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How To Do A/B Testing: A 5-step Framework
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src="//images.ctfassets.net/gwbpo1m641r7/1zNQ5Gd3LGGKaEN0Iqh8Uk/24fa9153263087ee32cc4256e6b6aeb1/experience-analytics_Icon.svg?w=64&q=100&fit=fill"/></div><div class="relative z-10 max-lg:space-y-1"><div class="relative z-[5] flex items-center space-x-2 lg:mb-1 lg:space-x-0"><span class="submenu-card-heading heading-14">Experience Analytics</span><div class="w-4 shrink-0 lg:hidden"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div><p class="text-12 opacity-[.65]">Visualize journeys and level up engagement</p><a aria-label="Experience Analytics" class="absolute inset-0 z-[5]" href="/platform/experience-analytics/"></a></div><div class="relative z-[5] !ml-auto hidden w-4 shrink-0 -translate-x-1 scale-50 opacity-0 transition-[opacity,transform] duration-300 ease-in-out group-hover:translate-x-0 group-hover:scale-100 group-hover:opacity-100 lg:block"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div></div></li><li class="space-y-3 rounded-lg max-lg:border max-lg:border-grey-pastel max-lg:p-5 max-lg:pb-4"><div class="group relative transition-colors duration-200 lg:p-3"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(1)"><div class="absolute inset-0 !origin-bottom-left" style="transform:scale(0)"></div></div><div class="z-10 flex space-x-3 lg:items-center lg:rounded-lg"><div class="relative z-10 h-[2.25rem] w-[2.25rem] shrink-0 overflow-hidden rounded-[.25rem] lg:h-8 lg:w-8 lg:rounded-[0.125rem]"><img alt="Product Analytics Icon" loading="lazy" width="32" height="33" decoding="async" data-nimg="1" class="h-full w-full object-contain" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/4YUBF2yJs3o6U1T6xy4Yl7/2f2fa56cc720433ea57f07b92e34f7f6/product-analytics.svg?w=32&q=100&fit=fill 1x, //images.ctfassets.net/gwbpo1m641r7/4YUBF2yJs3o6U1T6xy4Yl7/2f2fa56cc720433ea57f07b92e34f7f6/product-analytics.svg?w=64&q=100&fit=fill 2x" src="//images.ctfassets.net/gwbpo1m641r7/4YUBF2yJs3o6U1T6xy4Yl7/2f2fa56cc720433ea57f07b92e34f7f6/product-analytics.svg?w=64&q=100&fit=fill"/></div><div class="relative z-10 max-lg:space-y-1"><div class="relative z-[5] flex items-center space-x-2 lg:mb-1 lg:space-x-0"><span class="submenu-card-heading heading-14">Product Analytics</span><div class="w-4 shrink-0 lg:hidden"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div><p class="text-12 opacity-[.65]">Get the whole picture of multi-session journeys</p><a aria-label="Product Analytics" class="absolute inset-0 z-[5]" href="/platform/product-analytics/"></a></div><div class="relative z-[5] !ml-auto hidden w-4 shrink-0 -translate-x-1 scale-50 opacity-0 transition-[opacity,transform] duration-300 ease-in-out group-hover:translate-x-0 group-hover:scale-100 group-hover:opacity-100 lg:block"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div></div></li><li class="space-y-3 rounded-lg max-lg:border max-lg:border-grey-pastel max-lg:p-5 max-lg:pb-4"><div class="group relative transition-colors duration-200 lg:p-3"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(1)"><div class="absolute inset-0 !origin-bottom-left" style="transform:scale(0)"></div></div><div class="z-10 flex space-x-3 lg:items-center lg:rounded-lg"><div class="relative z-10 h-[2.25rem] w-[2.25rem] shrink-0 overflow-hidden rounded-[.25rem] lg:h-8 lg:w-8 lg:rounded-[0.125rem]"><img alt="Voice Of Customer Icon" loading="lazy" width="32" height="33" decoding="async" data-nimg="1" class="h-full w-full object-contain" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/5mTjvKCNm6NzGsszOzgjGl/634860682d77b8d395e54c3e91496841/VOC_Icon.svg?w=32&q=100&fit=fill 1x, //images.ctfassets.net/gwbpo1m641r7/5mTjvKCNm6NzGsszOzgjGl/634860682d77b8d395e54c3e91496841/VOC_Icon.svg?w=64&q=100&fit=fill 2x" src="//images.ctfassets.net/gwbpo1m641r7/5mTjvKCNm6NzGsszOzgjGl/634860682d77b8d395e54c3e91496841/VOC_Icon.svg?w=64&q=100&fit=fill"/></div><div class="relative z-10 max-lg:space-y-1"><div class="relative z-[5] flex items-center space-x-2 lg:mb-1 lg:space-x-0"><span class="submenu-card-heading heading-14">Voice of Customer</span><div class="w-4 shrink-0 lg:hidden"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div><p class="text-12 opacity-[.65]">Make better decisions with fast user feedback</p><a aria-label="Voice of Customer" class="absolute inset-0 z-[5]" href="/platform/voice-of-customer/"></a></div><div class="relative z-[5] !ml-auto hidden w-4 shrink-0 -translate-x-1 scale-50 opacity-0 transition-[opacity,transform] duration-300 ease-in-out group-hover:translate-x-0 group-hover:scale-100 group-hover:opacity-100 lg:block"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div></div></li><li class="space-y-3 rounded-lg max-lg:border max-lg:border-grey-pastel max-lg:p-5 max-lg:pb-4"><div class="group relative transition-colors duration-200 lg:p-3"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(1)"><div class="absolute inset-0 !origin-bottom-left" style="transform:scale(0)"></div></div><div class="z-10 flex space-x-3 lg:items-center lg:rounded-lg"><div class="relative z-10 h-[2.25rem] w-[2.25rem] shrink-0 overflow-hidden rounded-[.25rem] lg:h-8 lg:w-8 lg:rounded-[0.125rem]"><img alt="Experience Monitoring Icon" loading="lazy" width="32" height="33" decoding="async" data-nimg="1" class="h-full w-full object-contain" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/7bX0tCQkpfOsX7rUPdsJsv/6c0ca8717d628c7168e540fd1b1bcea6/Experience_Monitoring_Icon.svg?w=32&q=100&fit=fill 1x, //images.ctfassets.net/gwbpo1m641r7/7bX0tCQkpfOsX7rUPdsJsv/6c0ca8717d628c7168e540fd1b1bcea6/Experience_Monitoring_Icon.svg?w=64&q=100&fit=fill 2x" src="//images.ctfassets.net/gwbpo1m641r7/7bX0tCQkpfOsX7rUPdsJsv/6c0ca8717d628c7168e540fd1b1bcea6/Experience_Monitoring_Icon.svg?w=64&q=100&fit=fill"/></div><div class="relative z-10 max-lg:space-y-1"><div class="relative z-[5] flex items-center space-x-2 lg:mb-1 lg:space-x-0"><span class="submenu-card-heading heading-14">Experience Monitoring</span><div class="w-4 shrink-0 lg:hidden"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div><p class="text-12 opacity-[.65]">Power up performance and remove friction</p><a aria-label="Experience Monitoring" class="absolute inset-0 z-[5]" href="/platform/experience-monitoring/"></a></div><div class="relative z-[5] !ml-auto hidden w-4 shrink-0 -translate-x-1 scale-50 opacity-0 transition-[opacity,transform] duration-300 ease-in-out group-hover:translate-x-0 group-hover:scale-100 group-hover:opacity-100 lg:block"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div></div></li></ul><div class="border-grey-pastel max-lg:rounded-lg max-lg:border max-lg:p-5 md:col-span-3"><span class="submenu-heading mb-2 opacity-[.65] lg:mb-4 lg:mt-2 lg:pl-[0.625rem]">Features</span><ul><li><div class="group relative flex items-center py-[0.513rem] md:justify-between lg:px-[0.625rem]"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(1)"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(0)"></div></div><a target="" aria-label="Session Replay" class="absolute inset-0 z-20" href="/platform/capabilities/session-replay/"></a><div class="z-10 flex items-center"><div class="relative mr-[0.625rem] h-4 w-4 shrink-0 rounded-[0.125rem]"><img alt="Session Replay Icon" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="h-full w-full object-contain" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/nCI0BAucJJyAEr41YWyUy/bb803f6cdd3e95eb6f6173e65747cdf7/Session_Replay_Icon.svg?w=16&q=100&fit=fill 1x, //images.ctfassets.net/gwbpo1m641r7/nCI0BAucJJyAEr41YWyUy/bb803f6cdd3e95eb6f6173e65747cdf7/Session_Replay_Icon.svg?w=32&q=100&fit=fill 2x" src="//images.ctfassets.net/gwbpo1m641r7/nCI0BAucJJyAEr41YWyUy/bb803f6cdd3e95eb6f6173e65747cdf7/Session_Replay_Icon.svg?w=32&q=100&fit=fill"/></div><span class="text-14 flex-shrink-0">Session Replay</span></div><div class="z-20 ml-2 w-[.6rem] shrink-0 transform transition-transform duration-200 max-lg:hidden md:ml-6 md:group-hover:translate-x-1"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 11 11" fill="none" class=""><title>Arrow</title><path d="M6.36482 0.293945L10.9998 4.92895V5.40895L6.33482 10.0889L5.46482 8.70895L8.10482 6.02395H0.694824V4.32895H8.11982L5.47982 1.64395L6.36482 0.293945Z" fill="currentColor"></path></svg></div><div class="!ml-auto w-4 shrink-0 lg:hidden"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div></li><li><div class="group relative flex items-center py-[0.513rem] md:justify-between lg:px-[0.625rem]"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(1)"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(0)"></div></div><a target="" aria-label="Heatmaps" class="absolute inset-0 z-20" href="/platform/capabilities/heatmaps/"></a><div class="z-10 flex items-center"><div class="relative mr-[0.625rem] h-4 w-4 shrink-0 rounded-[0.125rem]"><img alt="Heatmaps Icon" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="h-full w-full object-contain" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/1DxfZwGaWOx0bzP72oqmUW/7056b2ca6cfb613bb65bcdc21afb9f7e/Heatmaps_Icon.svg?w=16&q=100&fit=fill 1x, //images.ctfassets.net/gwbpo1m641r7/1DxfZwGaWOx0bzP72oqmUW/7056b2ca6cfb613bb65bcdc21afb9f7e/Heatmaps_Icon.svg?w=32&q=100&fit=fill 2x" src="//images.ctfassets.net/gwbpo1m641r7/1DxfZwGaWOx0bzP72oqmUW/7056b2ca6cfb613bb65bcdc21afb9f7e/Heatmaps_Icon.svg?w=32&q=100&fit=fill"/></div><span class="text-14 flex-shrink-0">Heatmaps</span></div><div class="z-20 ml-2 w-[.6rem] shrink-0 transform transition-transform duration-200 max-lg:hidden md:ml-6 md:group-hover:translate-x-1"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 11 11" fill="none" class=""><title>Arrow</title><path d="M6.36482 0.293945L10.9998 4.92895V5.40895L6.33482 10.0889L5.46482 8.70895L8.10482 6.02395H0.694824V4.32895H8.11982L5.47982 1.64395L6.36482 0.293945Z" fill="currentColor"></path></svg></div><div class="!ml-auto w-4 shrink-0 lg:hidden"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div></li><li><div class="group relative flex items-center py-[0.513rem] md:justify-between lg:px-[0.625rem]"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(1)"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(0)"></div></div><a target="" aria-label="Journey Analysis" class="absolute inset-0 z-20" href="/platform/capabilities/journeys/"></a><div class="z-10 flex items-center"><div class="relative mr-[0.625rem] h-4 w-4 shrink-0 rounded-[0.125rem]"><img alt="Journeys Icon" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="h-full w-full object-contain" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/4fUaI1HYOXYt33AhNP0QyJ/afeace35980d614f3827663655b0c3e2/Journeys_Icon.svg?w=16&q=100&fit=fill 1x, //images.ctfassets.net/gwbpo1m641r7/4fUaI1HYOXYt33AhNP0QyJ/afeace35980d614f3827663655b0c3e2/Journeys_Icon.svg?w=32&q=100&fit=fill 2x" src="//images.ctfassets.net/gwbpo1m641r7/4fUaI1HYOXYt33AhNP0QyJ/afeace35980d614f3827663655b0c3e2/Journeys_Icon.svg?w=32&q=100&fit=fill"/></div><span class="text-14 flex-shrink-0">Journey Analysis</span></div><div class="z-20 ml-2 w-[.6rem] shrink-0 transform transition-transform duration-200 max-lg:hidden md:ml-6 md:group-hover:translate-x-1"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 11 11" fill="none" class=""><title>Arrow</title><path d="M6.36482 0.293945L10.9998 4.92895V5.40895L6.33482 10.0889L5.46482 8.70895L8.10482 6.02395H0.694824V4.32895H8.11982L5.47982 1.64395L6.36482 0.293945Z" fill="currentColor"></path></svg></div><div class="!ml-auto w-4 shrink-0 lg:hidden"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div></li><li><div class="group relative flex items-center py-[0.513rem] md:justify-between lg:px-[0.625rem]"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(1)"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(0)"></div></div><a