{"id":55682,"date":"2021-01-04T12:45:47","date_gmt":"2021-01-04T07:15:47","guid":{"rendered":"https:\/\/vwo.com\/blog\/?p=55682"},"modified":"2026-06-29T16:14:46","modified_gmt":"2026-06-29T10:44:46","slug":"ab-testing-tools","status":"publish","type":"post","link":"https:\/\/vwo.com\/blog\/ab-testing-tools\/","title":{"rendered":"13 Best A\/B Testing Tools &amp; Softwares in 2026 [Ranked by CRO Experts]"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">According to the <a href=\"https:\/\/chiefmartec.com\/2024\/05\/2024-marketing-technology-landscape-supergraphic-14106-martech-products-27-8-growth-yoy\/\" target=\"_blank\" rel=\"noreferrer noopener\">2024 Marketing Technology Landscape report<\/a>, the number of tools in the optimization, personalization, and testing segment jumped from 230 to 271 in just one year.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">With so many options out there, it\u2019s easy to feel overwhelmed by the paradox of choice. In this blog, we\u2019ve streamlined the process by narrowing down the top <strong>13 best A\/B testing tools<\/strong>. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">We\u2019ll give you an overview of each tool, walk through key business requirements, and take a look at which tools meet those needs.&nbsp;On top of this, the blog also contains insights from A\/B testing experts on choosing the right tool based on their experience.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">We will also compare important features, pricing, pros &amp; cons, and real user reviews of the listed tools so that you can make the right decision. This guide aims to help you find the best A\/B testing platform for your business.<\/p>\n\n\n<h2 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level1\" data-menu=\"What are A\/B testing tools?\" id=\"what-are-a-b-testing-tools\" data-menu-id=\"what-are-a-b-testing-tools\" style=\"text-align:none\">What are A\/B testing tools?<\/h2>\n\n\n<p class=\"wp-block-paragraph\">A\/B testing tools are software applications that let businesses test two different versions of a webpage, app screen, or feature to find out which one works better.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">They split users into groups at random: one sees the current version (A) and the other sees a modified version (B). The tool then measures which version leads to more clicks, sign-ups, or other goals.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This helps teams make informed decisions and improve the user experience using real data instead of assumptions.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"597\" src=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2024\/10\/og-image-15-Best-AB-Testing-Tools-in-2024-2-1024x597.jpg\" alt=\"Feature Image - 15 Best A\/B Testing Tools In 2024\" class=\"wp-image-90845\" srcset=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2024\/10\/og-image-15-Best-AB-Testing-Tools-in-2024-2-1024x597.jpg?tr=w-1024 1024w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2024\/10\/og-image-15-Best-AB-Testing-Tools-in-2024-2-1024x597.jpg?tr=w-768 768w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2024\/10\/og-image-15-Best-AB-Testing-Tools-in-2024-2-1024x597.jpg?tr=w-640 640w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2024\/10\/og-image-15-Best-AB-Testing-Tools-in-2024-2-1024x597.jpg?tr=w-375 375w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n<h2 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level1\" data-menu=\"How we evaluated these tools\" id=\"how-we-evaluated-these-tools\" data-menu-id=\"how-we-evaluated-these-tools\" style=\"text-align:none\">How we evaluated these tools<\/h2>\n\n\n<p class=\"wp-block-paragraph\">This guide narrows the field to <strong>13 tools<\/strong> that represent the most relevant options for <strong>businesses at different stages<\/strong> of experimentation maturity.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Our evaluation methodology is based entirely on <strong>secondary research<\/strong>. Each tool in this guide was assessed using official product documentation, publicly available feature information, and third-party user reviews from sources like G2 and TrustRadius.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Specifically, four dimensions guided the evaluation of every tool in this guide:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Test coverage and platform breadth:<\/strong> What testing types does the tool support, and which platforms does it cover across web, mobile, and server-side environments<\/li>\n\n\n\n<li><strong>Statistical model:<\/strong> Whether the tool uses Bayesian, Frequentist, or both<\/li>\n\n\n\n<li><strong>AI capabilities:<\/strong> Whether the tool includes AI features specifically designed for experimentation workflows<\/li>\n\n\n\n<li><strong>Pricing:<\/strong> Whether pricing is publicly available, whether a free plan or trial exists, and what the entry point looks like for different team sizes<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Some tools in the market were not included as they primarily focused on analytics and user behavior tracking rather than experimentation, or where A\/B testing is a secondary feature rather than a core capability. This guide focuses on platforms where <strong>experimentation is a primary<\/strong> and well-developed function.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The order in which tools appear and the way they are described reflects only what each tool actually offers based on these sources, with <strong>no bias toward any particular platform<\/strong>. We recommend taking advantage of free trials wherever available before making any commitment.&nbsp;<\/p>\n\n\n<h2 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level1\" data-menu=\"Quick picks: Best A\/B testing tools by use case\" id=\"quick-picks-best-a-b-testing-tools-by-use-case\" data-menu-id=\"quick-picks-best-a-b-testing-tools-by-use-case\" style=\"text-align:none\">Quick picks: Best A\/B testing tools by use case<\/h2>\n\n\n<p class=\"wp-block-paragraph\">Here is a snapshot of the top tools across the most common use cases:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Category<\/strong><\/td><td><strong>Tool<\/strong><\/td><td><strong>Description<\/strong><\/td><\/tr><tr><td>Best overall<\/td><td><strong>VWO<\/strong><\/td><td>The only tool in this guide that combines A\/B testing, multivariate testing, feature experimentation, behavior analytics, personalization, and AI-powered capabilities in one platform, built for enterprises and businesses of all sizes<\/td><\/tr><tr><td>Best for full-stack experimentation<\/td><td><strong>Optimizely<\/strong><\/td><td>Full-stack experimentation across web, mobile, server-side, and OTT with Sequential Hypothesis testing and strong audience segmentation capabilities<\/td><\/tr><tr><td>Best for feature flag management<\/td><td><strong>LaunchDarkly<\/strong><\/td><td>Built specifically for feature flag management, safe production testing, and server-side experimentation<\/td><\/tr><tr><td>Best for landing page testing<\/td><td><strong>Unbounce<\/strong><\/td><td>Landing page builder with built-in A\/B testing, AI-driven optimization, and copywriting tools<\/td><\/tr><tr><td>Best for budget-conscious teams<\/td><td><strong>Convert<\/strong><\/td><td>Transparent pricing with flicker-free testing and a decade of proven performance<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n<h2 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level1\" data-menu=\"A\/B testing tools - A quick look\" id=\"a-b-testing-tools-a-quick-look\" data-menu-id=\"a-b-testing-tools-a-quick-look\" style=\"text-align:none\">A\/B testing tools &#8211; A quick look<\/h2>\n\n\n<ul class=\"simpletoc-list\">\n<li class=\"selected\"><a href=\"#1-vwo\">VWO<\/a><\/li>\n<li class=\"\"><a href=\"#2-optimizely\">Optimizely<\/a><\/li>\n<li class=\"\"><a href=\"#3-adobe-target\">Adobe Target<\/a><\/li>\n<li class=\"\"><a href=\"#4-dynamic-yield\">Dynamic Yield<\/a><\/li>\n<li class=\"\"><a href=\"#5-kameleoon\">Kameleoon<\/a><\/li>\n<li class=\"\"><a href=\"#6-convert\">Convert<\/a><\/li>\n<li class=\"\"><a href=\"#7-omniconvert\">Omniconvert<\/a><\/li>\n<li class=\"\"><a href=\"#8-launchdarkly\">LaunchDarkly<\/a><\/li>\n<li class=\"\"><a href=\"#9-unbounce\">Unbounce<\/a><\/li>\n<li class=\"\"><a href=\"#10-absmartly\">ABsmartly<\/a><\/li>\n<li class=\"\"><a href=\"#11-maestro-by-monetate\">Maestro by Moentate<\/a><\/li>\n<li class=\"\"><a href=\"#12-airship\">Airship<\/a><\/li>\n<li class=\"\"><a href=\"#13-split-by-harness\">Split by Harness<\/a><\/li>\n<\/ul>\n\n\n<h2 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level1\" data-menu=\"13 best A\/B testing tools in 2026\" id=\"13-best-a-b-testing-tools-in-2026\" data-menu-id=\"13-best-a-b-testing-tools-in-2026\" style=\"text-align:none\"><strong>13 best A\/B testing tools in 202<\/strong>6<\/h2>\n\n\n<p class=\"wp-block-paragraph\">Let&#8217;s help you make an informed choice. Here is a curated list of the top 13 A\/B testing tools on the market, along with key details for each.&nbsp;<\/p>\n\n\n<h3 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level2\" data-menu=\"Quick comparison table \" id=\"quick-comparison-table\" data-menu-id=\"quick-comparison-table\" style=\"text-align:none\">A\/B testing tools: A quick comparison table <\/h3>\n\n\n<p class=\"wp-block-paragraph\">Here\u2019s a quick comparison of the tools, highlighting their key capabilities and starting prices for paid plans.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>Sr. No.