Retries-with-Guardrails-768x432.jpg 768w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/Smart-Retries-with-Guardrails-1536x864.jpg 1536w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2026\/01\/Smart-Retries-with-Guardrails-150x84.jpg 150w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Practical_starting_points_even_without_full_AI_tools\"><\/span><strong>Practical starting points (even without full <a href=\"https:\/\/www.testleaf.com\/blog\/12-best-ai-tools-for-automation-testing-in-2025-ultimate-guide-for-qa-teams\/\">AI tools<\/a>)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Even if you don\u2019t have an AI platform integrated yet, you can prepare your Playwright tests for that future:<\/p>\n<ol>\n<li>Use <strong>clear test IDs<\/strong> and consistent patterns (spinner, toast, rows, etc.).<br \/>\nAI works better when the app is predictable.<\/li>\n<li>Centralize waits and retries in helper functions:\n<ul>\n<li>waitForDataTableReady()<\/li>\n<li>waitForSpinnerToDisappear()<\/li>\n<li>clickWithRetry()<\/li>\n<\/ul>\n<\/li>\n<li>Log important events in your tests:\n<ul>\n<li>When spinners appear\/disappear<\/li>\n<li>When retries happen<\/li>\n<li>When key network calls finish<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>These patterns become training data for any AI layer you add later.<\/p>\n<p><strong>See Also:<\/strong> <a href=\"https:\/\/www.testleaf.com\/blog\/ai-ml-engineer-salary-in-india-2026-freshers-to-senior-level\/\">AI and ML salary in india<\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_bigger_picture_from_manual_timings_to_learned_timings\"><\/span><strong>The bigger picture: from manual timings to learned timings<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Right now, most teams manually decide:<\/p>\n<ul>\n<li>\u201c10 seconds should be enough.\u201d<\/li>\n<li>\u201cLet\u2019s retry this test 2 times in <a href=\"https:\/\/en.wikipedia.org\/wiki\/Continuous_integration\">CI<\/a>.\u201d<\/li>\n<\/ul>\n<p>AI + Playwright opens the door to:<\/p>\n<ul>\n<li><strong>Learned timings<\/strong>: based on real runs, not guesses.<\/li>\n<li><strong>Suggested waits<\/strong>: conditions that mirror real user readiness (\u201ctable filled\u201d, \u201ctoast shown\u201d).<\/li>\n<li><strong>Smart retries<\/strong>: only when it truly makes sense.<\/li>\n<\/ul>\n<p>The end goal is not to make tests \u201cmagical\u201d, but to reduce busywork:<\/p>\n<p>Less time fighting timing issues.<br \/>\nMore time designing better test coverage and finding real issues.<\/p>\n<h3><strong>Conclusion<\/strong><\/h3>\n<p>Waiting and retrying are two of the most boring but important parts of <a href=\"https:\/\/www.testleaf.com\/blog\/which-is-better-to-learn-ui-automation-or-api-automation\/\">UI automation<\/a>. Today, most teams handle them with guesses: \u201cmaybe 10 seconds is enough\u201d, \u201cretry this test 2 times.\u201d AI offers a smarter path \u2013 it can <strong>observe real behavior<\/strong>, learn which conditions truly mean \u201cpage is ready,\u201d and suggest better waits and retries based on data, not gut feeling.<\/p>\n<p>That doesn\u2019t mean AI replaces good testing practices. You still need clear IDs, consistent patterns, and sensible guardrails. But with AI assisting on top of tools like <a href=\"https:\/\/www.testleaf.com\/blog\/playwright-vs-selenium-which-to-choose-in-2025\/\">Playwright or Selenium<\/a>, your tests can adapt more easily to UI changes, recover from temporary glitches, and waste less time on timing issues. In simple terms:<\/p>\n<p>You focus on <strong>what to test<\/strong>, and let AI help decide <strong>when it\u2019s safe to move to the next step<\/strong>.<\/p>\n<h2 data-start=\"6505\" data-end=\"6525\"><span class=\"ez-toc-section\" id=\"FAQs\"><\/span><strong>FAQs<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p data-start=\"6527\" data-end=\"6750\"><strong data-start=\"6527\" data-end=\"6568\">1) What are \u201csmart waits\u201d in testing?<\/strong><br data-start=\"6568\" data-end=\"6571\" \/>Smart waits are condition-based waits that match real readiness signals (spinner hidden, rows loaded, URL changed) instead of fixed delays.<\/p>\n<p data-start=\"6527\" data-end=\"6750\"><strong data-start=\"6752\" data-end=\"6803\">2) What can AI observe to suggest better waits?<\/strong><br data-start=\"6803\" data-end=\"6806\" \/>It can watch DOM changes, network calls, console events, and past failures to learn what \u201cready\u201d looks like after an action.<\/p>\n<p data-start=\"6527\" data-end=\"6750\"><strong data-start=\"6972\" data-end=\"7034\">3) How does AI suggest a wait after a click in Playwright?<\/strong><br data-start=\"7034\" data-end=\"7037\" \/>It can run a learning mode, observe spinners\/API calls\/UI changes, then propose <code data-start=\"7117\" data-end=\"7127\">expect()<\/code> conditions like \u201cspinner hidden\u201d and \u201cbutton visible.<\/p>\n<p data-start=\"6527\" data-end=\"6750\"><strong data-start=\"7224\" data-end=\"7267\">4) Why are retries risky in automation?<\/strong><br data-start=\"7267\" data-end=\"7270\" \/>Over-retrying can hide real bugs; no retries can fail builds due to flaky infra. Smart retries aim to be targeted and evidence-driven.<\/p>\n<p data-start=\"6527\" data-end=\"6750\"><strong data-start=\"7446\" data-end=\"7480\">5) What is a \u201ctargeted retry\u201d?<\/strong><br data-start=\"7480\" data-end=\"7483\" \/>A retry applied only to specific steps or error types that historically succeed on a second attempt\u2014rather than retrying every failing test blindly.