target="" aria-label="Web Analytics" class="absolute inset-0 z-20" href="/platform/web-analytics/"></a><div class="z-10 flex items-center"><div class="relative mr-[0.625rem] h-4 w-4 shrink-0 rounded-[0.125rem]"><img alt="Web Analytics Icon" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="h-full w-full object-contain" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/2fgTpATNONFvjWbHqCBQVT/aeaa5b5a042b3704981cf6aaf88d493d/Web_Analytics_Icon.svg?w=16&q=100&fit=fill 1x, //images.ctfassets.net/gwbpo1m641r7/2fgTpATNONFvjWbHqCBQVT/aeaa5b5a042b3704981cf6aaf88d493d/Web_Analytics_Icon.svg?w=32&q=100&fit=fill 2x" src="//images.ctfassets.net/gwbpo1m641r7/2fgTpATNONFvjWbHqCBQVT/aeaa5b5a042b3704981cf6aaf88d493d/Web_Analytics_Icon.svg?w=32&q=100&fit=fill"/></div><span class="text-14 flex-shrink-0">Web Analytics</span></div><div class="z-20 ml-2 w-[.6rem] shrink-0 transform transition-transform duration-200 max-lg:hidden md:ml-6 md:group-hover:translate-x-1"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 11 11" fill="none" class=""><title>Arrow</title><path d="M6.36482 0.293945L10.9998 4.92895V5.40895L6.33482 10.0889L5.46482 8.70895L8.10482 6.02395H0.694824V4.32895H8.11982L5.47982 1.64395L6.36482 0.293945Z" fill="currentColor"></path></svg></div><div class="!ml-auto w-4 shrink-0 lg:hidden"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div></li><li><div class="group relative flex items-center py-[0.513rem] md:justify-between lg:px-[0.625rem]"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(1)"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(0)"></div></div><a target="" aria-label="Error & Frustration" class="absolute inset-0 z-20" href="/platform/capabilities/error-analysis/"></a><div class="z-10 flex items-center"><div class="relative mr-[0.625rem] h-4 w-4 shrink-0 rounded-[0.125rem]"><img alt="Errors Icon" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="h-full w-full object-contain" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/2bxEPEPyHz0CzQXq51woc5/41f07db2eb24fb7529102b4f5cb5a2c8/Errors_Icon.svg?w=16&q=100&fit=fill 1x, //images.ctfassets.net/gwbpo1m641r7/2bxEPEPyHz0CzQXq51woc5/41f07db2eb24fb7529102b4f5cb5a2c8/Errors_Icon.svg?w=32&q=100&fit=fill 2x" src="//images.ctfassets.net/gwbpo1m641r7/2bxEPEPyHz0CzQXq51woc5/41f07db2eb24fb7529102b4f5cb5a2c8/Errors_Icon.svg?w=32&q=100&fit=fill"/></div><span class="text-14 flex-shrink-0">Error & Frustration</span></div><div class="z-20 ml-2 w-[.6rem] shrink-0 transform transition-transform duration-200 max-lg:hidden md:ml-6 md:group-hover:translate-x-1"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 11 11" fill="none" class=""><title>Arrow</title><path d="M6.36482 0.293945L10.9998 4.92895V5.40895L6.33482 10.0889L5.46482 8.70895L8.10482 6.02395H0.694824V4.32895H8.11982L5.47982 1.64395L6.36482 0.293945Z" fill="currentColor"></path></svg></div><div class="!ml-auto w-4 shrink-0 lg:hidden"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div></li><li><div class="group relative flex items-center py-[0.513rem] md:justify-between lg:px-[0.625rem]"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(1)"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(0)"></div></div><a target="" aria-label="Mobile" class="absolute inset-0 z-20" href="/platform/capabilities/mobile/"></a><div class="z-10 flex items-center"><div class="relative mr-[0.625rem] h-4 w-4 shrink-0 rounded-[0.125rem]"><img alt="Mobile Icon" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="h-full w-full object-contain" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/36s3NutXpY8WqfrXt3IQ6n/666d06f35ae2e1dc3a924612385debff/Mobile_Icon.svg?w=16&q=100&fit=fill 1x, //images.ctfassets.net/gwbpo1m641r7/36s3NutXpY8WqfrXt3IQ6n/666d06f35ae2e1dc3a924612385debff/Mobile_Icon.svg?w=32&q=100&fit=fill 2x" src="//images.ctfassets.net/gwbpo1m641r7/36s3NutXpY8WqfrXt3IQ6n/666d06f35ae2e1dc3a924612385debff/Mobile_Icon.svg?w=32&q=100&fit=fill"/></div><span class="text-14 flex-shrink-0">Mobile</span></div><div class="z-20 ml-2 w-[.6rem] shrink-0 transform transition-transform duration-200 max-lg:hidden md:ml-6 md:group-hover:translate-x-1"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 11 11" fill="none" class=""><title>Arrow</title><path d="M6.36482 0.293945L10.9998 4.92895V5.40895L6.33482 10.0889L5.46482 8.70895L8.10482 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lg:hidden"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div></li><li><div class="group relative flex items-center py-[0.513rem] md:justify-between lg:px-[0.625rem]"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(1)"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(0)"></div></div><a target="" aria-label="Find & fix errors" class="absolute inset-0 z-20" href="/solutions/use-case/find-and-fix-errors/"></a><div class="z-10 flex items-center"><div class="relative mr-[0.625rem] h-4 w-4 shrink-0 rounded-[0.125rem]"><img alt="Find Errors Icon" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="h-full w-full object-contain" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/45F4fJIFKSJGUmMFXh5Bsx/fcffbcbeeeecd0f489cee6281d13c77d/Find_Errors_Icon.svg?w=16&q=100&fit=fill 1x, //images.ctfassets.net/gwbpo1m641r7/45F4fJIFKSJGUmMFXh5Bsx/fcffbcbeeeecd0f489cee6281d13c77d/Find_Errors_Icon.svg?w=32&q=100&fit=fill 2x" src="//images.ctfassets.net/gwbpo1m641r7/45F4fJIFKSJGUmMFXh5Bsx/fcffbcbeeeecd0f489cee6281d13c77d/Find_Errors_Icon.svg?w=32&q=100&fit=fill"/></div><span class="text-14 flex-shrink-0">Find & fix errors</span></div><div class="z-20 ml-2 w-[.6rem] shrink-0 transform transition-transform duration-200 max-lg:hidden md:ml-6 md:group-hover:translate-x-1"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 11 11" fill="none" class=""><title>Arrow</title><path d="M6.36482 0.293945L10.9998 4.92895V5.40895L6.33482 10.0889L5.46482 8.70895L8.10482 6.02395H0.694824V4.32895H8.11982L5.47982 1.64395L6.36482 0.293945Z" fill="currentColor"></path></svg></div><div class="!ml-auto w-4 shrink-0 lg:hidden"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div></li><li><div class="group relative flex items-center py-[0.513rem] md:justify-between lg:px-[0.625rem]"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(1)"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(0)"></div></div><a target="" aria-label="Act on feedback" class="absolute inset-0 z-20" href="/solutions/use-case/feedback/"></a><div class="z-10 flex items-center"><div class="relative mr-[0.625rem] h-4 w-4 shrink-0 rounded-[0.125rem]"><img alt="Act on Feedback Icon" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="h-full w-full object-contain" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/fSdXzDo0BZAwqA4zKfrkT/2bbc005d2ef89a85934ed38aa1c61d0c/Act_on_Feedback_Icon.svg?w=16&q=100&fit=fill 1x, //images.ctfassets.net/gwbpo1m641r7/fSdXzDo0BZAwqA4zKfrkT/2bbc005d2ef89a85934ed38aa1c61d0c/Act_on_Feedback_Icon.svg?w=32&q=100&fit=fill 2x" src="//images.ctfassets.net/gwbpo1m641r7/fSdXzDo0BZAwqA4zKfrkT/2bbc005d2ef89a85934ed38aa1c61d0c/Act_on_Feedback_Icon.svg?w=32&q=100&fit=fill"/></div><span class="text-14 flex-shrink-0">Act on feedback</span></div><div class="z-20 ml-2 w-[.6rem] shrink-0 transform transition-transform duration-200 max-lg:hidden md:ml-6 md:group-hover:translate-x-1"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 11 11" fill="none" class=""><title>Arrow</title><path d="M6.36482 0.293945L10.9998 4.92895V5.40895L6.33482 10.0889L5.46482 8.70895L8.10482 6.02395H0.694824V4.32895H8.11982L5.47982 1.64395L6.36482 0.293945Z" fill="currentColor"></path></svg></div><div class="!ml-auto w-4 shrink-0 lg:hidden"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div></li></ul></ul><ul class="border-grey-pastel max-lg:rounded-lg max-lg:border max-lg:p-5 max-lg:pb-4 lg:border-r lg:px-[1.1rem] lg:py-6 basis-[29.53%]"><span class="submenu-heading mb-3 opacity-[.65] md:mb-4 md:pl-[0.625rem]">For Teams</span><ul><li><div class="group relative flex items-center py-[0.513rem] md:justify-between lg:px-[0.625rem]"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(1)"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(0)"></div></div><a target="" aria-label="Digital Marketing" class="absolute inset-0 z-20" href="/solutions/teams/digital-marketing/"></a><div class="z-10 flex items-center"><div class="relative mr-[0.625rem] h-4 w-4 shrink-0 rounded-[0.125rem]"><img alt="Digital Marketing Icon" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="h-full w-full object-contain" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/5t1Dly1OwsTRUCmH8hIGHQ/9f3923dcacafa6fa2953a21dfbda8c9e/Digital_Marketing_Icon.svg?w=16&q=100&fit=fill 1x, //images.ctfassets.net/gwbpo1m641r7/5t1Dly1OwsTRUCmH8hIGHQ/9f3923dcacafa6fa2953a21dfbda8c9e/Digital_Marketing_Icon.svg?w=32&q=100&fit=fill 2x" src="//images.ctfassets.net/gwbpo1m641r7/5t1Dly1OwsTRUCmH8hIGHQ/9f3923dcacafa6fa2953a21dfbda8c9e/Digital_Marketing_Icon.svg?w=32&q=100&fit=fill"/></div><span class="text-14 flex-shrink-0">Digital Marketing</span></div><div class="z-20 ml-2 w-[.6rem] shrink-0 transform transition-transform duration-200 max-lg:hidden md:ml-6 md:group-hover:translate-x-1"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 11 11" fill="none" class=""><title>Arrow</title><path d="M6.36482 0.293945L10.9998 4.92895V5.40895L6.33482 10.0889L5.46482 8.70895L8.10482 6.02395H0.694824V4.32895H8.11982L5.47982 1.64395L6.36482 0.293945Z" fill="currentColor"></path></svg></div><div class="!ml-auto w-4 shrink-0 lg:hidden"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div></li><li><div class="group relative flex items-center py-[0.513rem] md:justify-between lg:px-[0.625rem]"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(1)"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(0)"></div></div><a target="" aria-label="Product" class="absolute inset-0 z-20" href="/solutions/teams/product/"></a><div class="z-10 flex items-center"><div class="relative mr-[0.625rem] h-4 w-4 shrink-0 rounded-[0.125rem]"><img alt="Product Icon" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="h-full w-full object-contain" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/5RhbkqNTlr1oXS1fHgg8Kp/96fe5b1207d026212e741eef00f816e5/Product_Icon.svg?w=16&q=100&fit=fill 1x, //images.ctfassets.net/gwbpo1m641r7/5RhbkqNTlr1oXS1fHgg8Kp/96fe5b1207d026212e741eef00f816e5/Product_Icon.svg?w=32&q=100&fit=fill 2x" src="//images.ctfassets.net/gwbpo1m641r7/5RhbkqNTlr1oXS1fHgg8Kp/96fe5b1207d026212e741eef00f816e5/Product_Icon.svg?w=32&q=100&fit=fill"/></div><span class="text-14 flex-shrink-0">Product</span></div><div class="z-20 ml-2 w-[.6rem] shrink-0 transform transition-transform duration-200 max-lg:hidden md:ml-6 md:group-hover:translate-x-1"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 11 11" fill="none" class=""><title>Arrow</title><path d="M6.36482 0.293945L10.9998 4.92895V5.40895L6.33482 10.0889L5.46482 8.70895L8.10482 6.02395H0.694824V4.32895H8.11982L5.47982 1.64395L6.36482 0.293945Z" fill="currentColor"></path></svg></div><div class="!ml-auto w-4 shrink-0 lg:hidden"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div></li><li><div class="group relative flex items-center py-[0.513rem] md:justify-between lg:px-[0.625rem]"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(1)"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(0)"></div></div><a target="" aria-label="Analytics" class="absolute inset-0 z-20" href="/solutions/teams/analytics/"></a><div class="z-10 flex items-center"><div class="relative mr-[0.625rem] h-4 w-4 shrink-0 rounded-[0.125rem]"><img alt="Analytics Icon" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="h-full w-full object-contain" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/2cYX4NeSttp5rTUOXXE98q/0f4aa0dfebb6513e64ae94da554e9ce1/Analytics_Icon.svg?w=16&q=100&fit=fill 