<\/th><th>Tool<\/th><th>Test types<\/th><th>Supported platforms<\/th><th>Statistical model<\/th><th>AI Capabilities<\/th><th>Best for<\/th><th>Starting price<\/th><th>Free trial<\/th><\/tr><\/thead><tbody><tr><td>1<\/td><td>VWO<\/td><td>A\/B testing, Split URL testing, Multivariate testing, Feature experimentation<\/td><td>Web, Mobile apps, Server-side<\/td><td>Bayesian<\/td><td>VWO AI automates hypothesis generation, identifies friction points, and produces test ideas<\/td><td>End-to-end experimentation and optimization for enterprises and businesses of all sizes<\/td><td>Custom pricing<\/td><td>30-day free trial<\/td><\/tr><tr><td>2<\/td><td>Optimizely<\/td><td>A\/B testing, Split URL testing, Multivariate testing<\/td><td>Web, Mobile apps, Server-side, OTT<\/td><td>Bayesian and Frequentist<\/td><td>AI-powered agents generate experiment ideas, recommend next-best tests<\/td><td>Full-stack experimentation and personalization<\/td><td>Custom pricing<\/td><td>No<\/td><\/tr><tr><td>3<\/td><td>Adobe Target<\/td><td>A\/B testing, Split URL testing, Multivariate testing<\/td><td>Web, Mobile apps, Server-side<\/td><td>Frequentist<\/td><td>AI-powered experimentation using multi-armed bandits to dynamically allocate traffic<\/td><td>Enterprise teams using Adobe Experience Cloud<\/td><td>Custom pricing<\/td><td>No<\/td><\/tr><tr><td>4<\/td><td>Dynamic Yield<\/td><td>A\/B testing, Split URL testing, Multivariate testing<\/td><td>Web, Mobile apps, Server-side<\/td><td>Bayesian<\/td><td>AI-driven content generation, segmentation, and personalization, with AdaptML predicting next-best products to optimize user experiences<\/td><td>Omnichannel personalization with predictive targeting<\/td><td>Custom pricing<\/td><td>No<\/td><\/tr><tr><td>5<\/td><td>Kameleoon<\/td><td>A\/B testing, Split URL testing, Multivariate testing<\/td><td>Web, Mobile apps, Server-side<\/td><td>Frequentist and Bayesian<\/td><td>AI-driven capabilities that allow users to precisely target audience segments, create a tailored version, and analyze test results to uncover optimization opportunities<\/td><td>Personalization and feature management<\/td><td>Custom pricing<\/td><td>No<\/td><\/tr><tr><td>6<\/td><td>Convert<\/td><td>A\/B testing, Split URL testing, Multivariate testing<\/td><td>Web, Server-side<\/td><td>Frequentist and Bayesian<\/td><td>AI-based text suggestions for content and variation creation<\/td><td>Budget-conscious teams needing flicker-free testing<\/td><td>$199\/month<\/td><td>No<\/td><\/tr><tr><td>7<\/td><td>Omniconvert<\/td><td>A\/B testing, Split URL testing<\/td><td>Web<\/td><td>Frequentist and Bayesian<\/td><td>Limited (AI used for CRO audits and feedback analysis, not experimentation)<\/td><td>D2C businesses need experimentation and personalization<\/td><td>$273\/month<\/td><td>No<\/td><\/tr><tr><td>8<\/td><td>LaunchDarkly<\/td><td>A\/B testing, Split URL testing, Multivariate testing<\/td><td>Mobile apps, Server-side<\/td><td>Bayesian<\/td><td>None (no explicit AI-driven experimentation; supports testing of AI systems)<\/td><td>Feature flag management and server-side testing<\/td><td>$12\/month<\/td><td>Free plan available<\/td><\/tr><tr><td>9<\/td><td>Unbounce<\/td><td>A\/B testing, Multivariate testing<\/td><td>Web<\/td><td>Not specified<\/td><td>None (AI not used in A\/B testing; limited to other features like traffic routing and copy generation)<\/td><td>Landing page building with built-in A\/B testing<\/td><td>$74\/month<\/td><td>No<\/td><\/tr><tr><td>10<\/td><td>ABsmartly<\/td><td>A\/B testing, Split URL testing, Multivariate testing<\/td><td>Web, Email, Mobile apps, Server-side<\/td><td>Not specified<\/td><td>None<\/td><td>B2C cross-channel and cross-platform testing<\/td><td>\u20ac60K\/year<\/td><td>No<\/td><\/tr><tr><td>11<\/td><td>Maestro by Monetate<\/td><td>A\/B testing, A\/B\/n testing, Multivariate testing, Feature experimentation, Dynamic testing<\/td><td>Web, Mobile apps, Native apps, SPAs, In-store<\/td><td>Not publicly documented<\/td><td>None<\/td><td>Enterprise experimentation across regulated and performance-critical environments<\/td><td>Custom pricing<\/td><td>No<\/td><\/tr><tr><td>12<\/td><td>Airship<\/td><td>A\/B\/n testing, Holdout testing, Feature flags, and controlled rollouts<\/td><td>Mobile apps, Web, Server-side, OTT<\/td><td>Not specified<\/td><td>None<\/td><td>Mobile-first experimentation and cross-platform optimization<\/td><td>Custom pricing<\/td><td>Free plan available<\/td><\/tr><tr><td>13<\/td><td>Split by Harness<\/td><td>A\/B testing, Cloud experimentation, Warehouse native experimentation<\/td><td>Web, Mobile apps, Server-side<\/td><td>Not specified<\/td><td>The Harness Release Agent uses AI to explain experiment results, highlight what impacts key metrics, and guide teams toward confident next steps<\/td><td>Feature flag management and warehouse native experimentation<\/td><td>Custom pricing<\/td><td>Free plan available<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Detailed overview<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Disclaimer: The pros and cons listed are based on reviews and feedback from third-party sites such as G2, TrustRadius, and other sources.<\/em><\/p>\n\n\n<h3 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level2\" data-menu=\"1. VWO\" id=\"1-vwo\" data-menu-id=\"1-vwo\" style=\"text-align:none\"><strong>1. VWO<\/strong><\/h3>\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"559\" data-id=\"110029\" src=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/VWO-Homepage-1024x559.png\" alt=\"Vwo Homepage\" class=\"wp-image-110029\" srcset=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/VWO-Homepage-1024x559.png?tr=w-1024 1024w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/VWO-Homepage-1024x559.png?tr=w-768 768w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/VWO-Homepage-1024x559.png?tr=w-640 640w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/VWO-Homepage-1024x559.png?tr=w-375 375w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>What it does<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/vwo.com\/\">VWO<\/a> started its journey in 2010 with a simple drag-and-drop editor. Since then, it has evolved into an end-to-end enterprise experience optimization platform.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Today, it offers a suite of integrated tools. These tools help unify customer data, uncover behavioral insights, and run A\/B tests across web, mobile, and server environments. With VWO, you can also roll out new features, personalize customer experiences, and optimize the entire customer journey.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Test types:<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A\/B testing<\/li>\n\n\n\n<li>Split URL testing<\/li>\n\n\n\n<li><a href=\"https:\/\/vwo.com\/multivariate-testing\/\">Multivariate testing<\/a><\/li>\n\n\n\n<li>Feature experimentation&nbsp;<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Supported testing platforms:<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Web<\/li>\n\n\n\n<li><a href=\"https:\/\/vwo.com\/testing\/mobile-app\/\">Mobile apps<\/a><\/li>\n\n\n\n<li>Server-side<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Statistical model:<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">VWO\u2019s <a href=\"https:\/\/vwo.com\/why-us\/technology\/bayesian-statistics\/\">Bayesian-powered SmartStats<\/a> engine accounts for common biases like sequential testing errors and Bonferroni errors, so teams can focus on getting reliable and real-time reports.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">You can visit the <a href=\"https:\/\/vwo.com\/stats-blog\/\">VWO Stats Blog<\/a> to learn all about complex statistical concepts and learn about VWO\u2019s statistical research in A\/B testing.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Key features:<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Audience and <a href=\"https:\/\/vwo.com\/blog\/behavioral-targeting\/\">behavior targeting<\/a> with mutually exclusive campaigns<\/li>\n\n\n\n<li><a href=\"https:\/\/vwo.com\/blog\/multi-armed-bandit-algorithm\/\">Multi-armed bandit testing<\/a> for dynamic traffic allocation to winning variations<\/li>\n\n\n\n<li><a href=\"https:\/\/vwo.com\/glossary\/code-editor\/\">Code editor<\/a> with test triggers for advanced customization<\/li>\n\n\n\n<li>In-app comment feature for cross-team communication within experiments<\/li>\n\n\n\n<li>Data integration with over 40 platforms, including Google Analytics, WordPress, and Shopify<\/li>\n\n\n\n<li>Editable statistical parameters, constant experiment health checks, and guardrail metrics<\/li>\n\n\n\n<li><a href=\"https:\/\/vwo.com\/ai\/\">VWO AI<\/a> automates hypothesis generation and produces tailored test ideas through simple prompts, drawing on AI trained on real-world data<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-video\"><video controls src=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2024\/09\/AI-suggestions-in-AB-testing-5.mp4\"><\/video><figcaption class=\"wp-element-caption\">VWO Product Updates<\/figcaption><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Pros:<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Client-side tests are flicker-free through a single-line asynchronous smart code, ensuring a consistent visitor experience throughout the experiment<\/li>\n\n\n\n<li>SDK-based server-side testing means no latency and supports omnichannel experimentation<\/li>\n\n\n\n<li>The Bayesian SmartStats engine produces reliable results without requiring manual statistical interpretation<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Cons:<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Lack of pull integrations from behavior analysis platforms like Hotjar, CS, Fullstory, Adobe Analytics, etc.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Pricing<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Visit VWO <a href=\"https:\/\/vwo.com\/pricing\/\">pricing and plans<\/a> for detailed information.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>User rating<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">4.4\/5 on G2 based on 929 reviews<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Customer experience:<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Here is what <a href=\"https:\/\/www.linkedin.com\/in\/jaredbrown\/\" target=\"_blank\" rel=\"noreferrer noopener\">Jared Brown<\/a>, CEO of <a href=\"https:\/\/hubstaff.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Hubstaff<\/a>, shared about using VWO<\/p>\n\n\n\n<blockquote>\n<p>VWO had clear and concise documentation, and we didn\u2019t have to go through sales calls to get on and running.&nbsp;<\/p>\n<p>Also, it had transparent pricing, and we could know how much we would need to pay once we confirmed that VWO suits our needs.&nbsp;They even had a trial so we could test the product and see if it fit our needs.<\/p>\n<p>We only used the redirect A\/B tests, and the variant had the same URL as the control with a custom AB parameter. To track the A\/B test result, we were using targeted page views and triggering VWO custom goals. Besides this, we were also checking the results via our internal analytics tool because VWO allowed us enough flexibility to use the product according to our needs.