<\/p>\n<p data-start=\"6527\" data-end=\"6750\"><strong data-start=\"7673\" data-end=\"7729\">6) What guardrails should AI retries and waits have?<\/strong><br data-start=\"7729\" data-end=\"7732\" \/>Log every AI decision, limit AI help to non-critical flows, require approval for critical flows, and review suggestions regularly.<\/p>\n<p data-start=\"6527\" data-end=\"6750\"><strong data-start=\"7904\" data-end=\"7962\">7) How can I prepare my Playwright suite for AI later?<\/strong><br data-start=\"7962\" data-end=\"7965\" \/>Use clear test IDs, centralize waits\/retries in helper functions, and log timing signals like spinner events and retries.<\/p>\n<h5><strong>We Also Provide Training In:<\/strong><\/h5>\n<ul>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/selenium-automation-certification-training-course.html?utm_source=blog_post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>Advanced Selenium Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/playwright.html?utm_source=blog-post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>Playwright Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/genai-qa-engineers-training-course.html?utm_source=blog-post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>Gen AI Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/aws-cloud-architect-certification-training-course.html?utm_source=blog-post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>AWS Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/rest-api-testing-certification-training-course.html?utm_source=blog-post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>REST API Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/full-stack-developer-certification-training-course.html?utm_source=blog-post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>Full Stack Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/appium-mobile-automation-certification-training-course.html?utm_source=blog-post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>Appium Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/dev-ops-master-certification-training-course.html?utm_source=blog-post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>DevOps Training<\/strong><\/a><\/li>\n<li><a href=\"https:\/\/www.testleaf.com\/course\/apache-jmeter-testing-training-course.html?utm_source=blog-post&amp;utm_medium=Organic&amp;utm_campaign=Blog_Post\"><strong>JMeter Performance Training<\/strong><\/a><\/li>\n<\/ul>\n<h6><strong>Author\u2019s Bio<\/strong>:<\/h6>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-6744 size-full alignleft\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/09\/Kadhir.png\" sizes=\"(max-width: 200px) 100vw, 200px\" srcset=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/09\/Kadhir.png 200w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/09\/Kadhir-150x150.png 150w, https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/09\/Kadhir-96x96.png 96w\" alt=\"Kadhir\" width=\"200\" height=\"200\" \/><\/p>\n<p>Content Writer at Testleaf, specializing in SEO-driven content for test automation, software development, and cybersecurity. I turn complex technical topics into clear, engaging stories that educate, inspire, and drive digital transformation.<\/p>\n<p><strong>Ezhirkadhir Raja<\/strong><\/p>\n<p>Content Writer \u2013 Testleaf<\/p>\n<p><a href=\"http:\/\/linkedin.com\/in\/ezhirkadhir\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.testleaf.com\/blog\/wp-content\/uploads\/2025\/07\/linkedin.png\" alt=\"LinkedIn Logo\" width=\"28\" height=\"28\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>&nbsp; We\u2019ve seen how waits work in Selenium and Playwright. Now imagine a future where: You don\u2019t have to guess how long to wait. Your tool can learn from previous failures. It can suggest better wait conditions and retry logic automatically. That\u2019s where Playwright + AI comes in as a concept: using AI to make &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/www.testleaf.com\/blog\/ai-smart-waits-automatic-retries-playwright\/\"> <span class=\"screen-reader-text\">AI in Testing: Smart Waits and Automatic Retries<\/span> Read More &raquo;<\/a><\/p>\n","protected":false},"author":1,"featured_media":8561,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"site-sidebar-layout":"default","site-content-layout":"default","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","footnotes":""},"categories":[775],"tags":[986,372,937,895,914,954,799,729],"class_list":["post-8560","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-agentic-ai","tag-ai","tag-ai-ml","tag-ai-automation-testing-tools","tag-ai-engineer","tag-ai-in-testing","tag-ai-tools","tag-genai"],"acf":[],"aioseo_notices":[],"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/posts\/8560","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/comments?post=8560"}],"version-history":[{"count":1,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/posts\/8560\/revisions"}],"predecessor-version":[{"id":8566,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/posts\/8560\/revisions\/8566"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/media\/8561"}],"wp:attachment":[{"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/media?parent=8560"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/categories?post=8560"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.testleaf.com\/blog\/wp-json\/wp\/v2\/tags?post=8560"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}