1x, //images.ctfassets.net/gwbpo1m641r7/2cYX4NeSttp5rTUOXXE98q/0f4aa0dfebb6513e64ae94da554e9ce1/Analytics_Icon.svg?w=32&q=100&fit=fill 2x" src="//images.ctfassets.net/gwbpo1m641r7/2cYX4NeSttp5rTUOXXE98q/0f4aa0dfebb6513e64ae94da554e9ce1/Analytics_Icon.svg?w=32&q=100&fit=fill"/></div><span class="text-14 flex-shrink-0">Analytics</span></div><div class="z-20 ml-2 w-[.6rem] shrink-0 transform transition-transform duration-200 max-lg:hidden md:ml-6 md:group-hover:translate-x-1"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 11 11" fill="none" class=""><title>Arrow</title><path d="M6.36482 0.293945L10.9998 4.92895V5.40895L6.33482 10.0889L5.46482 8.70895L8.10482 6.02395H0.694824V4.32895H8.11982L5.47982 1.64395L6.36482 0.293945Z" fill="currentColor"></path></svg></div><div class="!ml-auto w-4 shrink-0 lg:hidden"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div></li><li><div class="group relative flex items-center py-[0.513rem] md:justify-between lg:px-[0.625rem]"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(1)"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(0)"></div></div><a target="" aria-label="eCommerce" class="absolute inset-0 z-20" href="/solutions/teams/ecommerce/"></a><div class="z-10 flex items-center"><div class="relative mr-[0.625rem] h-4 w-4 shrink-0 rounded-[0.125rem]"><img alt="Ecommerce Icon" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="h-full w-full object-contain" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/5GKw5XwKzLISIMoUfBBxzf/b3ff49a117b05b431201ba4c34bf23b0/Ecommerce_Icon.svg?w=16&q=100&fit=fill 1x, //images.ctfassets.net/gwbpo1m641r7/5GKw5XwKzLISIMoUfBBxzf/b3ff49a117b05b431201ba4c34bf23b0/Ecommerce_Icon.svg?w=32&q=100&fit=fill 2x" src="//images.ctfassets.net/gwbpo1m641r7/5GKw5XwKzLISIMoUfBBxzf/b3ff49a117b05b431201ba4c34bf23b0/Ecommerce_Icon.svg?w=32&q=100&fit=fill"/></div><span class="text-14 flex-shrink-0">eCommerce</span></div><div class="z-20 ml-2 w-[.6rem] shrink-0 transform transition-transform duration-200 max-lg:hidden md:ml-6 md:group-hover:translate-x-1"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 11 11" fill="none" class=""><title>Arrow</title><path d="M6.36482 0.293945L10.9998 4.92895V5.40895L6.33482 10.0889L5.46482 8.70895L8.10482 6.02395H0.694824V4.32895H8.11982L5.47982 1.64395L6.36482 0.293945Z" fill="currentColor"></path></svg></div><div class="!ml-auto w-4 shrink-0 lg:hidden"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div></li><li><div class="group relative flex items-center py-[0.513rem] md:justify-between lg:px-[0.625rem]"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(1)"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(0)"></div></div><a target="" aria-label="Design & UX" class="absolute inset-0 z-20" href="/solutions/teams/design-ux/"></a><div class="z-10 flex items-center"><div class="relative mr-[0.625rem] h-4 w-4 shrink-0 rounded-[0.125rem]"><img alt="Icon — Pencil & Ruler" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="h-full w-full object-contain" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/4tAs2bqLywqyrTspTmerMH/c213072aed52120bd53067c985f9a056/Design_UX_Icon.svg?w=16&q=100&fit=fill 1x, //images.ctfassets.net/gwbpo1m641r7/4tAs2bqLywqyrTspTmerMH/c213072aed52120bd53067c985f9a056/Design_UX_Icon.svg?w=32&q=100&fit=fill 2x" src="//images.ctfassets.net/gwbpo1m641r7/4tAs2bqLywqyrTspTmerMH/c213072aed52120bd53067c985f9a056/Design_UX_Icon.svg?w=32&q=100&fit=fill"/></div><span class="text-14 flex-shrink-0">Design & UX</span></div><div class="z-20 ml-2 w-[.6rem] shrink-0 transform transition-transform duration-200 max-lg:hidden md:ml-6 md:group-hover:translate-x-1"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 11 11" fill="none" class=""><title>Arrow</title><path d="M6.36482 0.293945L10.9998 4.92895V5.40895L6.33482 10.0889L5.46482 8.70895L8.10482 6.02395H0.694824V4.32895H8.11982L5.47982 1.64395L6.36482 0.293945Z" fill="currentColor"></path></svg></div><div class="!ml-auto w-4 shrink-0 lg:hidden"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div></li><li><div class="group relative flex items-center py-[0.513rem] md:justify-between lg:px-[0.625rem]"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(1)"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(0)"></div></div><a target="" aria-label="Technical & IT" class="absolute inset-0 z-20" href="/solutions/teams/tech-and-it/"></a><div class="z-10 flex items-center"><div class="relative mr-[0.625rem] h-4 w-4 shrink-0 rounded-[0.125rem]"><img alt="Tech IT Icon" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="h-full w-full object-contain" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/2MdNK6i7YgQs5HPYXl3jQP/2fd7a7ffc116d2b3424e3778f2a65b24/Tech_IT_Icon.svg?w=16&q=100&fit=fill 1x, //images.ctfassets.net/gwbpo1m641r7/2MdNK6i7YgQs5HPYXl3jQP/2fd7a7ffc116d2b3424e3778f2a65b24/Tech_IT_Icon.svg?w=32&q=100&fit=fill 2x" src="//images.ctfassets.net/gwbpo1m641r7/2MdNK6i7YgQs5HPYXl3jQP/2fd7a7ffc116d2b3424e3778f2a65b24/Tech_IT_Icon.svg?w=32&q=100&fit=fill"/></div><span class="text-14 flex-shrink-0">Technical & IT</span></div><div class="z-20 ml-2 w-[.6rem] shrink-0 transform transition-transform duration-200 max-lg:hidden md:ml-6 md:group-hover:translate-x-1"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 11 11" fill="none" class=""><title>Arrow</title><path d="M6.36482 0.293945L10.9998 4.92895V5.40895L6.33482 10.0889L5.46482 8.70895L8.10482 6.02395H0.694824V4.32895H8.11982L5.47982 1.64395L6.36482 0.293945Z" fill="currentColor"></path></svg></div><div class="!ml-auto w-4 shrink-0 lg:hidden"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div></li></ul></ul><ul class="border-grey-pastel max-lg:rounded-lg max-lg:border max-lg:p-5 max-lg:pb-4 lg:border-r lg:px-[1.1rem] lg:py-6 lg:!border-0 basis-[32.47%]"><span class="submenu-heading mb-3 opacity-[.65] md:mb-4 md:pl-[0.625rem]">For Industries</span><ul><li><div class="group relative flex items-center py-[0.513rem] md:justify-between lg:px-[0.625rem]"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(1)"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(0)"></div></div><a target="" aria-label="BFSI" class="absolute inset-0 z-20" href="/solutions/industry/banking-and-financial-services/"></a><div class="z-10 flex items-center"><div class="relative mr-[0.625rem] h-4 w-4 shrink-0 rounded-[0.125rem]"><img alt="BFSI Icon" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="h-full w-full object-contain" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/6ASTVgiv7JazqFP5GPLttl/ad5085f12e0dc49d51c4ba37a09f8a2a/BFSI_Icon.svg?w=16&q=100&fit=fill 1x, //images.ctfassets.net/gwbpo1m641r7/6ASTVgiv7JazqFP5GPLttl/ad5085f12e0dc49d51c4ba37a09f8a2a/BFSI_Icon.svg?w=32&q=100&fit=fill 2x" src="//images.ctfassets.net/gwbpo1m641r7/6ASTVgiv7JazqFP5GPLttl/ad5085f12e0dc49d51c4ba37a09f8a2a/BFSI_Icon.svg?w=32&q=100&fit=fill"/></div><span class="text-14 flex-shrink-0">BFSI</span></div><div class="z-20 ml-2 w-[.6rem] shrink-0 transform transition-transform duration-200 max-lg:hidden md:ml-6 md:group-hover:translate-x-1"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 11 11" fill="none" class=""><title>Arrow</title><path d="M6.36482 0.293945L10.9998 4.92895V5.40895L6.33482 10.0889L5.46482 8.70895L8.10482 6.02395H0.694824V4.32895H8.11982L5.47982 1.64395L6.36482 0.293945Z" fill="currentColor"></path></svg></div><div class="!ml-auto w-4 shrink-0 lg:hidden"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div></li><li><div class="group relative flex items-center py-[0.513rem] md:justify-between lg:px-[0.625rem]"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(1)"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(0)"></div></div><a target="" aria-label="eCommerce & Retail" class="absolute inset-0 z-20" href="/solutions/industry/ecommerce-retail/"></a><div class="z-10 flex items-center"><div class="relative mr-[0.625rem] h-4 w-4 shrink-0 rounded-[0.125rem]"><img alt="Icon — Shopping Bag" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="h-full w-full object-contain" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/27ayXju92YK1eAVrDz7KS/4121cd8fe8fe3269aef306c52d4203af/Ecommerce_Travel_Icon.svg?w=16&q=100&fit=fill 1x, //images.ctfassets.net/gwbpo1m641r7/27ayXju92YK1eAVrDz7KS/4121cd8fe8fe3269aef306c52d4203af/Ecommerce_Travel_Icon.svg?w=32&q=100&fit=fill 2x" src="//images.ctfassets.net/gwbpo1m641r7/27ayXju92YK1eAVrDz7KS/4121cd8fe8fe3269aef306c52d4203af/Ecommerce_Travel_Icon.svg?w=32&q=100&fit=fill"/></div><span class="text-14 flex-shrink-0">eCommerce & Retail</span></div><div class="z-20 ml-2 w-[.6rem] shrink-0 transform transition-transform duration-200 max-lg:hidden md:ml-6 md:group-hover:translate-x-1"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 11 11" fill="none" class=""><title>Arrow</title><path d="M6.36482 0.293945L10.9998 4.92895V5.40895L6.33482 10.0889L5.46482 8.70895L8.10482 6.02395H0.694824V4.32895H8.11982L5.47982 1.64395L6.36482 0.293945Z" fill="currentColor"></path></svg></div><div class="!ml-auto w-4 shrink-0 lg:hidden"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div></li><li><div class="group relative flex items-center py-[0.513rem] md:justify-between lg:px-[0.625rem]"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(1)"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(0)"></div></div><a target="" aria-label="Tech" class="absolute inset-0 z-20" href="/solutions/industry/tech-saas/"></a><div class="z-10 flex items-center"><div class="relative mr-[0.625rem] h-4 w-4 shrink-0 rounded-[0.125rem]"><img alt="Tech Icon" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="h-full w-full object-contain" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/3mMpcixbazz9CsnBM4oX8G/38e99e455067eeb2a14c3fa59c7dbdd0/Tech_Icon.svg?w=16&q=100&fit=fill 1x, //images.ctfassets.net/gwbpo1m641r7/3mMpcixbazz9CsnBM4oX8G/38e99e455067eeb2a14c3fa59c7dbdd0/Tech_Icon.svg?w=32&q=100&fit=fill 2x" src="//images.ctfassets.net/gwbpo1m641r7/3mMpcixbazz9CsnBM4oX8G/38e99e455067eeb2a14c3fa59c7dbdd0/Tech_Icon.svg?w=32&q=100&fit=fill"/></div><span class="text-14 flex-shrink-0">Tech</span></div><div class="z-20 ml-2 w-[.6rem] shrink-0 transform transition-transform duration-200 max-lg:hidden md:ml-6 md:group-hover:translate-x-1"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 11 11" fill="none" class=""><title>Arrow</title><path d="M6.36482 0.293945L10.9998 4.92895V5.40895L6.33482 10.0889L5.46482 8.70895L8.10482 6.02395H0.694824V4.32895H8.11982L5.47982 1.64395L6.36482 0.293945Z" fill="currentColor"></path></svg></div><div class="!ml-auto w-4 shrink-0 lg:hidden"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div></li><li><div class="group relative flex items-center py-[0.513rem] md:justify-between lg:px-[0.625rem]"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(1)"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(0)"></div></div><a target="" aria-label="Travel & Hospitality" class="absolute inset-0 z-20" href="/solutions/industry/travel-hospitality/"></a><div class="z-10 flex items-center"><div class="relative mr-[0.625rem] h-4 w-4 shrink-0 rounded-[0.125rem]"><img alt="Travel Icon" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="h-full w-full object-contain" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/1HIDkaNX5suLgYKBXgffF4/04387001a686ef35345fa1d55be0c2ad/Travel_Icon.svg?w=16&q=100&fit=fill 1x, //images.ctfassets.net/gwbpo1m641r7/1HIDkaNX5suLgYKBXgffF4/04387001a686ef35345fa1d55be0c2ad/Travel_Icon.svg?w=32&q=100&fit=fill 2x" src="//images.ctfassets.net/gwbpo1m641r7/1HIDkaNX5suLgYKBXgffF4/04387001a686ef35345fa1d55be0c2ad/Travel_Icon.svg?w=32&q=100&fit=fill"/></div><span class="text-14 flex-shrink-0">Travel & Hospitality</span></div><div class="z-20 ml-2 w-[.6rem] shrink-0 transform transition-transform duration-200 max-lg:hidden md:ml-6 md:group-hover:translate-x-1"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 11 11" fill="none" class=""><title>Arrow</title><path