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-90712\" src=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2024\/10\/1601927062581-300x300.jpeg\" alt=\"Jared Brown\" width=\"100\" height=\"100\">&#8211; <strong><em>Jared Brown<\/em><\/strong><strong><em>, <\/em><\/strong><\/p>\n<p><strong><em>CEO of HubStaff<\/em><\/strong><\/p>\n<p><em>Source:<b><i>&nbsp;<\/i><\/b><a href=\"https:\/\/vwo.com\/blog\/expert-interviews\/insights-from-jared-brown-cro-perspectives\/\"><b><i>CRO Perspectives<\/i><\/b><\/a> <\/em><\/p>\n<\/blockquote>\n\n\n<h3 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level2\" data-menu=\"2. Optimizely\u00a0\" id=\"2-optimizely\" data-menu-id=\"2-optimizely\" style=\"text-align:none\"><strong>2. Optimizely<\/strong><\/h3>\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-2 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1600\" height=\"709\" data-id=\"79022\" src=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Optimizely-.png\" alt=\"Optimizely Website\" class=\"wp-image-79022\" srcset=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Optimizely-.png?tr=w-1600 1600w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Optimizely-.png?tr=w-1366 1366w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Optimizely-.png?tr=w-1024 1024w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Optimizely-.png?tr=w-768 768w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Optimizely-.png?tr=w-640 640w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Optimizely-.png?tr=w-375 375w\" sizes=\"(max-width: 1600px) 100vw, 1600px\" \/><\/figure>\n<\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>What it does<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.optimizely.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Optimizely<\/a> is a comprehensive digital experience platform that provides web and feature experimentation capabilities, content management, and advanced personalization engines.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Its project management capabilities are available on both client and server-side testing. Additionally, Optimizely integrates a <a href=\"https:\/\/vwo.com\/customer-data-platform-guide\/\">Customer Data Platform<\/a> to centralize and harmonize customer data.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Test types<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A\/B Testing<\/li>\n\n\n\n<li>Split URL Testing<\/li>\n\n\n\n<li>Multivariate Testing<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Supported testing platforms<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Web<\/li>\n\n\n\n<li>Mobile apps<\/li>\n\n\n\n<li>Server-side<\/li>\n\n\n\n<li>OTT<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Statistical model<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">The statistics engine leverages both Bayesian and <a href=\"https:\/\/vwo.com\/stats-blog\/the-frequentist-way-to-statistical-significance\/\">Frequentist statistical models<\/a>.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Key features<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>WYSIWYG editor for no-code test creation<\/li>\n\n\n\n<li>CDN A\/B testing and <a href=\"https:\/\/vwo.com\/glossary\/multi-armed-bandit-testing\/\">multi-armed bandit testing<\/a><\/li>\n\n\n\n<li>Audience targeting with mutually exclusive campaigns<\/li>\n\n\n\n<li>Advanced omnichannel personalization solutions<\/li>\n\n\n\n<li>Advanced native integration for server-side testing<\/li>\n\n\n\n<li>Generative AI-based text variation generator<\/li>\n\n\n\n<li>Customer Data Platform integration for centralized and harmonized customer data<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Pros<\/strong>:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Sequential Hypothesis testing improves the accuracy of test performance<\/li>\n\n\n\n<li>Strong segmentation capabilities for precise audience targeting<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Cons<\/strong>:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Switching between snippets and mini-snippets causes performance issues and delays website loading time<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Pricing<\/strong>:<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Pricing is available on request. Contact Optimizely directly for plan and pricing details.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>User rating<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">4.2\/5 on G2 based on 411 reviews<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>A customer experience as per G2 reviews:&nbsp;<\/strong><\/h4>\n\n\n\n<blockquote>\n<p>\u201cThe ability to control the percentage of a feature under experiment is one of the best tools I&#8217;ve used. Being able to turn on\/off these experiments near instantly has helped reduce our mean time to resolve by at least 60%.\u201d &#8211; <a href=\"https:\/\/www.linkedin.com\/in\/caleb-ruzicka-b8053612a\/\" target=\"_blank\" rel=\"noopener\">Caleb Ruzicka<\/a>, Quality Assurance Engineer II at uShip<\/p>\n<\/blockquote>\n\n\n<h3 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level2\" data-menu=\"3. Adobe Target\" id=\"3-adobe-target\" data-menu-id=\"3-adobe-target\" style=\"text-align:none\"><strong>3. Adobe Target<\/strong><\/h3>\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-3 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1600\" height=\"671\" data-id=\"79028\" src=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Adobe-Target.png\" alt=\"Adobe Target Website\" class=\"wp-image-79028\" srcset=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Adobe-Target.png?tr=w-1600 1600w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Adobe-Target.png?tr=w-1366 1366w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Adobe-Target.png?tr=w-1024 1024w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Adobe-Target.png?tr=w-768 768w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Adobe-Target.png?tr=w-640 640w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Adobe-Target.png?tr=w-375 375w\" sizes=\"(max-width: 1600px) 100vw, 1600px\" \/><\/figure>\n<\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>What it does<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/business.adobe.com\/products\/target\/ab-testing.html\">Adobe Target<\/a> is a comprehensive solution within Adobe Experience Cloud, from the tech giant Adobe. It offers a robust suite of features, including experimentation, personalization, and product recommendations, designed to optimize user experiences.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Adobe Target integrates seamlessly with other Adobe solutions, such as Adobe Analytics, and is an enterprise-grade platform often used by mature experimentation teams.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Test types<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A\/B Testing<\/li>\n\n\n\n<li>Split URL Testing<\/li>\n\n\n\n<li>Multivariate Testing<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Supported testing platforms<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Web<\/li>\n\n\n\n<li>Mobile apps<\/li>\n\n\n\n<li>Server-side<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Statistical model<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Adobe Target&#8217;s statistics engine is based on a Frequentist statistics model.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Key features<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>WYSIWYG editor for no-code test creation<\/li>\n\n\n\n<li><a href=\"https:\/\/vwo.com\/blog\/how-audience-targeting-helps-you-build-personalized-experiences\/\">Advanced targeting<\/a> based on behavior and attributes<\/li>\n\n\n\n<li>Seamless integration with Adobe Experience Cloud tools<\/li>\n\n\n\n<li>Automatic allocation of visitors to the winning variation earlier in the A\/B testing process<\/li>\n\n\n\n<li>Click-based personalized website experiences<\/li>\n\n\n\n<li>AI-driven offer delivery and intelligent product recommendations<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Pros:<\/strong>&nbsp;<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Easy integration with Adobe Analytics helps with advanced audience segments and reporting<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Cons:<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Server-side SDKs do not support third-party integrations<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Pricing<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Pricing is available on request. Contact Adobe Target directly for plan and pricing details.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>User rating<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">4\/5 on G2 based on 70 reviews&nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong><strong>A customer experience as per G2 reviews:<\/strong><\/strong><\/h4>\n\n\n\n<blockquote>\n<p><span style=\"font-weight: 400\">\u201cThe integration with Adobe Analytics provides powerful insights that help optimize campaigns in real-time. The ease of setting up experiments without needing deep technical expertise is also a big plus.\u201d &#8211; <\/span><a href=\"https:\/\/www.linkedin.com\/in\/arturbukowski\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400\">Art Bukowski<\/span><\/a><span style=\"font-weight: 400\">, Conversion Optimization Manager at K-rauta.se<\/span><\/p>\n<\/blockquote>\n\n\n<h3 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level2\" data-menu=\"4. Dynamic Yield\u00a0\" id=\"4-dynamic-yield\" data-menu-id=\"4-dynamic-yield\" style=\"text-align:none\"><strong>4. Dynamic Yield<\/strong><\/h3>\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-4 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1600\" height=\"666\" data-id=\"79031\" src=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Dynamic-Yield.png\" alt=\"Dynamic Yield Website\" class=\"wp-image-79031\" srcset=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Dynamic-Yield.png?tr=w-1600 1600w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Dynamic-Yield.png?tr=w-1366 1366w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Dynamic-Yield.png?tr=w-1024 1024w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Dynamic-Yield.png?tr=w-768 768w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Dynamic-Yield.png?tr=w-640 640w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Dynamic-Yield.png?tr=w-375 375w\" sizes=\"(max-width: 1600px) 100vw, 1600px\" \/><\/figure>\n<\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>What it does<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.dynamicyield.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Dynamic Yield<\/a> is an experience optimization solution from Mastercard. It is an advanced omnichannel personalization platform that offers testing features as part of its Optimize solution.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The platform leverages its Predictive Targeting engine to extend personalization to highly specific audience segments, helping to synchronize and enhance user experiences across various touchpoints.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Test types<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A\/B testing<\/li>\n\n\n\n<li>Split URL testing<\/li>\n\n\n\n<li>Multivariate testing<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Supported testing platforms<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Web<\/li>\n\n\n\n<li>Mobile apps<\/li>\n\n\n\n<li>Server-side<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Statistical model<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Dynamic Yield uses the Bayesian statistics model.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Key features<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Multi-touch campaigns for synchronized omnichannel experiences<\/li>\n\n\n\n<li>Multi-armed bandit testing for dynamic traffic allocation<\/li>\n\n\n\n<li>Seamless workflow for personalization across touchpoints<\/li>\n\n\n\n<li>AI-based text suggestions and audience segmentation capabilities<\/li>\n\n\n\n<li>AdaptML, a self-training deep learning system that predicts customers&#8217; next-best products<\/li>\n\n\n\n<li>Predictive Targeting engine for highly specific audience segment personalization<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Pros<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Server-side tests run with zero latency across the tech stack<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Cons<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The absence of behavioral analytics tools limits the ability to analyze user behavior on websites<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Pricing<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Pricing is available on request.&nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>User rating<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">4.5\/5 on G2 based on 157 reviews<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong><strong>A customer experience as per G2 reviews:&nbsp;<\/strong><\/strong><\/h4>\n\n\n\n<blockquote>\n<p>\u201cIts robust segmentation and targeting tools enable us to deliver impactful, data-driven campaigns across web, mobile, and email, creating a seamless omnichannel experience.\u201d &#8211; <a href=\"https:\/\/www.linkedin.com\/in\/faith-okwuosa\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400\">Faith Okwuosa<\/span><\/a><span style=\"font-weight: 400\">, Senior Product Manager at Chalhoub Group<\/span><\/p>\n<\/blockquote>\n\n\n<h3 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level2\" data-menu=\"5. Kameleoon\" id=\"5-kameleoon\" data-menu-id=\"5-kameleoon\" style=\"text-align:none\"><strong>5. Kameleoon<\/strong><\/h3>\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-5 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1600\" height=\"704\" data-id=\"79034\" src=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Kameleon.png\" alt=\"Kameleoon Website\" class=\"wp-image-79034\" srcset=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Kameleon.png?tr=w-1600 1600w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Kameleon.png?tr=w-1366 1366w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Kameleon.png?tr=w-1024 1024w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Kameleon.png?tr=w-768 768w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Kameleon.png?tr=w-640 640w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Kameleon.png?tr=w-375 375w\" sizes=\"(max-width: 1600px) 100vw, 1600px\" \/><\/figure>\n<\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>What it does<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.kameleoon.com\/en\" target=\"_blank\" rel=\"noreferrer noopener\">Kameleoon<\/a> is a platform offering personalization, feature management, and <a href=\"https:\/\/vwo.com\/website-optimization\/\">website optimization<\/a>. It empowers both product and marketing teams to accelerate their experimentation efforts while seamlessly integrating with their existing tech stacks.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Test types<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A\/B testing<\/li>\n\n\n\n<li>Split URL testing<\/li>\n\n\n\n<li>Multivariate testing<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Supported testing platforms<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Web<\/li>\n\n\n\n<li>Mobile apps<\/li>\n\n\n\n<li>Server-side<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Statistical model<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Kameleoon presents experiment results using a Frequentist data analysis by default, but also offers an option to switch to the Bayesian statistical model.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Key features<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Widgets library for faster test variation creation<\/li>\n\n\n\n<li>Multi-armed bandit testing for dynamic traffic allocation<\/li>\n\n\n\n<li>45+ native targeting criteria for precise audience segmentation<\/li>\n\n\n\n<li>30+ integrations with third-party analytics, CRM, and CMS tools<\/li>\n\n\n\n<li>AI-driven capabilities for precise audience targeting, tailored variation creation, and test result analysis to uncover optimization opportunities<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Pros<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Strong custom-based targeting capabilities available on Kameleoon Full Stack<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Cons<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Behavioral insights and project management capabilities are missing<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Pricing<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Pricing is available on request.&nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>User rating<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">4.6\/5 on G2 based on 137 reviews<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong><strong>A customer experience as per G2 reviews:&nbsp;<\/strong><\/strong><\/h4>\n\n\n\n<blockquote>\n<p><span style=\"font-weight: 400\">\u201cIts in-depth targeting capabilities and quick, insightful analytics help us analyse and optimize effectively. The platform is easy to use, making it simple to run tests and share insight within our business.\u201d &#8211; <\/span><a href=\"https:\/\/www.linkedin.com\/in\/lily-vaughan\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400\">Lily Vaughan<\/span><\/a><span style=\"font-weight: 400\">, CRO Analyst at Alternative Airlines<\/span><\/p>\n<\/blockquote>\n\n\n<h3 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level2\" data-menu=\"6. Convert\" id=\"6-convert\" data-menu-id=\"6-convert\" style=\"text-align:none\"><strong>6. Convert<\/strong><\/h3>\n\n\n<p class=\"wp-block-paragraph\"><img decoding=\"async\" src=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/Convert.png\" alt=\"Convert Website\"><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>What it does<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.convert.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Convert<\/a> is a well-established A\/B testing platform that has been serving businesses for over a decade. The platform caters to a wide range of market segments, from small businesses to large enterprises, providing comprehensive solutions tailored to meet various organizational needs.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Test types<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A\/B testing<\/li>\n\n\n\n<li>Split URL testing<\/li>\n\n\n\n<li>Multivariate testing<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Supported testing platforms<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Web<\/li>\n\n\n\n<li>Server-side<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Statistical model<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Convert allows users to choose between two statistical models for test analysis: Frequentist and Bayesian.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Key features<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Audience targeting engine with over 40 filtering options<\/li>\n\n\n\n<li>Visual editor for no-code test creation<\/li>\n\n\n\n<li>Post segmentation for deeper analysis after tests conclude<\/li>\n\n\n\n<li>Code editor for advanced customization<\/li>\n\n\n\n<li>AI-based text suggestions to improve content and create A\/B test variations<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Pros<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>SmartInsert ensures flicker-free client-side testing, with variation switching in 200-300 ms on the first load and 10-50ms on repeat loads<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Cons<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Necessary to implement multiple code snippets to achieve SPA compatibility, which makes testing dynamic websites a cumbersome process<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Pricing<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Convert offers transparent pricing with plans tailored based on the number of monthly tracked users. Both annual and monthly options are available. Annual plan details:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Entry: $199\/month for up to 100K monthly tracked users<\/li>\n\n\n\n<li>Specialist: $999\/month for up to 400K monthly tracked users<\/li>\n\n\n\n<li>Pro: $1,699\/month for up to 700K monthly tracked users<\/li>\n\n\n\n<li>Enterprise: Custom pricing available on request<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>User rating<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">4.6\/5 on G2 based on 98 reviews<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong><strong>A customer experience as per G2 reviews:<\/strong><\/strong><\/h4>\n\n\n\n<blockquote>\n<p><span style=\"font-weight: 400\">\u201c<\/span><span style=\"font-weight: 400\">Incredibly quick tool providing tons of performance and flicker less A\/B testing, all packed in an intuitive UI.