d="M6.36482 0.293945L10.9998 4.92895V5.40895L6.33482 10.0889L5.46482 8.70895L8.10482 6.02395H0.694824V4.32895H8.11982L5.47982 1.64395L6.36482 0.293945Z" fill="currentColor"></path></svg></div><div class="!ml-auto w-4 shrink-0 lg:hidden"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div></li><li><div class="group relative flex items-center py-[0.513rem] md:justify-between lg:px-[0.625rem]"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(1)"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(0)"></div></div><a target="" aria-label="B2B" class="absolute inset-0 z-20" href="/solutions/industry/b2b/"></a><div class="z-10 flex items-center"><div class="relative mr-[0.625rem] h-4 w-4 shrink-0 rounded-[0.125rem]"><img alt="B2B Icon" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="h-full w-full object-contain" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/cl97CnWwAtG4I597SkQ4c/c2f490931c6b24ffb871f9455a0ad476/B2B_Icon.svg?w=16&q=100&fit=fill 1x, //images.ctfassets.net/gwbpo1m641r7/cl97CnWwAtG4I597SkQ4c/c2f490931c6b24ffb871f9455a0ad476/B2B_Icon.svg?w=32&q=100&fit=fill 2x" src="//images.ctfassets.net/gwbpo1m641r7/cl97CnWwAtG4I597SkQ4c/c2f490931c6b24ffb871f9455a0ad476/B2B_Icon.svg?w=32&q=100&fit=fill"/></div><span class="text-14 flex-shrink-0">B2B</span></div><div class="z-20 ml-2 w-[.6rem] shrink-0 transform transition-transform duration-200 max-lg:hidden md:ml-6 md:group-hover:translate-x-1"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 11 11" fill="none" class=""><title>Arrow</title><path d="M6.36482 0.293945L10.9998 4.92895V5.40895L6.33482 10.0889L5.46482 8.70895L8.10482 6.02395H0.694824V4.32895H8.11982L5.47982 1.64395L6.36482 0.293945Z" fill="currentColor"></path></svg></div><div class="!ml-auto w-4 shrink-0 lg:hidden"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div></li><li><div class="group relative flex items-center py-[0.513rem] md:justify-between lg:px-[0.625rem]"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(1)"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(0)"></div></div><a target="" aria-label="Public Sector" class="absolute inset-0 z-20" href="/solutions/industry/public-sector/"></a><div class="z-10 flex items-center"><div class="relative mr-[0.625rem] h-4 w-4 shrink-0 rounded-[0.125rem]"><img alt="Public Sector Icon" loading="lazy" width="16" height="16" decoding="async" data-nimg="1" class="h-full w-full object-contain" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/5x4SrmYiowLbOh565xKhWi/131aa53efdac765170018a3de95baf35/Public_Sector_Icon.svg?w=16&q=100&fit=fill 1x, //images.ctfassets.net/gwbpo1m641r7/5x4SrmYiowLbOh565xKhWi/131aa53efdac765170018a3de95baf35/Public_Sector_Icon.svg?w=32&q=100&fit=fill 2x" src="//images.ctfassets.net/gwbpo1m641r7/5x4SrmYiowLbOh565xKhWi/131aa53efdac765170018a3de95baf35/Public_Sector_Icon.svg?w=32&q=100&fit=fill"/></div><span class="text-14 flex-shrink-0">Public Sector</span></div><div class="z-20 ml-2 w-[.6rem] shrink-0 transform transition-transform duration-200 max-lg:hidden md:ml-6 md:group-hover:translate-x-1"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 11 11" fill="none" class=""><title>Arrow</title><path d="M6.36482 0.293945L10.9998 4.92895V5.40895L6.33482 10.0889L5.46482 8.70895L8.10482 6.02395H0.694824V4.32895H8.11982L5.47982 1.64395L6.36482 0.293945Z" fill="currentColor"></path></svg></div><div class="!ml-auto w-4 shrink-0 lg:hidden"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div></li></ul></ul></menu></div></div></li><li><a class="transition-opacity duration-300 hover:opacity-30" href="/customers/"><span class="main-menu-item">Customers</span></a></li><li class="relative"><button type="button" aria-label="Open undefined submenu" class="transition-opacity duration-300 hover:opacity-30 false"><span class="main-menu-item">Resources</span></button><div class="submenu-transition left-[-50%] z-[5] w-max origin-top-left text-black lg:absolute lg:top-[200%]" style="transform:scale(0.7) translateX(-34.8%)" aria-hidden="true"><div class="z-10 overflow-hidden rounded-xl pointer-events-none invisible absolute left-0 h-0 w-0 opacity-0"><menu class="grid overflow-hidden rounded-lg max-lg:gap-y-4 lg:w-[57.375rem] lg:grid-cols-3"><div class="lg:border-r lg:border-grey-pastel lg:p-6"><div class="relative mb-4 aspect-[247/145] w-full overflow-hidden rounded-lg md:mb-5"><img alt="Resources Menu Thumbnail" loading="lazy" width="247" height="145" decoding="async" data-nimg="1" class="h-full w-full object-cover" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/5icjHvgMtFOl1VEplPE28O/903168c844941437ac9005c2f31edd1e/Resources_Menu_Thumbnail.svg?w=256&q=100&fit=fill 1x, //images.ctfassets.net/gwbpo1m641r7/5icjHvgMtFOl1VEplPE28O/903168c844941437ac9005c2f31edd1e/Resources_Menu_Thumbnail.svg?w=640&q=100&fit=fill 2x" src="//images.ctfassets.net/gwbpo1m641r7/5icjHvgMtFOl1VEplPE28O/903168c844941437ac9005c2f31edd1e/Resources_Menu_Thumbnail.svg?w=640&q=100&fit=fill"/></div><div class="max-lg:rounded-lg max-lg:border max-lg:border-grey-pastel max-lg:p-5 max-lg:pb-4"><span class="submenu-heading mb-3 opacity-[.65]">Resource By Type</span><ul class=""><li><a class="group flex items-center p-1 max-lg:justify-between max-lg:space-x-3 max-lg:px-0" target="" aria-label="Blog" href="/blog/"><span class="text-14">Blog</span><div class="w-4 shrink-0 transform transition-transform md:mt-px md:group-hover:translate-x-0.5"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></a></li><li><a class="group flex items-center p-1 max-lg:justify-between max-lg:space-x-3 max-lg:px-0" target="" aria-label="Guides" href="/guides/"><span class="text-14">Guides</span><div class="w-4 shrink-0 transform transition-transform md:mt-px md:group-hover:translate-x-0.5"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></a></li><li><a class="group flex items-center p-1 max-lg:justify-between max-lg:space-x-3 max-lg:px-0" target="" aria-label="eBooks & Reports" href="/ebooks-reports/"><span class="text-14">eBooks & Reports</span><div class="w-4 shrink-0 transform transition-transform md:mt-px md:group-hover:translate-x-0.5"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></a></li><li><a class="group flex items-center p-1 max-lg:justify-between max-lg:space-x-3 max-lg:px-0" target="" aria-label="Events & Webinars" href="/events/"><span class="text-14">Events & Webinars</span><div class="w-4 shrink-0 transform transition-transform md:mt-px md:group-hover:translate-x-0.5"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></a></li></ul></div></div><ul class="max-lg:divide-y max-lg:divide-grey-pastel lg:space-y-3 lg:border-r lg:border-grey-pastel lg:p-6"><li class="space-y-3 max-lg:py-5 max-lg:first:pt-4 max-lg:last:pb-4 lg:rounded-lg"><div class="group relative transition-colors duration-200 lg:p-3"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(1)"><div class="absolute inset-0 !origin-bottom-left" style="transform:scale(0)"></div></div><div class="z-10 flex space-x-3 lg:items-center lg:rounded-lg"><div class="relative z-10 h-[2.25rem] w-[2.25rem] shrink-0 overflow-hidden rounded-[.25rem] lg:h-8 lg:w-8 lg:rounded-[0.125rem]"><img alt="CX-Circle Icon" loading="lazy" width="32" height="32" decoding="async" data-nimg="1" class="h-full w-full object-contain" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/KSJbG3H19iaX09R6AA4Cy/c5aa2d2d3a26fb865f823ef9c0e8f898/CX-Circle_Icon.svg?w=32&q=100&fit=fill 1x, //images.ctfassets.net/gwbpo1m641r7/KSJbG3H19iaX09R6AA4Cy/c5aa2d2d3a26fb865f823ef9c0e8f898/CX-Circle_Icon.svg?w=64&q=100&fit=fill 2x" src="//images.ctfassets.net/gwbpo1m641r7/KSJbG3H19iaX09R6AA4Cy/c5aa2d2d3a26fb865f823ef9c0e8f898/CX-Circle_Icon.svg?w=64&q=100&fit=fill"/></div><div class="relative z-10 max-lg:space-y-1"><div class="relative z-[5] flex items-center space-x-2 lg:mb-1 lg:space-x-0"><span class="submenu-card-heading heading-14">CX Circle</span><div class="w-4 shrink-0 lg:hidden"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div><p class="text-12 opacity-[.65]">Your go-to event for all things customer experience</p><a aria-label="CX Circle" class="absolute inset-0 z-[5]" href="/cx-circle/"></a></div><div class="relative z-[5] !ml-auto hidden w-4 shrink-0 -translate-x-1 scale-50 opacity-0 transition-[opacity,transform] duration-300 ease-in-out group-hover:translate-x-0 group-hover:scale-100 group-hover:opacity-100 lg:block"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 16 16" fill="none"><g><path d="M8.7813 8.00047L5.48145 4.70062L6.42426 3.75781L10.6669 8.00047L6.42426 12.2431L5.48145 11.3003L8.7813 8.00047Z" fill="currentColor"></path></g></svg></div></div></div></li><li class="space-y-3 max-lg:py-5 max-lg:first:pt-4 max-lg:last:pb-4 lg:rounded-lg"><div class="group relative transition-colors duration-200 lg:p-3"><div class="absolute inset-0 z-0 !origin-bottom-left" style="transform:scale(1)"><div class="absolute inset-0 !origin-bottom-left" style="transform:scale(0)"></div></div><div class="z-10 flex space-x-3 lg:items-center lg:rounded-lg"><div class="relative z-10 h-[2.25rem] w-[2.25rem] shrink-0 overflow-hidden rounded-[.25rem] lg:h-8 lg:w-8 lg:rounded-[0.125rem]"><img alt="Community Icon" loading="lazy" width="32" height="32" decoding="async" data-nimg="1" class="h-full w-full object-contain" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/6rYoqnBkkbaR7OpPfiVg14/a782bfb1afeb215490d28667eabbba5b/Community_Icon.svg?w=32&q=100&fit=fill 1x, //images.ctfassets.net/gwbpo1m641r7/6rYoqnBkkbaR7OpPfiVg14/a782bfb1afeb215490d28667eabbba5b/Community_Icon.svg?w=64&q=100&fit=fill 2x" src="//images.ctfassets.net/gwbpo1m641r7/6rYoqnBkkbaR7OpPfiVg14/a782bfb1afeb215490d28667eabbba5b/Community_Icon.svg?w=64&q=100&fit=fill"/></div><div class="relative z-10 max-lg:space-y-1"><div class="relative z-[5] flex items-center space-x-2 lg:mb-1 lg:space-x-0"><span class="submenu-card-heading heading-14">Community</span><div class="w-4 shrink-0 lg:hidden"><svg xmlns="http://www.w3.org/2000/svg" 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hover:text-coral-dark"><span>How to do A/B testing the right way: 5 steps for success</span></button></li><li class="text-16 font-medium"><button type="button" class="relative inline-block cursor-pointer text-left text-black/80 transition-[color] duration-1000 hover:text-coral-dark"><span>A/B testing best practices with Contentsquare</span></button></li><li class="text-16 font-medium"><button type="button" class="relative inline-block cursor-pointer text-left text-black/80 transition-[color] duration-1000 hover:text-coral-dark"><span>Deliver conversion-driven changes consistently</span></button></li></ul></nav><div class="mb-8 grid gap-y-6"><div class="grid gap-y-2 border-b border-black/5 pb-6"><span class="text-14 opacity-65">Published</span><span class="text-16">October 15, 2024</span></div></div><div class="flex flex-col gap-3 lg:flex-row lg:items-center"><div class="text-14 text-black/[.65]">Share article</div><div class="flex gap-x-1.5 text-black"></div></div></aside></div><div class="md:col-span-8 lg:col-span-7"><article><div class="prose prose-616"><p class="">In an ideal world, digital businesses test everything they ship, enabling teams to make informed decisions that drive fortunes. In real life, companies strive to meet this standard by cultivating a culture of experimentation—and that means A/B testing specific ideas on a control group and measuring their impact.</p><p class="">This ensures two helpful things happen: good ideas mature and develop fully, and bad ones go back to the drawing board.</p><p class="">This guide shows you how to conduct effective A/B testing to consistently ship website changes your users love.</p><p class="">It gets better! Our detailed walkthrough also explains how to <strong>know which version is winning users' hearts</strong> and <strong>uncover why that’s the case</strong>. Spoiler alert: the key to unlocking the <em>why</em> lies in using complementary platforms like Contentsquare (yes, that's us!).