\u201d &#8211; <\/span><a href=\"https:\/\/www.linkedin.com\/in\/aleksander-lach-746560104\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400\">Aleksander Lach<\/span><\/a><span style=\"font-weight: 400\">, Digital Product &amp; CRO Manager at AIHR<\/span><\/p>\n<\/blockquote>\n\n\n<h3 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level2\" data-menu=\"7. Omniconvert\" id=\"7-omniconvert\" data-menu-id=\"7-omniconvert\" style=\"text-align:none\"><strong>7. Omniconvert<\/strong><\/h3>\n\n\n<p class=\"wp-block-paragraph\"><img decoding=\"async\" src=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/Omniconvert.png\" alt=\"Omniconvert Website\"><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>What it does<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.omniconvert.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Omniconvert<\/a> is a digital experience optimization platform designed to help direct-to-consumer businesses globally enhance customer experiences across acquisition, optimization, and retention stages.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It provides solutions such as web experimentation, personalization, customer analytics, and customer feedback tools.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Test types<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A\/B testing<\/li>\n\n\n\n<li>Split URL testing<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Supported testing platforms<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Web<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Statistical model<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Omniconvert offers both Frequentist and Bayesian statistical models.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Key features<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>WYSIWYG editor for no-code test creation<\/li>\n\n\n\n<li>Audience segmentation for targeted experimentation<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Pros<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A powerful statistical engine allows the creation of relevant and tailored user experiences at an individual level<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Cons<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Multi-armed bandit testing, multivariate testing, mutually exclusive campaigns, and server-side testing are missing<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">Pricing<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">The pricing structure varies depending on the solution chosen, whether A\/B testing, analytics, or another feature, as well as the number of users tested each month.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The entry-level plan starts at $273 per month, accommodating up to 50,000 users.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>User rating<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">4.6\/5 on G2 based on 178 reviews<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><strong>A customer experience as per G2 reviews:&nbsp;<\/strong><\/strong><\/p>\n\n\n\n<blockquote>\n<p>\u201cA highly intuitive and easy to use user interface (UI), providing your operation with critical marketing optimization tactics like RFM and NPS, which go hand in hand with more advanced techniques such as A\/B Testing.\u201d &#8211; <a href=\"https:\/\/www.linkedin.com\/in\/max-sequeira-g\/\" target=\"_blank\" rel=\"noopener\">Max E. Sequeira Garza<\/a>, eCommerce expert&nbsp;<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Wonder why we say Multi-armed Bandit testing is an advanced testing feature? To learn how it can contribute to your bottom line, watch this webinar.&nbsp;<\/em><\/p>\n\n\n\n<figure class=\"wp-block-embed aligncenter is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Minimize Conversion Loss in CRO testing with Multi Armed Bandits\" width=\"690\" height=\"388\" src=\"https:\/\/www.youtube.com\/embed\/EuHyMxDdgzs?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><figcaption class=\"wp-element-caption\">VWO Webinar: Minimize Conversion Loss in CRO Testing with Multi-Armed Bandits<\/figcaption><\/figure>\n\n\n<h3 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level2\" data-menu=\"8. LaunchDarkly\" id=\"8-launchdarkly\" data-menu-id=\"8-launchdarkly\" style=\"text-align:none\"><strong>8. LaunchDarkly<\/strong><\/h3>\n\n\n<p class=\"wp-block-paragraph\"><img decoding=\"async\" src=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2023\/05\/LaunchDarkly-1.png\" alt=\"Launchdarkly Website\"><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>What it does<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/launchdarkly.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">LaunchDarkly<\/a> is a feature management platform designed for modern enterprises. It offers tools for server-side testing, feature testing, feature flagging, and experience personalization through a unified dashboard.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The platform lets you have precise control over the customer experience, allowing you to conduct safe testing in production, obtain valuable feedback from users, and accelerate product release cycles.&nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Test types<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A\/B testing<\/li>\n\n\n\n<li>Split URL testing<\/li>\n\n\n\n<li>Multivariate testing<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Supported testing platforms<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Mobile apps<\/li>\n\n\n\n<li>Server-side<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Statistical model<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">LaunchDarkly uses Bayesian statistics in its experimentation.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Key features<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Funnel experiments for multi-step conversion analysis<\/li>\n\n\n\n<li>Full-stack optimization across all major platforms<\/li>\n\n\n\n<li>SDKs covering Xamarin, Swift, Java, .NET, C\/C++, Salesforce, Python, and more<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Pros<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Faster iterations are based on continuous user feedback to constantly improve the product<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Cons<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>No facility to conduct web testing using a drag-and-drop editor, which could reduce the involvement of IT and product teams<\/li>\n\n\n\n<li>The platform lacks AI-powered features specifically designed for A\/B testing<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Pricing<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">LaunchDarkly offers clear and transparent pricing across three plans:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Developer: Free<\/li>\n\n\n\n<li>Foundation: $12\/month<\/li>\n\n\n\n<li>Enterprise: Custom pricing<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>User rating<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">4.5\/5 on G2 based on 745 reviews<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong><strong>A customer experience as per G2 reviews:<\/strong><\/strong><\/h4>\n\n\n\n<blockquote>\n<p><span style=\"font-weight: 400\">\u201cLaunchDarkly creates an event stream with the user&#8217;s browser, and the value of the feature flag gets updated on all the clients as soon as you update the value of the feature flag.\u201d &#8211; <\/span><a href=\"https:\/\/www.linkedin.com\/in\/arvind-kalra\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400\">Arvind Kalra<\/span><\/a><span style=\"font-weight: 400\">, Senior Engineer at Postman<\/span><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Curious to discover more about feature flags? How about watching a webinar to clear all your doubts?&nbsp;<\/em><\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Feature Flagging Your Way to Product Success\" width=\"690\" height=\"388\" src=\"https:\/\/www.youtube.com\/embed\/zpTLVKQuALs?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><figcaption class=\"wp-element-caption\">VWO Webinar: Feature Flagging Your Way to Product Success<\/figcaption><\/figure>\n\n\n<h3 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level2\" data-menu=\"9. Unbounce\" id=\"9-unbounce\" data-menu-id=\"9-unbounce\" style=\"text-align:none\"><strong>9. Unbounce<\/strong><\/h3>\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"551\" src=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/Screenshot-2024-10-10-at-4.33.56-PM-1024x551.png\" alt=\"Unbounce\" class=\"wp-image-90900\" srcset=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/Screenshot-2024-10-10-at-4.33.56-PM-1024x551.png?tr=w-1024 1024w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/Screenshot-2024-10-10-at-4.33.56-PM-1024x551.png?tr=w-768 768w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/Screenshot-2024-10-10-at-4.33.56-PM-1024x551.png?tr=w-640 640w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/Screenshot-2024-10-10-at-4.33.56-PM-1024x551.png?tr=w-375 375w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>What it does<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/unbounce.com\/\">Unbounce<\/a> is a landing page builder platform that also provides A\/B testing, real-time analytics, and AI-driven tools for optimization and copywriting.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Test types<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A\/B testing<\/li>\n\n\n\n<li>Multivariate testing<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Supported testing platforms<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Web<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Statistical model<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Unbounce provides limited details about its statistical models, so it is unclear whether it uses a Bayesian or Frequentist approach for A\/B testing analysis.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Key features<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>WYSIWYG editor for no-code page and test creation<\/li>\n\n\n\n<li>Data integration with third-party platforms<\/li>\n\n\n\n<li>AI-based traffic allocation to the winning variation<\/li>\n\n\n\n<li>AI-based copywriting for content optimization<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Pros<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>It quickly allows users to create landing pages, as quickly as in a day, and the experimentation and reporting feature makes it easy for users to quickly start with A\/B tests<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Cons<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Limited design flexibility and occasional glitches are frustrating<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Pricing<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Unbounce offers clear and transparent pricing across four plans:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Build: $74\/month (no A\/B testing)<\/li>\n\n\n\n<li>Experiment: $112\/month<\/li>\n\n\n\n<li>Optimize: $187\/month<\/li>\n\n\n\n<li>Concierge: $649\/month<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>User rating<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">4.3\/5 on G2 based on 386 reviews<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong><strong>A customer experience as per G2 reviews:<\/strong><\/strong><\/h4>\n\n\n\n<blockquote>\n<p><span style=\"font-weight: 400\">\u201c<\/span><span style=\"font-weight: 400\">Really easy WYSIWYG editor for landing pages, forms, etc. Also has integrations into things like Hubspot.\u201d &#8211; <\/span><a href=\"https:\/\/www.linkedin.com\/in\/mbgardner\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400\">Matthew Gardner<\/span><\/a><span style=\"font-weight: 400\">, Co-Founder and CX at RouteThis<\/span><\/p>\n<\/blockquote>\n\n\n<h3 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level2\" data-menu=\"10. ABsmartly\" id=\"10-absmartly\" data-menu-id=\"10-absmartly\" style=\"text-align:none\"><strong>10. ABsmartly<\/strong><\/h3>\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"563\" src=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/Screenshot-2024-10-10-at-4.39.57-PM-1024x563.png\" alt=\"ABsmartly\" class=\"wp-image-90906\" srcset=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/Screenshot-2024-10-10-at-4.39.57-PM-1024x563.png?tr=w-1024 1024w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/Screenshot-2024-10-10-at-4.39.57-PM-1024x563.png?tr=w-768 768w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/Screenshot-2024-10-10-at-4.39.57-PM-1024x563.png?tr=w-640 640w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/Screenshot-2024-10-10-at-4.39.57-PM-1024x563.png?tr=w-375 375w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>What it does<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/absmartly.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">ABsmartly<\/a> is an experimentation platform tailored for B2C companies. It supports cross-channel and cross-platform testing and claims the ability to run experiments up to 80% faster than other tools on the market.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Test types<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A\/B testing<\/li>\n\n\n\n<li>Split URL testing<\/li>\n\n\n\n<li>Multivariate testing<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Supported testing platforms<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Web<\/li>\n\n\n\n<li>Email<\/li>\n\n\n\n<li>Mobile apps<\/li>\n\n\n\n<li>Server-side<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Statistical model<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">ABsmartly provides limited details about its statistical models, so it is unclear whether it uses a Bayesian or Frequentist approach for A\/B testing analysis.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Key features<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Debugging and guardrails for experiment quality control<\/li>\n\n\n\n<li>Experiment library for managing and referencing past experiments<\/li>\n\n\n\n<li>Robot and scraper detection to ensure data accuracy<\/li>\n\n\n\n<li>Conflicting experiments detection to prevent test interference<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Pros<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>It offers group sequential testing that makes A\/B testing faster<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Cons<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Lack of behavior insights and AI-based features<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Pricing<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">ABsmartly uses event-based pricing, starting at \u20ac60K per year for up to 50 million events per month.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>User rating<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">4.6\/5 on G2 based on 14 reviews<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong><strong>A customer experience as per G2 reviews:<\/strong><\/strong><\/h4>\n\n\n\n<blockquote>\n<p><span style=\"font-weight: 400\">\u201cTranslating advanced statistics into easy-to-read results. Plus, it has a very reliable engine, without any impact on your product performance.\u201d &#8211; <\/span><a href=\"https:\/\/www.linkedin.com\/in\/karol-wojciechowski-pmp%C2%AE-prince2%C2%AE-agilepm%C2%AE-173182a2\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400\">Karol Wojciechowski<\/span><\/a><span style=\"font-weight: 400\">, Product Operations Manager, Serko Ltd.<\/span><\/p>\n<\/blockquote>\n\n\n<h3 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level2\" data-menu=\"11. Maestro by Monetate\" id=\"11-maestro-by-monetate\" data-menu-id=\"11-maestro-by-monetate\" style=\"text-align:none\"><strong>11. Maestro by Monetate<\/strong><\/h3>\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"487\" src=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/Maestro--1024x487.png\" alt=\"Maestro\" class=\"wp-image-110052\" srcset=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/Maestro--1024x487.png?tr=w-1024 1024w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/Maestro--1024x487.png?tr=w-768 768w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/Maestro--1024x487.png?tr=w-640 640w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/Maestro--1024x487.png?tr=w-375 375w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>What it does<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/monetate.com\/maestro\/\" target=\"_blank\" rel=\"noreferrer noopener\">Maestro<\/a> is Monetate&#8217;s experimentation suite for enterprise teams. It gives enterprises the flexibility to experiment in the way that best fits their environment, teams, and goals, from fast client-side testing to secure network-layer experimentation.&nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Test types<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A\/B testing<\/li>\n\n\n\n<li>A\/B\/n testing<\/li>\n\n\n\n<li>Multivariate testing<\/li>\n\n\n\n<li>Feature experimentation<\/li>\n\n\n\n<li>Dynamic testing<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Supported testing platforms<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Web<\/li>\n\n\n\n<li>Mobile apps<\/li>\n\n\n\n<li>Native apps<\/li>\n\n\n\n<li>Single-page applications<\/li>\n\n\n\n<li>In-store touchpoints<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Statistical model<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">It offers both statistical models: Frequentist and Bayesian.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Key features<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Client-side and API-driven experimentation for rapid iteration&nbsp;<\/li>\n\n\n\n<li>Zero-flicker performance through enterprise-grade architecture<\/li>\n\n\n\n<li>Advanced targeting and feature flags, including infrastructure-level changes<\/li>\n\n\n\n<li>Unified analytics connecting experiments directly to ROI and business impact<\/li>\n\n\n\n<li>HIPAA-ready, GDPR, CCPA, and PCI compliant<\/li>\n\n\n\n<li>Backed by Monetate Expert Services and Concierge for strategy, execution, and continuous improvement<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Pros<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>No flickering effect and ensures high performance across all devices<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Cons<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The absence of a CDP prevents the fullest utilization of customer data to improve optimization programs<\/li>\n\n\n\n<li>The platform does not have any AI-based features<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Pricing<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Pricing is available on request.&nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>User rating<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">4.1\/5 on G2 based on 130 reviews<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong><strong>A customer experience as per G2 reviews:<\/strong><\/strong><\/h4>\n\n\n\n<blockquote>\n<p><span style=\"font-weight: 400\">\u201cTool with a user-friendly UX and amazing technical support.\u201d &#8211; <\/span><a href=\"https:\/\/www.linkedin.com\/in\/gregorio-pinto-b3509149\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400\">Gregorio Pinto<\/span><\/a><span style=\"font-weight: 400\">, Product Manager at <\/span><span style=\"font-weight: 400\">Teleflora&nbsp;<\/span><\/p>\n<\/blockquote>\n\n\n<h3 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level2\" data-menu=\"12. Airship\u00a0\" id=\"12-airship\" data-menu-id=\"12-airship\" style=\"text-align:none\"><strong>12.  Airship<\/strong><\/h3>\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"556\" src=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/Airship-1024x556.png\" alt=\"Airship\" class=\"wp-image-110048\" srcset=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/Airship-1024x556.png?tr=w-1024 1024w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/Airship-1024x556.png?tr=w-768 768w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/Airship-1024x556.png?tr=w-640 640w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/Airship-1024x556.png?tr=w-375 375w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>What it does<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/apptimize.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Airship<\/a> is a mobile-first experimentation and customer engagement platform that helps brands fine-tune experiences through robust testing, controlled rollouts, and real-time performance optimization. It transforms experiments into measurable growth by validating concepts and automatically scaling what works across mobile and web touchpoints.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Test types<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A\/B\/n testing<\/li>\n\n\n\n<li>Holdout testing<\/li>\n\n\n\n<li>Feature flags and controlled rollouts<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Supported testing platforms<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Mobile apps<\/li>\n\n\n\n<li>Web<\/li>\n\n\n\n<li>Server-side<\/li>\n\n\n\n<li>OTT<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Statistical model<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">It provides limited details about its statistical analysis, so it is unclear whether it uses a Bayesian or Frequentist approach for A\/B testing analysis.