</p><p class="">Excited to see how? Let's begin.</p><div class="not-prose lg:py-4 my-8 md:my-12 lg:my-20"><div class="relative rounded-xl bg-coral-dark text-white px-6 py-7 sm:p-8 lg:px-[3.25rem] lg:py-12"><h2 class="text-h5 text-white">Your all-in-one platform for the right digital experience</h2><p class="text-16 mb-4 mt-2 w-full max-w-[25.9375rem] text-white/80 md:mb-6">Drive engagement, conversion, and retention across your digital assets with complete understanding of your customer experience.</p><ul class="flex space-x-3 sm:space-y-0 "><li class="unstyled-li"><a href="https://contentsquare.com/pricing?utm_source=content_guide" target="_blank" rel="noreferrer" class="group inline-flex"><div class="group relative inline-flex justify-center overflow-hidden rounded-[8rem] px-4 py-[0.6875rem] text-center transition-[background-color,color,opacity,border] duration-300 md:px-5 md:py-[.8125rem] border border-transparent bg-white text-black hover:border-white hover:bg-transparent hover:text-white"><span class="button-type transition-transform duration-200 group-hover:-translate-y-10">Sign up</span><div class="absolute inset-0 flex translate-y-full transform items-center justify-center transition-transform duration-200 group-hover:translate-y-0"><span class="button-type">Sign up</span></div></div></a></li></ul><div class="absolute z-10 !h-fit false bg-white text-white " style="border-radius:12px 0 0 0;height:2rem;bottom:0px;right:0px;width:0px"><div class="absolute transition-all delay-150 duration-500" style="height:12px;width:12px;transform:rotate(-90deg);right:0;bottom:100%;opacity:0"><svg width="100%" height="100%" viewBox="0 0 100 100" fill="none" xmlns="http://www.w3.org/2000/svg"><g clip-path="url(#clip0_4240_4255)"><path d="M0 0V100H100C44.8 100 0 55.2 0 0Z" fill="currentColor"></path></g><defs><clipPath id="clip0_4240_4255"><rect width="100" height="100" fill="currentColor"></rect></clipPath></defs></svg></div><div class="absolute transition-all delay-150 duration-500" style="height:12px;width:12px;transform:rotate(-90deg);right:100%;bottom:0;opacity:0"><svg width="100%" height="100%" viewBox="0 0 100 100" fill="none" xmlns="http://www.w3.org/2000/svg"><g clip-path="url(#clip0_4240_4255)"><path d="M0 0V100H100C44.8 100 0 55.2 0 0Z" fill="currentColor"></path></g><defs><clipPath id="clip0_4240_4255"><rect width="100" height="100" fill="currentColor"></rect></clipPath></defs></svg></div><div class="aspect-[80/44] h-7 md:h-12"></div></div></div></div><h2 id="how-to-do-ab-testing-the-right-way-5-steps-for-success" class=""><strong>How to do A/B testing the right way: 5 steps for success</strong></h2><p class=""><a href="https://contentsquare.com/guides/ab-testing/" target="_blank" rel="noopener noreferrer">A/B testing</a>, sometimes called <a href="https://contentsquare.com/guides/conversion-rate-optimization-glossary/split-testing/" target="_blank" rel="noopener noreferrer">split testing</a>, is your best bet in setting the direction for your teams—whether that's devs, <a href="https://contentsquare.com/guides/ux/" target="_blank" rel="noopener noreferrer">user experience</a> (UX), <a href="https://contentsquare.com/solutions/teams/product/" target="_blank" rel="noopener noreferrer">product</a>, <a href="https://contentsquare.com/solutions/teams/digital-marketing/" target="_blank" rel="noopener noreferrer">marketing</a>, or <a href="https://contentsquare.com/solutions/teams/design-ux/" target="_blank" rel="noopener noreferrer">design</a>. While relatively simple to set up, impactful A/B testing involves more than you think.</p><p class="">Combining test results with replays, heatmaps, and user feedback tools allows you to <strong>evaluate performance, spark new ideas, and encourage user-led innovation</strong> like never before. It also reduces the time needed to run tests that yield valid, actionable results—but more on that later.</p><p class="">First, let’s look at how to run A/B testing the right way in 5 easy steps.</p><h3><strong>Step 1: formulate an evidence-based hypothesis</strong></h3><p class="">It all starts with an idea. For example</p><ul class="custom-ul"><li class="custom-li"><p class="">A streaming platform wants to update its personalization system to help users find more content, with the goal of boosting <a href="https://www.contentsquare.com/guides/customer-satisfaction/" target="_blank" rel="noopener noreferrer">customer satisfaction</a> and retention</p></li><li class="custom-li"><p class="">An <a href="https://contentsquare.com/solutions/teams/ecommerce/" target="_blank" rel="noopener noreferrer">ecommerce</a> store wants to streamline the sign-up flow for new users, leading to a potential sales uplift</p></li></ul><p class="">But an A/B test must run on more than assumptions. It requires some informal research—digging into available data to generate ideas worth testing. Commonly, teams formulate a hypothesis based on blended quantitative and qualitative insights—like top exit page lists combined with <a href="https://contentsquare.com/platform/capabilities/exit-intent-survey/" target="_blank" rel="noopener noreferrer">exit-intent survey</a> responses.</p><h4><strong>🧪 What makes a good hypothesis?</strong></h4><p class="">A good hypothesis is an educated and testable statement that:</p><ul class="custom-ul"><li class="custom-li"><p class=""><strong>Proposes a solution</strong> or explanation to a problem</p></li><li class="custom-li"><p class=""><strong>Predicts an outcome</strong> for the experiment</p></li><li class="custom-li"><p class=""><strong>Provides reasoning</strong> for the expected result</p></li></ul><p class="">Here's a sample hypothesis we grabbed from Netflix: “If we make change X, it will improve the member experience in a way that makes metric Y improve.”</p><p class="">When the <a href="https://netflixtechblog.com/what-is-an-a-b-test-b08cc1b57962" target="_blank" rel="noopener noreferrer">user experience (UX) wizards at Netflix</a> were planning to test the 'Top 10' lists we see on the web user interface (UI), the hypothesis went: “Showing members the Top 10 experience will help them find something to watch, increasing member joy and satisfaction.”</p><figure class="prose-image my-8 md:my-[3.75rem]"><img alt="2024 10 netflix-top-10-list.png" loading="lazy" width="946" height="191" decoding="async" data-nimg="1" class="w-full rounded-lg" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/4CZaJBuHkb26eESUldWuW2/b56e2c81d5963aaea3d89806e236242d/netflix-top-10-list.png?w=1080&q=100&fit=fill&fm=avif 1x, //images.ctfassets.net/gwbpo1m641r7/4CZaJBuHkb26eESUldWuW2/b56e2c81d5963aaea3d89806e236242d/netflix-top-10-list.png?w=1920&q=100&fit=fill&fm=avif 2x" src="//images.ctfassets.net/gwbpo1m641r7/4CZaJBuHkb26eESUldWuW2/b56e2c81d5963aaea3d89806e236242d/netflix-top-10-list.png?w=1920&q=100&fit=fill&fm=avif"/></figure><p class="">Netflix’s Top 10 experience</p><h3><strong>Step 2: select your A/B testing tool</strong></h3><p class="">Next, find a suitable A/B testing tool to run your experiment. Here’s a quick rundown of some of the top options:</p><h3><strong>3 most popular A/B testing and product experimentation tools</strong></h3><h4><strong>1. Optimizely</strong></h4><p class="">A leading experimentation platform, <a href="https://www.optimizely.com/" target="_blank" rel="noopener noreferrer">Optimizely</a> enables even non-developers to run A/B and multivariate tests on their websites. Its user-friendly interface and intuitive UX cater to a broad range of users, including designers and marketers.</p><p class=""><strong>👍 Pros:</strong></p><ul class="custom-ul"><li class="custom-li"><p class="">Facilitates effective reporting</p></li><li class="custom-li"><p class="">Triggers surveys in test variations</p></li><li class="custom-li"><p class="">Enhances conversion rate optimization (CRO) efforts</p></li><li class="custom-li"><p class="">Part of the <a href="https://contentsquare.com/partner-stories/optimizely/" target="_blank" rel="noopener noreferrer">Contentsquare partner ecosystem</a></p></li></ul><p class=""><strong>👎 Cons:</strong></p><ul class="custom-ul"><li class="custom-li"><p class="">One of the pricier options</p></li></ul><h4><strong>2. AB Tasty</strong></h4><p class=""><a href="https://www.abtasty.com/" target="_blank" rel="noopener noreferrer">AB Tasty</a> is an all-in-one CRO platform offering A/B testing, personalization, user engagement, and audience segmentation. Easily mix and match targeting options, like geolocation and user behavior, to create tailored experiments for your ideal audience.</p><p class=""><strong>👍 Pros:</strong></p><ul class="custom-ul"><li class="custom-li"><p class="">Unlimited experimentation</p></li><li class="custom-li"><p class="">Easy to use for teams with limited technical skills</p></li><li class="custom-li"><p class="">Part of the <a href="https://partners.contentsquare.com/technology-partners/ab-tasty" target="_blank" rel="noopener noreferrer">Contentsquare partner ecosystem</a></p></li></ul><p class=""><strong>👎 Cons:</strong></p><ul class="custom-ul"><li class="custom-li"><p class="">Fewer advanced experimentation capabilities</p></li><li class="custom-li"><p class="">Slower page load speeds</p></li></ul><h4><strong>3. Contentsquare</strong></h4><p class=""><a href="https://contentsquare.com/" target="_blank" rel="noopener noreferrer">Contentsquare</a> (hi again!) is an all-in-one experience intelligence platform that teams can use to monitor their site’s digital experience. <strong>Integrating Contentsquare with an A/B testing tool</strong> supplements your tests and helps you identify real opportunities for improvement.</p><p class="">Instead of listing Contentsquare’s pros and cons, we’ll give the floor to our actual users: 👉 <a href="https://www.g2.com/products/contentsquare/reviews" target="_blank" rel="noopener noreferrer">read their reviews here</a>.</p><p class="">Note: steps 2 and 3 are interchangeable. You can decide on the nitty-gritty of your test before settling on a tool with all the features you need to run your experiment effectively.</p><h3><strong>Step 3: set up your experiment</strong></h3><p class="">Remember, your hypothesis clarifies what you're trying to change and the primary metric you're measuring. When you finalize your hypothesis, proceed to</p><ul class="custom-ul"><li class="custom-li"><p class=""><strong>Create two versions of…something</strong>. Anything!—an email subject line, a call-to-action (CTA) button, or a landing page layout. The baseline or 'control' version A displays the incumbent element, design, or page. At the same time, ‘variation’ B deploys with the change or group of changes you want to study. Both versions should be identical in all other ways.</p></li><li class="custom-li"><p class=""><strong>Take a subset of your users or members</strong> to act as your sample. Then, split your sample evenly into two groups using random assignment. One group sees the control version, and the other encounters the variation.</p></li></ul><figure class="prose-image my-8 md:my-[3.75rem]"><img alt="2024 10 random-assignment-visual.png" loading="lazy" width="946" height="591" decoding="async" data-nimg="1" class="w-full rounded-lg" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/2CGrEGDiICIOrBGKiLrx43/d16ffe0a3a080ad27a21edc9d95ad464/random-assignment-visual.png?w=1080&q=100&fit=fill&fm=avif 1x, //images.ctfassets.net/gwbpo1m641r7/2CGrEGDiICIOrBGKiLrx43/d16ffe0a3a080ad27a21edc9d95ad464/random-assignment-visual.png?w=1920&q=100&fit=fill&fm=avif 2x" src="//images.ctfassets.net/gwbpo1m641r7/2CGrEGDiICIOrBGKiLrx43/d16ffe0a3a080ad27a21edc9d95ad464/random-assignment-visual.png?w=1920&q=100&fit=fill&fm=avif"/></figure><p class="">How random assignment works in A/B testing your product or website</p><ul class="custom-ul"><li class="custom-li"><p class=""><strong>Decide what your confidence level should be.</strong> Confidence level determines how sure you can be of your results. In market research, it's common to use a 95% confidence level. This means if you ran the experiment 20 times, you'd get the same results (with a margin of error) about 19 times.</p></li><li class="custom-li"><p class=""><strong>Determine the sample size</strong> and timeframe for your split tests. Depending on your A/B testing tool, you can set the sample size and test duration. If you need help deciding what to choose and there's no analyst to ask, try this <a href="https://cxl.com/ab-test-calculator/" target="_blank" rel="noopener noreferrer">sample size calculator</a>.</p></li><li class="custom-li"><p class=""><strong>Set up and run your experiment</strong> on your chosen A/B testing tool. <a href="https://contentsquare.com/guides/ab-testing/landing-pages/" target="_blank" rel="noopener noreferrer">A/B test landing pages</a>, CTAs, headers, and other variables one at a time for the same marketing campaign to ensure the causal chain will be linked back to a specific change or set of changes instead of a jumble of factors.</p></li></ul><h3><strong>Step 4: analyze your A/B test results</strong></h3><p class="">When analyzing test results in your A/B testing tool, paying attention to statistical significance is important. You don’t want to push forward with a version that only appears superior because of a sampling error or random chance. Generally, a statistical significance of 95% indicates you have a clear winner to give the go-ahead.</p><p class="">Celebrate if you've got a statistically significant outcome, disable the losing variation in your A/B testing tool, and move forward with the winning version! 🎉</p><p class="">But what if neither variation is statistically better? In that case, you'll have to mark the test as inconclusive, indicating that <strong>the variable you tested didn't significantly impact the results</strong>.</p><p class="">Don't worry, you can still learn from the experience: stick with the original version or use the failed data to help you create a fresh iteration for a new test.</p><p class="">For instance, imagine your ecommerce marketing team just finished A/B testing 2 different product page layouts. You've collected data on click-through rates, add-to-cart rates, and sales, but the results show no clear winner.</p><p class="">Now what?</p><p class="">You could take a closer look at the data to see if there are any user subgroups that respond differently to the variations. Or, you could try a new test with a different variable, such as one involving alternative product descriptions or pricing strategies.</p><p class=""><strong>💡Pro-tip:</strong> running A/B tests can reveal what users like or dislike about your website, products, or services. But they lack the context—the <strong>answer to why customers prefer one variation over another.</strong></p><p class="">As an experience intelligence platform, Contentsquare helps you confidently fill in the gaps and better understand user behavior and preferences. Through our <a href="https://contentsquare.com/platform/capabilities/apis-integrations/" target="_blank" rel="noopener noreferrer">integrations</a> and <a href="https://partners.contentsquare.com/technology-partners/" target="_blank" rel="noopener noreferrer">technology partnerships</a>, you can watch replays and analyze heatmaps or trigger surveys for your Optimizely and AB Tasty experiments.</p><p class="">Now, you’ll be able to gather qualitative insights into, say, your homepage redesign from a subset of your users before you spend all the time, money, and effort rolling it out to the masses.</p><figure class="prose-image my-8 md:my-[3.75rem]"><img alt="2024 10 Contentsquare-Optimizely-partnership-1.png" loading="lazy" width="1392" height="658" decoding="async" data-nimg="1" class="w-full rounded-lg" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/44S7jzXCNNfVNZqB4wKPiU/2dc07870d75e7a1498a5f67ac134d02d/Contentsquare-Optimizely-partnership-1.png?w=1920&q=100&fit=fill&fm=avif 1x, //images.ctfassets.net/gwbpo1m641r7/44S7jzXCNNfVNZqB4wKPiU/2dc07870d75e7a1498a5f67ac134d02d/Contentsquare-Optimizely-partnership-1.png?w=3840&q=100&fit=fill&fm=avif 2x" src="//images.ctfassets.net/gwbpo1m641r7/44S7jzXCNNfVNZqB4wKPiU/2dc07870d75e7a1498a5f67ac134d02d/Contentsquare-Optimizely-partnership-1.png?w=3840&q=100&fit=fill&fm=avif"/></figure><p class="">The Contentsquare and Optimizely partnership helps digital teams understand where to focus on the user experience journey</p><h3><strong>Step 5: watch session replays of your experiments</strong></h3><p class="">With the help of complementary A/B testing tools offering deeper behavior analytics insights, look at session replays to see exactly how users interact with your experiment variant—where they move, what they click, and what they ignore.</p><p class="">This way, you won’t just know which version is the winner—you’ll also know exactly why.</p><p class="">Here are some ways to analyze your replays and add qualitative insights to your product experimentation method.</p><ul class="custom-ul"><li class="custom-li"><p class="">Keep an eye out for engagement and expected behavior, but also note any unexpected signs of friction, like <a href="https://contentsquare.com/blog/rage-clicks-what-are-they-and-how-to-avoid-them/" target="_blank" rel="noopener noreferrer">rage clicks</a></p></li><li class="custom-li"><p class="">Follow the visitor's path throughout the replay to see where the tested element fits into the user journey and if it's making the experience easier or changing the trajectory</p></li></ul><p class=""><strong>💡Pro-tip:</strong> use Contentsquare’s Frustration Scoring to prioritize fixes.</p><p class=""><a href="https://contentsquare.com/platform/capabilities/frustration-scoring/" target="_blank" rel="noopener noreferrer">Frustration Scoring</a> automatically ranks sessions where users encountered issues. This way, you can easily find replays with areas of friction—no need to sift through hours of content.</p><figure class="prose-image my-8 md:my-[3.75rem]"><img alt="2024 10 product-Session-Replay-Insights-right-click-en.png" loading="lazy" width="1904" height="1079" decoding="async" data-nimg="1" class="w-full rounded-lg" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/3AHfT1wOH3vLpp5PWnXmKK/63869870d3b22ab81b521cd7ed44415f/product-Session-Replay-Insights-right-click-en.png?w=1920&q=100&fit=fill&fm=avif 1x, //images.ctfassets.net/gwbpo1m641r7/3AHfT1wOH3vLpp5PWnXmKK/63869870d3b22ab81b521cd7ed44415f/product-Session-Replay-Insights-right-click-en.png?w=3840&q=100&fit=fill&fm=avif 2x" src="//images.ctfassets.net/gwbpo1m641r7/3AHfT1wOH3vLpp5PWnXmKK/63869870d3b22ab81b521cd7ed44415f/product-Session-Replay-Insights-right-click-en.png?w=3840&q=100&fit=fill&fm=avif"/></figure><p class="">Contentsquare automatically surfaces the biggest areas of struggle that make customers turn their back on your site</p><h2 id="ab-testing-best-practices-with-contentsquare" class=""><strong>A/B testing best practices with Contentsquare</strong></h2><p class="">As we mentioned, you can also set up Contentsquare outside of the integrations to help monitor A/B tests and <strong>add depth to your A/B testing with the</strong> <a href="https://contentsquare.com/blog/qualitative-vs-quantitive/" target="_blank" rel="noopener noreferrer"><strong>quantitative and qualitative data</strong></a> <strong>these tools provide.</strong> You'll know what to do (or not do) next, ensuring no resources are wasted on ineffective changes.</p><h3><strong>Show a feedback widget on a variant</strong></h3><p class="">Get user feedback on a specific page variant. <a href="https://contentsquare.com/platform/voice-of-customer/" target="_blank" rel="noopener noreferrer">Contentsquare’s Feedback Collection widget</a> makes it easy for users to express their feelings in the moment as they run into a blocker or discover something they like during one of your experiments.</p><p class="">This is where you can run advanced research by using a choice of customer tools, like <a href="https://contentsquare.com/platform/capabilities/exit-intent-survey/" target="_blank" rel="noopener noreferrer">surveys</a> which allow you to collect feedback from your users—the ones facing the problems, who are also the key to its solution.</p><figure class="prose-image my-8 md:my-[3.75rem]"><img alt="2024 10 ASK-VOC-Feedback-Button-Hero-1.png" loading="lazy" width="1904" height="1035" decoding="async" data-nimg="1" class="w-full rounded-lg" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/1bSYL0yseRHHXUus5tveqA/4d7848b116a35dc77baee07f2ef5d388/ASK-VOC-Feedback-Button-Hero-1.png?w=1920&q=100&fit=fill&fm=avif 1x, //images.ctfassets.net/gwbpo1m641r7/1bSYL0yseRHHXUus5tveqA/4d7848b116a35dc77baee07f2ef5d388/ASK-VOC-Feedback-Button-Hero-1.png?w=3840&q=100&fit=fill&fm=avif 2x" src="//images.ctfassets.net/gwbpo1m641r7/1bSYL0yseRHHXUus5tveqA/4d7848b116a35dc77baee07f2ef5d388/ASK-VOC-Feedback-Button-Hero-1.png?w=3840&q=100&fit=fill&fm=avif"/></figure><p class="">Contentsquare’s Feedback widget lets users highlight parts of the page they like or dislike</p><h3><strong>Compare heatmaps for your control and variant</strong></h3><p class="">Track your A/B test using heatmaps, depending on the following conditions:</p><ol class="custom-ol"><li class="custom-li"><p class=""><strong>When your variations are on the same URL:</strong> this means your A/B test is set up to randomly load any of your two variations for each user visiting the same page. Apply session filters to view their corresponding heatmap.</p></li><li class="custom-li"><p class=""><strong>When your variations are on different URLs:</strong> use the heatmap URL filter to track data for each variation. Select a heatmap URL filter and enter your control URL and/or variant URL, then view the corresponding heatmap.</p></li></ol><figure class="prose-image my-8 md:my-[3.75rem]"><img alt="2024 10 product-Zoning-Comparitor-Rage-Click-en-1.png" loading="lazy" width="1904" height="1079" decoding="async" data-nimg="1" class="w-full rounded-lg" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/7kxNSj1Jj9c09RiQofjmGU/4eb3f21add38ffae980160b974c408d0/product-Zoning-Comparitor-Rage-Click-en-1.png?w=1920&q=100&fit=fill&fm=avif 1x, //images.ctfassets.net/gwbpo1m641r7/7kxNSj1Jj9c09RiQofjmGU/4eb3f21add38ffae980160b974c408d0/product-Zoning-Comparitor-Rage-Click-en-1.png?w=3840&q=100&fit=fill&fm=avif 2x" src="//images.ctfassets.net/gwbpo1m641r7/7kxNSj1Jj9c09RiQofjmGU/4eb3f21add38ffae980160b974c408d0/product-Zoning-Comparitor-Rage-Click-en-1.png?w=3840&q=100&fit=fill&fm=avif"/></figure><p class="">Comparing heatmaps on your site or product gives you more relevant insights during your A/B tests</p><h3><strong>Watch replays of users exposed to the variant</strong></h3><p class="">Replays show you how users behave on your site or page variations firsthand. Contentsquare’s Session Replay lets you visualize user behavior during experiments. That way, you can tell if users noticed and responded to changes, and whether there were any <a href="https://contentsquare.com/guides/usability-testing/" target="_blank" rel="noopener noreferrer">usability issues</a> with their experience.</p><p class="">Conveniently, Contentsquare also lets you <strong>connect website feedback and survey responses with associated replays</strong> for an extra layer of depth into your user insights. When you get a feedback response, jump to the relevant recording to see which actions the user took right before.