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Key features<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A\/B\/n tests, holdouts, and unified goals that reveal measurable lift on KPIs<\/li>\n\n\n\n<li>Feature flags designed for precision testing and controlled rollouts<\/li>\n\n\n\n<li>Real-time performance optimization that automatically delivers the highest-impact experiences<\/li>\n\n\n\n<li>Full-page modal and embedded experience testing<\/li>\n\n\n\n<li>Patented technology for cross-platform testing<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Pros<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Cross-platform experimentation allows tracking of the impact on all platforms if a change is made in one platform<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Cons<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Dashboard can be overwhelming at the start, which creates a steep learning curve<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Pricing<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Airship offers a free plan, while its advanced and enterprise plans are available upon request.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>User rating<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">4\/5 on G2 based on 83 reviews<\/p>\n\n\n<h3 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level2\" data-menu=\"13. Split by Harness \" id=\"13-split-by-harness\" data-menu-id=\"13-split-by-harness\" style=\"text-align:none\"><strong>13. Split by Harness<\/strong><\/h3>\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"501\" src=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/Screenshot-2024-10-10-at-4.46.26-PM-1024x501.png\" alt=\"split.io\" class=\"wp-image-90914\" srcset=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/Screenshot-2024-10-10-at-4.46.26-PM-1024x501.png?tr=w-1024 1024w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/Screenshot-2024-10-10-at-4.46.26-PM-1024x501.png?tr=w-768 768w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/Screenshot-2024-10-10-at-4.46.26-PM-1024x501.png?tr=w-640 640w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/Screenshot-2024-10-10-at-4.46.26-PM-1024x501.png?tr=w-375 375w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>What it does<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.harness.io\/products\/feature-management-experimentation\" target=\"_blank\" rel=\"noreferrer noopener\">Split by Harness<\/a> is a feature management and experimentation platform that helps software teams release faster, reduce risk, and run experiments directly connected to critical impact data.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It combines feature flags, release monitoring, and experimentation in one platform, giving teams the ability to deploy code to production without releasing it to customers and then safely test, target, and turn features on and off with controlled rollouts.&nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Test types<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A\/B testing<\/li>\n\n\n\n<li>Cloud experimentation<\/li>\n\n\n\n<li>Warehouse native experimentation<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Supported testing platforms<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Web<\/li>\n\n\n\n<li>Mobile apps<\/li>\n\n\n\n<li>Server-side<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Statistical model<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Not specified<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Key features<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Feature flags for deploying code without releasing to customers<\/li>\n\n\n\n<li>Flexible targeting rules for gradual rollouts, beta tests, and random sampling<\/li>\n\n\n\n<li>Dynamic configurations for real-time iteration without new code deployments<\/li>\n\n\n\n<li>Auto-capture performance metrics the moment a gradual release begins<\/li>\n\n\n\n<li>Instant alerts when a release causes an impact on system performance or user behavior<\/li>\n\n\n\n<li>Warehouse native experimentation running directly in Snowflake, BigQuery, or Redshift<\/li>\n\n\n\n<li>Harness Release Agent AI for experiment result explanations and guided next steps<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Pros<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>SDK architecture allows user data to be processed locally without sending private information to the cloud<\/li>\n\n\n\n<li>Release monitoring automatically detects the impact of individual features, even during simultaneous multi-feature rollouts<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Cons<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>No separate packages for client and server-side SDKs<\/li>\n\n\n\n<li>No built-in behavior analytics requiring a separate tool for heatmaps and session recordings<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Pricing<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Pricing is available on request. Contact Harness directly for plan and pricing details.&nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>User rating<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">4.6\/5 on G2 based on 281 reviews<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong><strong>A customer experience as per G2 reviews:<\/strong><\/strong><\/h4>\n\n\n\n<blockquote>\n<p><span style=\"font-weight: 400\">\u201cThe best feature of Split.io is its ease of use and integration. We use it for controlling feature rollouts on many of our projects.\u201d &#8211; <\/span><a href=\"https:\/\/www.linkedin.com\/in\/orchanian\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400\">Simon Orchanian<\/span><\/a><span style=\"font-weight: 400\">, QA Manager at Agero<\/span><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">Now that we\u2019ve explored leading A\/B testing software in the market, let\u2019s dive into important use cases and understand how to select a tool that solves challenges relevant to you.<\/p>\n\n\n<h2 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level1\" data-menu=\"Choosing the right A\/B testing tool\u00a0\" id=\"choosing-the-right-a-b-testing-tool\" data-menu-id=\"choosing-the-right-a-b-testing-tool\" style=\"text-align:none\"><strong>Choosing the right A\/B testing tool\u00a0<\/strong><\/h2>\n\n\n<p class=\"wp-block-paragraph\">We&#8217;ve shortlisted 13 A\/B testing tools. Now, let&#8217;s refine our selection process by discussing the key criteria for shortlisting. We will identify which tools excel in each specific area to help you find the best fit for your needs.<\/p>\n\n\n\n<blockquote>\n<p data-pm-slice=\"1 1 [&quot;blockquote&quot;,{}]\">An A\/B testing tool should be easy to use and simple to onboard team members. Optimization\u2014especially conversion rate optimization\u2014is not a one-person job. It requires collaboration, ideally involving the entire marketing department. To drive real change, the tool should be accessible and have a low learning curve to ensure everyone can engage effectively and adopt the right mindset.<\/p>\n<p><strong><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-90693\" src=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2024\/10\/1708468205046-300x300.jpeg\" alt=\"David Otero\" width=\"100\" height=\"100\">\u2013 <a href=\"https:\/\/www.linkedin.com\/in\/doterobcn\/\" target=\"_blank\" rel=\"noreferrer noopener\">David Otero<\/a>,<\/strong><\/p>\n<p><strong>Growth Specialist at DLTC<\/strong><\/p>\n<p>Source: <a href=\"https:\/\/vwo.com\/webinars\/run-cost-efficient-cro-program\/\" rel=\"noopener noreferrer\">Running cost efficient CRO program<\/a>&nbsp;<\/p>\n<\/blockquote>\n\n\n<h3 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level2\" data-menu=\"1. Are you seeking a one-stop solution for all your CRO needs?\" id=\"1-are-you-seeking-a-one-stop-solution-for-all-your-cro-needs\" data-menu-id=\"1-are-you-seeking-a-one-stop-solution-for-all-your-cro-needs\" style=\"text-align:none\">1. Are you seeking a one-stop solution for all your conversion rate optimization (CRO) needs?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">Handling multiple tools can be a hassle. If you\u2019re looking for a tool that caters to various facets of CRO, like <a href=\"https:\/\/vwo.com\/visitor-behavior-analysis\/\">behavior analysis<\/a>, personalization, and data management, then here are the tools that we recommend.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>Tool name<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\"><strong>VWO<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\"><strong>Omniconvert<\/strong><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>Features<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">1. Visitor behavior<br>2. Multichannel experimentation<br>3. Personalization<br>4. Customer data platform<br>5. Project management<\/td><td class=\"has-text-align-left\" data-align=\"left\">1. Experimentation <br>2. Personalization<br>3. Surveys<br>4. E-commerce specific analysis and optimization tool<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<div class=\"flex max-w-full flex-col flex-grow\">\n<div class=\"min-h-8 text-message flex w-full flex-col items-end gap-2 whitespace-normal break-words [.text-message+&amp;]:mt-5\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"d04aa956-7f6b-40a1-b64c-a94fadf18c9b\">\n<div class=\"flex w-full flex-col gap-1 empty:hidden first:pt-[3px]\">\n<div class=\"markdown prose w-full break-words dark:prose-invert light\">\n<blockquote>\n<p>Marketers&#8217; tools can include skills, software, or other resources. Minimizing unnecessary movements and time-wasting is crucial. Having everything you need in one place helps avoid distractions. So, can you setup, execute, and report all from a single tool? Doing so can be incredibly efficient, preventing the need to jump between different platforms. Alternatively, it could be as straightforward as ensuring all your reports are pulled from the same platform at consistent intervals\u2014daily, weekly, or monthly\u2014creating a single source of truth. This ensures you\u2019re always using comparable data to make decisions based on knowledge.