</p><p class="">By watching these sessions, you can identify which design led to smoother interactions and higher engagement, giving you clear evidence of which layout is most effective.</p><figure class="prose-image my-8 md:my-[3.75rem]"><img alt="2024 10 ASK-VOC-Feedback-Button-Use-Case-Improve-1.png" loading="lazy" width="1720" height="1088" decoding="async" data-nimg="1" class="w-full rounded-lg" style="color:transparent" srcSet="//images.ctfassets.net/gwbpo1m641r7/7cD63P8Myimt4Jsgm5PjRv/34e2d697a4055b45764b683f83881a02/ASK-VOC-Feedback-Button-Use-Case-Improve-1.png?w=1920&q=100&fit=fill&fm=avif 1x, //images.ctfassets.net/gwbpo1m641r7/7cD63P8Myimt4Jsgm5PjRv/34e2d697a4055b45764b683f83881a02/ASK-VOC-Feedback-Button-Use-Case-Improve-1.png?w=3840&q=100&fit=fill&fm=avif 2x" src="//images.ctfassets.net/gwbpo1m641r7/7cD63P8Myimt4Jsgm5PjRv/34e2d697a4055b45764b683f83881a02/ASK-VOC-Feedback-Button-Use-Case-Improve-1.png?w=3840&q=100&fit=fill&fm=avif"/></figure><p class="">Find out when your messaging is hitting the mark or leaving users confused</p><p class=""><strong>💡Pro-tip:</strong> Find opportunities with Contentsquare. Test them with Optimizely.</p><p class="">Through the <a href="https://contentsquare.com/partner-stories/optimizely/" target="_blank" rel="noopener noreferrer">Contentsquare and Optimizely partnership</a>, you can create smarter experiments, easier and faster. Then, uncover the ‘why’ behind each test’s results and use those insights to power your optimizations—then test them all over again.</p><ul class="custom-ul"><li class="custom-li"><p class="">Optimizely’s zero-latency, decreased load times, and faster personalized experiences make sure your site, product, or app stays smooth during experiments, thanks to combined caching and support services.</p></li><li class="custom-li"><p class="">Contentsquare’s <a href="https://contentsquare.com/platform/capabilities/customer-journey-analysis/" target="_blank" rel="noopener noreferrer">Customer Journey Analysis</a> and <a href="https://contentsquare.com/platform/capabilities/zone-based-heatmaps/" target="_blank" rel="noopener noreferrer">Zoning Analysis</a> reveal how users navigate your site—what pages they visit, how long they pause, how much they scroll, and where they drop off.</p></li></ul><p class="">This helps you identify key areas for optimization, so you can run impactful experiments that drive real results.</p><div class="w-full mr-auto"></div><p class=""><em>"</em></p><blockquote><p class="">The advantage of Contentsquare’s A/B test technology is that editing a running test and pushing it to production is easy and immediate.</p></blockquote><p class="">Francois Duprat</p><p class="">Product Owner at PriceMinister, Rakuten</p><h2 id="deliver-conversion-driven-changes-consistently" class=""><strong>Deliver conversion-driven changes consistently</strong></h2><p class="">Now there's nothing left to do but to take those steps. Start A/B testing even the tiniest tweak before shipping it to your entire user base. And <strong>combine multiple sources of data</strong>, like heatmaps, session replays, and user surveys, to uncover even more opportunities that aren’t obvious when looking at test results alone.</p><p class="">Ensure you're not making changes that could hurt your conversion rates or user engagement—and waste precious company resources—when you enhance your experiments with Contentsquare.</p><div class="not-prose lg:py-4 my-8 md:my-12 lg:my-20"><div class="relative rounded-xl bg-coral-dark text-white px-6 py-7 sm:p-8 lg:px-[3.25rem] lg:py-12"><h2 class="text-h5 text-white">Your all-in-one platform for the right digital experience</h2><p class="text-16 mb-4 mt-2 w-full max-w-[25.9375rem] text-white/80 md:mb-6">Drive engagement, conversion, and retention across your digital assets with complete understanding of your customer experience.</p><ul class="flex space-x-3 sm:space-y-0 "><li class="unstyled-li"><a href="https://contentsquare.com/pricing?utm_source=content_guide" target="_blank" rel="noreferrer" class="group inline-flex"><div class="group relative inline-flex justify-center overflow-hidden rounded-[8rem] px-4 py-[0.6875rem] text-center transition-[background-color,color,opacity,border] duration-300 md:px-5 md:py-[.8125rem] border border-transparent bg-white text-black hover:border-white hover:bg-transparent hover:text-white"><span class="button-type transition-transform duration-200 group-hover:-translate-y-10">Sign up</span><div class="absolute inset-0 flex translate-y-full transform items-center justify-center transition-transform duration-200 group-hover:translate-y-0"><span class="button-type">Sign up</span></div></div></a></li></ul><div class="absolute z-10 !h-fit false bg-white text-white " style="border-radius:12px 0 0 0;height:2rem;bottom:0px;right:0px;width:0px"><div class="absolute transition-all delay-150 duration-500" style="height:12px;width:12px;transform:rotate(-90deg);right:0;bottom:100%;opacity:0"><svg width="100%" height="100%" viewBox="0 0 100 100" fill="none" xmlns="http://www.w3.org/2000/svg"><g clip-path="url(#clip0_4240_4255)"><path d="M0 0V100H100C44.8 100 0 55.2 0 0Z" fill="currentColor"></path></g><defs><clipPath id="clip0_4240_4255"><rect width="100" height="100" fill="currentColor"></rect></clipPath></defs></svg></div><div class="absolute transition-all delay-150 duration-500" style="height:12px;width:12px;transform:rotate(-90deg);right:100%;bottom:0;opacity:0"><svg width="100%" height="100%" viewBox="0 0 100 100" fill="none" xmlns="http://www.w3.org/2000/svg"><g clip-path="url(#clip0_4240_4255)"><path d="M0 0V100H100C44.8 100 0 55.2 0 0Z" fill="currentColor"></path></g><defs><clipPath id="clip0_4240_4255"><rect width="100" height="100" fill="currentColor"></rect></clipPath></defs></svg></div><div class="aspect-[80/44] h-7 md:h-12"></div></div></div></div><h3>A/B testing FAQs</h3><ul class="custom-ul"><li class="custom-li"><p class="">What is A/B testing?</p><p class="">A/B testing is an experimentation methodology that compares two versions of an app or web page to determine which one performs better. Different groups of users are shown version A or version B at random, and their interactions are measured and compared to see which one leads to your desired results.</p></li><li class="custom-li"><p class="">Why do we conduct A/B tests?</p><p class="">Rather than relying on feelings, hunches, or the highest-paid person's opinion (HiPPO for short), your team can trust A/B test outcomes to make data-driven decisions.</p><p class="">By testing variations of a page or feature—and then analyzing the results alongside <a href="https://contentsquare.com/blog/qualitative-data/" target="_blank" rel="noopener noreferrer">qualitative insights</a>—you can identify what works best for your users and their experience. This leads to enhanced engagement, increased conversion rates, and, ultimately, greater business growth.</p></li><li class="custom-li"><p class="">What are some A/B testing examples?</p><p class="">Some A/B testing examples include changing a CTA button's color, altering the headline's wording, or testing different layouts for a landing page. By experimenting with different versions of these elements, you can pinpoint which ones bring the most clicks, conversions, or other intended results.</p></li></ul></div></article></div></div></section></main><section class="pb-6 pt-12 md:pb-[2.625rem] md:pt-[9rem] bg-coral-deep text-white"><div class="container"><div class="space-y-6 sm:space-y-8 max-w-lg"><h2 class="text-h1 is-large">Get insights that transform</h2><ul class="flex space-x-3 sm:space-y-0 "><li class="unstyled-li"><a href="https://insights.hotjar.com/register?cs_lite=1&utm_source=csq_website" target="_blank" rel="noreferrer" class="group inline-flex"><div class="group relative inline-flex justify-center overflow-hidden rounded-[8rem] px-4 py-[0.6875rem] text-center transition-[background-color,color,opacity,border] duration-300 md:px-5 md:py-[.8125rem] border border-transparent bg-white text-black hover:border-white hover:bg-transparent hover:text-white"><span class="button-type transition-transform duration-200 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stroke="#C8102E" stroke-width="5.52558"></path></g></g><defs><clipPath id="clip0_6222_14804"><rect width="55.2558" height="27.6279" fill="white" transform="translate(-17.1279 -3.31348)"></rect></clipPath></defs></svg></div><span>English</span><div class="h-[.5rem] w-[.5rem] transition-transform duration-200 "><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 8 6" fill="none"><title>Chevron</title><path d="M3.99997 3.66681L7.11111 0.555664L8 1.44456L3.99997 5.44457L-3.88548e-08 1.44456L0.888883 0.555664L3.99997 3.66681Z" fill="currentColor"></path></svg></div></button><ul role="menu" aria-label="Available languages" class="locale-transition absolute top-[100%] z-10 mt-4 grid min-w-[7.25rem] gap-y-1 overflow-hidden rounded-lg bg-white p-2 text-black pointer-events-none invisible translate-y-4 opacity-0"><li role="none"><button type="button" role="menuitem" aria-label="Update the site locale to English" class="flex w-full items-center space-x-2 rounded-md p-1 transition-colors duration-200 hover:bg-black/10 focus:bg-black/10 focus:outline-none"><div class="relative h-[1.375rem] w-[1.375rem] overflow-hidden rounded-full"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 22 22" fill="none"><title>United Kingdom Flag</title><g clip-path="url(#clip0_6222_14804)"><mask id="mask0_6222_14804" maskUnits="userSpaceOnUse" x="-18" y="-4" width="57" height="29"><path d="M-17.1279 -3.31348V24.3144H38.1279V-3.31348H-17.1279Z" fill="white"></path></mask><g mask="url(#mask0_6222_14804)"><path d="M-17.1279 -3.31348V24.3144H38.1279V-3.31348H-17.1279Z" fill="#012169"></path><path d="M-17.1279 -3.31348L38.1279 24.3144L-17.1279 -3.31348ZM38.1279 -3.31348L-17.1279 24.3144L38.1279 -3.31348Z" fill="white"></path><path d="M-17.1279 -3.31348L38.1279 24.3144M38.1279 -3.31348L-17.1279 24.3144" stroke="white" stroke-width="5.52558"></path><mask id="mask1_6222_14804" maskUnits="userSpaceOnUse" x="-18" y="-4" width="57" height="29"><path d="M10.5 10.5005H38.1279V24.3144L10.5 10.5005ZM10.5 10.5005V24.3144H-17.1279L10.5 10.5005ZM10.5 10.5005H-17.1279V-3.31348L10.5 10.5005ZM10.5 10.5005V-3.31348H38.1279L10.5 10.5005Z" fill="white"></path></mask><g mask="url(#mask1_6222_14804)"><path d="M-17.1279 -3.31348L38.1279 24.3144L-17.1279 -3.31348ZM38.1279 -3.31348L-17.1279 24.3144L38.1279 -3.31348Z" fill="white"></path><path d="M-17.1279 -3.31348L38.1279 24.3144M38.1279 -3.31348L-17.1279 24.3144" stroke="#C8102E" stroke-width="3.68372"></path></g><path d="M10.5 -3.31348V24.3144V-3.31348ZM-17.1279 10.5005H38.1279H-17.1279Z" fill="white"></path><path d="M10.5 -3.31348V24.3144M-17.1279 10.5005H38.1279" stroke="white" stroke-width="9.2093"></path><path d="M10.5 -3.31348V24.3144V-3.31348ZM-17.1279 10.5005H38.1279H-17.1279Z" fill="white"></path><path d="M10.5 -3.31348V24.3144M-17.1279 10.5005H38.1279" stroke="#C8102E" stroke-width="5.52558"></path></g></g><defs><clipPath id="clip0_6222_14804"><rect width="55.2558" height="27.6279" fill="white" transform="translate(-17.1279 -3.31348)"></rect></clipPath></defs></svg></div><span>English</span></button></li><li role="none"><button type="button" role="menuitem" aria-label="Update the site locale to French" class="flex w-full items-center space-x-2 rounded-md p-1 transition-colors duration-200 hover:bg-black/10 focus:bg-black/10 focus:outline-none"><div class="relative h-[1.375rem] w-[1.375rem] overflow-hidden rounded-full"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 22 22" fill="none"><title>France Flag</title><mask id="mask0_11113_313928" style="mask-type:luminance" maskUnits="userSpaceOnUse" x="0" y="0" width="22" height="22"><path d="M22 0H0V22H22V0Z" fill="white"></path></mask><g mask="url(#mask0_11113_313928)"><path d="M7.33332 21.3816V0.619141C3.07083 2.13164 0 6.21082 0 11.0004C0 15.79 3.07083 19.8691 7.33332 21.3816Z" fill="#231D9A"></path><path d="M14.6663 0.61875C13.5205 0.229167 12.283 0 10.9997 0C9.71633 0 8.47883 0.229167 7.33301 0.61875V21.3583C8.47883 21.7708 9.71633 22 10.9997 22C12.283 22 13.5205 21.7708 14.6663 21.3813V0.61875Z" fill="white"></path><path d="M14.667 0.619141V21.3587C18.9295 19.8691 22.0003 15.79 22.0003 11.0004C22.0003 6.21082 18.9295 2.13164 14.667 0.619141Z" fill="#F0263C"></path></g></svg></div><span>French</span></button></li><li role="none"><button type="button" role="menuitem" aria-label="Update the site locale to German" class="flex w-full items-center space-x-2 rounded-md p-1 transition-colors duration-200 hover:bg-black/10 focus:bg-black/10 focus:outline-none"><div class="relative h-[1.375rem] w-[1.375rem] overflow-hidden rounded-full"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 22 22" fill="none"><title>German Flag</title><mask id="mask0_11113_313881" style="mask-type:luminance" maskUnits="userSpaceOnUse" x="0" y="0" width="22" height="22"><path d="M22 0H0V22H22V0Z" fill="white"></path></mask><g mask="url(#mask0_11113_313881)"><path d="M0 11.0002C0 12.2835 0.229167 13.521 0.61875 14.6668H21.3583C21.7708 13.521 22 12.2835 22 11.0002C22 9.71682 21.7708 8.47932 21.3813 7.3335H0.61875C0.229167 8.47932 0 9.71682 0 11.0002Z" fill="#F0263C"></path><path d="M0.619141 7.33332H21.3587C19.8691 3.07083 15.79 0 11.0004 0C6.21079 0 2.13164 3.07083 0.619141 7.33332Z" fill="black"></path><path d="M21.3816 14.6665H0.619141C2.13164 18.929 6.21079 21.9998 11.0004 21.9998C15.79 21.9998 19.8691 18.929 21.3816 14.6665Z" fill="#FFD400"></path></g></svg></div><span>German</span></button></li><li role="none"><button type="button" role="menuitem" aria-label="Update the site locale to Italian" class="flex w-full items-center space-x-2 rounded-md p-1 transition-colors duration-200 hover:bg-black/10 focus:bg-black/10 focus:outline-none"><div class="relative h-[1.375rem] w-[1.375rem] overflow-hidden rounded-full"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 22 22" fill="none"><title>German Flag</title><mask id="mask0_11113_313797" style="mask-type:luminance" maskUnits="userSpaceOnUse" x="0" y="0" width="22" height="22"><path d="M22 0H0V22H22V0Z" fill="white"></path></mask><g mask="url(#mask0_11113_313797)"><path d="M7.33332 21.3812V0.618652C3.07083 2.13115 0 6.21033 0 10.9999C0 15.7895 3.07083 19.8687 7.33332 21.3812Z" fill="#1E5B00"></path><path d="M14.6663 0.61875C13.5205 0.229167 12.283 0 10.9997 0C9.71633 0 8.47883 0.229167 7.33301 0.61875V21.3583C8.47883 21.7708 9.71633 22 10.9997 22C12.283 22 13.5205 21.7708 14.6663 21.3813V0.61875Z" fill="white"></path><path d="M14.667 0.618652V21.3582C18.9295 19.8687 22.0003 15.7895 22.0003 10.9999C22.0003 6.21033 18.9295 2.13115 14.667 0.618652Z" fill="#F0263C"></path></g></svg></div><span>Italian</span></button></li><li role="none"><button type="button" role="menuitem" aria-label="Update the site locale to Spanish" class="flex w-full items-center space-x-2 rounded-md p-1 transition-colors duration-200 hover:bg-black/10 focus:bg-black/10 focus:outline-none"><div class="relative h-[1.375rem] w-[1.375rem] overflow-hidden rounded-full"><svg xmlns="http://www.w3.org/2000/svg" width="100%" height="100%" viewBox="0 0 22 22" fill="none"><title>German Flag</title><mask id="mask0_11113_314025" style="mask-type:luminance" maskUnits="userSpaceOnUse" x="0" y="0" width="22" height="22"><path d="M22 0H0V22H22V0Z" fill="white"></path></mask><g mask="url(#mask0_11113_314025)"><path d="M20.5247 5.5H1.47527C0.538691 7.11834 0 8.9957 0 11C0 13.0043 0.538691 14.8817 1.47527 16.5H20.5248C21.4613 14.8817 22 13.0043 22 11C22 8.9957 21.4613 7.11834 20.5247 5.5Z" fill="#FFD400"></path><path d="M11.0003 0C6.92947 0 3.37776 2.21303 1.47559 5.5H20.5251C18.6229 2.21303 15.0711 0 11.0003 0Z" fill="#F0263C"></path><path d="M11.0003 22C15.0711 22 18.6228 19.7869 20.5251 16.5H1.47559C3.3778 19.7869 6.92947 22 11.0003 22Z" fill="#F0263C"></path><path d="M1.375 12.3749H2.29168V11.1523L1.375 11.4571V12.3749Z" fill="white"></path><path d="M2.29168 8.25H1.375V9.625H2.29168V8.25Z" fill="white"></path><path d="M2.29168 10.0828L1.375 10.082V10.9998L2.29168 10.6943V10.0828Z" fill="white"></path><path d="M6.875 12.3748H7.79168V11.4581L6.875 11.1519V12.3748Z" fill="white"></path><path d="M6.875 10.6944L7.79168 10.9999V10.0832L6.875 10.0825V10.6944Z" fill="white"></path><path d="M7.79168 8.25H6.875V9.625H7.79168V8.25Z" fill="white"></path><path d="M2.29168 12.375H1.375V12.8333H2.29168V12.375Z" fill="#2D25C5"></path><path d="M7.79168 12.375H6.875V12.8333H7.79168V12.375Z" fill="#2D25C5"></path><path d="M2.29168 11.9165H1.375V12.3748H2.29168V11.9165Z" fill="#CC9500"></path><path d="M7.79168 11.9165H6.875V12.3748H7.79168V11.9165Z" fill="#CC9500"></path><path d="M2.29168 8.25H1.375V8.70832H2.29168V8.25Z" fill="#CC9500"></path><path d="M7.79168 8.25H6.875V8.70832H7.79168V8.25Z" fill="#CC9500"></path><path d="M3.20832 6.875H2.75V7.33332H3.20832V6.875Z" fill="#CC9500"></path><path d="M6.41633 6.875H5.95801V7.33332H6.41633V6.875Z" fill="#CC9500"></path><path d="M5.04168 6.875H4.125V7.33332H5.04168V6.875Z" fill="#CC9500"></path><path d="M5.95832 8.25017L6.41668 7.3335H2.75L3.20832 8.25017H5.95832Z" fill="#F0263C"></path><path d="M6.41699 9.625V10.0822L6.87531 10.0826L7.79199 10.0833V9.625H6.87531H6.41699Z" fill="#F0263C"></path><path d="M6.875 11.1519L7.79168 11.4582V10.9999L6.875 10.6943V11.1519Z" fill="#F0263C"></path><path d="M2.74993 11.0002V11.4585C2.74993 12.3191 3.34369 13.0392 4.14338 13.2365L4.58327 12.3751L5.02317 13.2365C5.82284 13.0391 6.41663 12.3191 6.41663 11.4585V11.0002H5.2287C5.134 11.2666 4.8822 11.4585 4.58331 11.4585C4.2036 11.4585 3.89581 11.1507 3.89581 10.771C3.89581 10.3913 4.2036 10.0835 4.58331 10.0835V8.7085H2.75V9.62514H1.375V10.0824L2.29168 10.0832L2.75 10.0835L2.74993 11.0002Z" fill="#F0263C"></path><path d="M2.75 10.771V11.4585C2.75 12.3191 3.34376 13.0392 4.14346 13.2365L4.58336 12.3752V11.4585C4.20365 11.4585 3.89586 11.1507 3.89586 10.771L2.75 10.771Z" fill="#CC9500"></path><path d="M6.41731 10.0824V8.7085H4.58398V10.0835C4.96369 10.0835 5.27148 10.3913 5.27148 10.771C5.27148 10.8518 5.25498 10.9282 5.22938 11.0002H6.41731V10.0824Z" fill="white"></path><path d="M4.14355 13.2363C4.2847 13.2712 4.43151 13.2917 4.58345 13.2917C4.73539 13.2917 4.88217 13.2712 5.02335 13.2363L4.58345 12.375L4.14355 13.2363Z" fill="white"></path><path d="M3.89551 10.771C3.89551 11.1507 4.2033 11.4585 4.58301 11.4585C4.8819 11.4585 5.1337 11.2666 5.2284 11.0002C5.25401 10.9282 5.27051 10.8518 5.27051 10.771C5.27051 10.3913 4.96271 10.0835 4.58301 10.0835C4.2033 10.0835 3.89551 10.3913 3.89551 10.771Z" fill="#2D25C5"></path><path d="M2.29168 10.6943L1.375 10.9999V11.4571L2.29168 11.1523V10.6943Z" fill="#F0263C"></path></g></svg></div><span>Spanish</span></button></li><li role="none"><button type="button" role="menuitem" aria-label="Update the site locale to Japanese" class="flex w-full items-center space-x-2 rounded-md p-1 transition-colors duration-200 hover:bg-black/10 focus:bg-black/10 focus:outline-none"><div class="relative h-[1.375rem] w-[1.375rem] overflow-hidden rounded-full"><svg width="100%" height="100%" viewBox="0 0 64 64" fill="none" xmlns="http://www.w3.org/2000/svg"><g clip-path="url(#clip0_3246_11200)"><mask id="mask0_3246_11200" style="mask-type:luminance" maskUnits="userSpaceOnUse" x="0" y="0" width="64" height="64"><path d="M64 0H0V64H64V0Z" fill="white"></path></mask><g mask="url(#mask0_3246_11200)"><path d="M32 64C49.6731 64 64 49.6731 64 32C64 14.3269 49.6731 0 32 0C14.3269 0 0 14.3269 0 32C0 49.6731 14.3269 64 32 64Z" fill="white"></path><path d="M32 48C40.8366 48 48 40.8366 48 32C48 23.1634 40.8366 16 32 16C23.1634 16 16 23.1634 16 32C16 40.8366 23.1634 48 32 48Z" fill="#F0263C"></path></g></g><rect x="0.75" y="0.75" width="62.5" height="62.5" rx="31.25" stroke="black" stroke-opacity="0.1" stroke-width="1.5"></rect><defs><clipPath id="clip0_3246_11200"><rect width="64" height="64" rx="32" fill="white"></rect></clipPath></defs></svg></div><span>Japanese</span></button></li></ul></menu></div></menu><div class="grid grid-cols-2 gap-x-3 gap-y-8 sm:grid-cols-4 md:col-span-3 md:flex md:justify-between"><div class="w-full space-y-8 md:max-w-[11.0625rem] md:space-y-[2.875rem]"><menu><h2 class="footer-heading mb-4 md:mb-6">Platform</h2><ul class="space-y-2 md:space-y-3"><li><a class="opacity-80 transition hover:opacity-100 focus:opacity-100" href="/platform/product-analytics/"><span class="footer-link">Product Analytics</span></a></li><li><a class="opacity-80 transition hover:opacity-100 focus:opacity-100" href="/platform/experience-analytics/"><span class="footer-link">Experience Analytics</span></a></li><li><a class="opacity-80 transition hover:opacity-100 focus:opacity-100" href="/platform/experience-monitoring/"><span class="footer-link">Experience Monitoring</span></a></li><li><a class="opacity-80 transition hover:opacity-100 focus:opacity-100" 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Contentsquare","nodeType":"text"}]},{"data":{},"nodeType":"paragraph","content":[{"data":{"uri":"https://contentsquare.com/"},"nodeType":"hyperlink","content":[{"data":{},"marks":[],"value":"Contentsquare","nodeType":"text"}]},{"data":{},"marks":[],"value":" (hi again!) is an all-in-one experience intelligence platform that teams can use to monitor their site’s digital experience. ","nodeType":"text"},{"data":{},"marks":[{"type":"bold"}],"value":"Integrating Contentsquare with an A/B testing tool","nodeType":"text"},{"data":{},"marks":[],"value":" supplements your tests and helps you identify real opportunities for improvement.","nodeType":"text"}]},{"data":{},"nodeType":"paragraph","content":[{"data":{},"marks":[],"value":"Instead of listing Contentsquare’s pros and cons, we’ll give the floor to our actual users: 👉 ","nodeType":"text"},{"data":{"uri":"https://www.g2.com/products/contentsquare/reviews"},"nodeType":"hyperlink","content":[{"data":{},"marks":[],"value":"read their reviews here","nodeType":"text"}]},{"data":{},"marks":[],"value":".","nodeType":"text"}]},{"data":{},"nodeType":"paragraph","content":[{"data":{},"marks":[],"value":"Note: steps 2 and 3 are interchangeable. You can decide on the nitty-gritty of your test before settling on a tool with all the features you need to run your experiment effectively.","nodeType":"text"}]},{"data":{},"nodeType":"heading-3","content":[{"data":{},"marks":[{"type":"bold"}],"value":"Step 3: set up your experiment","nodeType":"text"}]},{"data":{},"nodeType":"paragraph","content":[{"data":{},"marks":[],"value":"Remember, your hypothesis clarifies what you're trying to change and the primary metric you're measuring. When you finalize your hypothesis, proceed to","nodeType":"text"}]},{"data":{},"nodeType":"unordered-list","content":[{"data":{},"nodeType":"list-item","content":[{"data":{},"nodeType":"paragraph","content":[{"data":{},"marks":[{"type":"bold"}],"value":"Create two versions of…something","nodeType":"text"},{"data":{},"marks":[],"value":". Anything!—an email subject line, a call-to-action (CTA) button, or a landing page layout. 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In market research, it's common to use a 95% confidence level. This means if you ran the experiment 20 times, you'd get the same results (with a margin of error) about 19 times.","nodeType":"text"}]}]},{"data":{},"nodeType":"list-item","content":[{"data":{},"nodeType":"paragraph","content":[{"data":{},"marks":[{"type":"bold"}],"value":"Determine the sample size","nodeType":"text"},{"data":{},"marks":[],"value":" and timeframe for your split tests. Depending on your A/B testing tool, you can set the sample size and test duration. 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