<\/p>\n<p><strong><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-90721\" src=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2024\/10\/1712226695742-300x300.jpeg\" alt=\"Lee Bradshaw\" width=\"100\" height=\"100\">&#8211; <a href=\"https:\/\/www.linkedin.com\/in\/ldbradshaw\/\" target=\"_blank\" rel=\"noopener\">Lee Bradshaw<\/a>,<\/strong><\/p>\n<p><strong>Head of Lead Generation at boxChilli Digital Marketing<\/strong><\/p>\n<p>Source: <a href=\"https:\/\/vwo.com\/webinars\/kaizen-improve-website\/\">Webinar on Kaizen philosophy<\/a>&nbsp;<\/p>\n<\/blockquote>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n<h3 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level2\" data-menu=\"2. Looking for rapid experimentation with AI in A\/B testing?\" id=\"2-looking-for-rapid-experimentation-with-ai-in-a-b-testing\" data-menu-id=\"2-looking-for-rapid-experimentation-with-ai-in-a-b-testing\" style=\"text-align:none\">2. Looking for rapid experimentation with AI in A\/B testing?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">Artificial intelligence has quickly become an integral part of solutions across various industries, and the optimization and testing space is no exception. If you\u2019re aiming to accelerate your testing process with AI-driven features, here are some tools that we think are best suited.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>Tool name<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\"><strong>VWO<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\"><strong>Adobe Target<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\"><strong>Kameleoon&nbsp;<\/strong><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>Feature details<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">Generative AI feature to generate personalized testing ideas for specific web pages and goals. An <\/td><td class=\"has-text-align-left\" data-align=\"left\">AI-based feature to automatically allocate more traffic to the winning variation beforehand.<\/td><td class=\"has-text-align-left\" data-align=\"left\">AI feature helps in generating A\/B test variation, targeting audience segments, and analyzing A\/B test results.&nbsp;<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<blockquote>\n<p data-pm-slice=\"1 1 [&quot;blockquote&quot;,{}]\"><em>I recently had a discussion with a CRO colleague about the need for a tool that uses AI to combine multiple data sources \u2013 such as analytics, heatmaps, session recording and heuristic analysis \u2013 to generate recommendations. I don\u2019t think we are too far off from a tool like this, where much of the heavy lifting during the research phase is cut down, allowing the marketer to focus on strategy and implementation.<\/em><\/p>\n<p><strong><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-90683\" src=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2024\/10\/1722113807849-300x300.jpeg\" alt=\"Ilan Hurwitz\" width=\"100\" height=\"100\">\u2013 <\/strong><a href=\"https:\/\/www.linkedin.com\/in\/ilanhurwitz\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Ilan Hurwitz<\/strong><\/a><strong>,<\/strong><\/p>\n<p><strong>Founder at <a href=\"https:\/\/www.cleverconversions.com.au\" target=\"_blank\" rel=\"noopener\">Clever Conversions<\/a><\/strong><\/p>\n<p><strong>Source: &nbsp;<a href=\"https:\/\/vwo.com\/blog\/expert-interviews\/cro-insights-ilan-hurwitz\/\">CRO Perspectives<\/a><\/strong><\/p>\n<\/blockquote>\n\n\n<h3 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level2\" data-menu=\"3. Have questions on user privacy?\" id=\"3-have-questions-on-user-privacy\" data-menu-id=\"3-have-questions-on-user-privacy\" style=\"text-align:none\">3. Have questions on user privacy?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">Privacy is becoming a top priority for most businesses today. If your goal is to run experiments while ensuring that visitor data remains secure, here are the tools that we think are the best.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>Tool name<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\"><strong>VWO<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\"><strong>LaunchDarkly<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\"><strong>Optimizely<\/strong><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>Compliance<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">GDPR<br>CCPA<br>CPRA<br>PCI DSS v4.0.2<br>ISO 27001:2022 ISMS<br>ISO 27701:2019 PIMS<br>ISO 27017 Cloud Security<br>ISO 27018 Cloud Privacy<br>SOC 2 Type II<\/td><td class=\"has-text-align-left\" data-align=\"left\">GDPR<br>CCPA<br>ISO 27001<br>ISO27701<br>HIPAA<br>FedRAMP<br>SOC 2 Type II<\/td><td class=\"has-text-align-left\" data-align=\"left\">GDPR<br>CCPA<br>PCI DSS<br>ISO 27001:2022 ISMS<br>SOC 2 Type II<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n<h3 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level2\" data-menu=\"4. Want to explore tools backed by outstanding reviews and testimonials?\" id=\"4-want-to-explore-tools-backed-by-outstanding-reviews-and-testimonials\" data-menu-id=\"4-want-to-explore-tools-backed-by-outstanding-reviews-and-testimonials\" style=\"text-align:none\">4. Want to explore tools backed by outstanding reviews and testimonials?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">If your criteria for selecting an A\/B testing tool focus on positive reviews, extensive market presence, and high user satisfaction from current clients, then the <a href=\"https:\/\/www.g2.com\/categories\/a-b-testing-tools\" target=\"_blank\" rel=\"noreferrer noopener\">G2 Grid for&nbsp;A\/B Testing<\/a> is a must-see. It highlights the top tools based on these factors.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">From our list of 13 shortlisted tools, VWO and LaunchDarkly stand out with impressive satisfaction ratings, making them strong contenders for your consideration.<\/p>\n\n\n<h3 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level2\" data-menu=\"5. Want to expedite your decision with an interactive feature comparison tool?\" id=\"5-want-to-expedite-your-decision-with-an-interactive-feature-comparison-tool\" data-menu-id=\"5-want-to-expedite-your-decision-with-an-interactive-feature-comparison-tool\" style=\"text-align:none\">5. Want to expedite your decision with an interactive feature comparison tool?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">If you want to compare the top A\/B testing software feature by feature, we\u2019ve got you covered. Here\u2019s a preview of the free interactive tool that helps you make a side-by-side comparison.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"2400\" height=\"2022\" src=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2024\/09\/2-15.png\" alt=\"VWO interactive feature comparison tool\" class=\"wp-image-90439\" srcset=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2024\/09\/2-15.png 2400w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2024\/09\/2-15.png?tr=w-1600 1600w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2024\/09\/2-15.png?tr=w-1366 1366w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2024\/09\/2-15.png?tr=w-1024 1024w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2024\/09\/2-15.png?tr=w-768 768w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2024\/09\/2-15.png?tr=w-640 640w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2024\/09\/2-15.png?tr=w-375 375w\" sizes=\"(max-width: 2400px) 100vw, 2400px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Choose your criteria and check which platform offers what you need. Explore the <a href=\"https:\/\/vwo.com\/tools\/ab-testing-tools-comparison\/\">full A\/B testing tools comparison<\/a> here.<\/p>\n\n\n<h3 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level2\" data-menu=\"6. Looking for A\/B testing tools with robust reporting and analytics dashboards?\" id=\"6-looking-for-a-b-testing-tools-with-robust-reporting-and-analytics-dashboards\" data-menu-id=\"6-looking-for-a-b-testing-tools-with-robust-reporting-and-analytics-dashboards\" style=\"text-align:none\"><strong>6. Looking for A\/B testing tools with robust reporting and analytics dashboards?<\/strong><\/h3>\n\n\n<p class=\"wp-block-paragraph\">A test result is only as useful as your ability to read it. If your reporting setup causes you to second-guess the data or dig through multiple tabs to obtain a clear answer, it slows down every decision downstream. These three tools give you reporting depth without the confusion.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Tool name<\/strong><\/td><td><strong>VWO<\/strong><\/td><td><strong>Optimizely<\/strong><\/td><td><strong>Adobe Target<\/strong><\/td><\/tr><tr><td><strong>Reporting capabilities<\/strong><\/td><td>Real-time reports with date range and segment filters, box plot and probability density views, best- and worst-case credible intervals, and experiment health warnings that flag data issues early.<br>VWO\u2019s MCP integration speeds up reporting by streamlining data access and analysis. <a href=\"https:\/\/vwo.com\/ai\/\">VWO AI<\/a> further supports teams with campaign summaries, data interpretation, and next-step recommendations.<br><\/td><td>Summary and explore tabs per experiment, improvement over time and statistical significance over time graphs, sample ratio mismatch detection to catch traffic imbalances, and an AI-powered summary via Opal that tells you what the data means without making you read every chart<\/td><td>Plugs directly into Adobe Analytics, giving you access to the full report suite, including custom metrics, audience segments, and a dedicated lift and confidence panel in Analysis Workspace<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<div class=\"wp-block-vwo-gutenberg-vwo-protip\"><div id=\"vwo-gutenberg\"><div class=\"vwo-protip-section\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/static.wingify.com\/gcp\/uploads\/2024\/05\/icon-bulb.svg\" width=\"36\" height=\"42\" \/><div><strong class=\"vwo-protip-heading\">Pro Tip!<\/strong><p class=\"vwo-protip-content\">When selecting an A\/B testing tool, prioritize those with advanced targeting capabilities and seamless integrations with third-party platforms. This ensures you can run precise, tailored experiments and effortlessly integrate test results into your broader marketing strategies for more effective decision-making and improved customer experiences.<\/p><\/div><\/div><\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading has-text-align-center\"><a href=\"https:\/\/vwo.com\/ab-testing\/#guide-download\"><strong><em>Download Free: A\/B Testing Guide<\/em><\/strong><\/a><\/h3>\n\n\n<h2 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level1\" data-menu=\"Cost of A\/B testing platforms\" id=\"cost-of-a-b-testing-platforms\" data-menu-id=\"cost-of-a-b-testing-platforms\" style=\"text-align:none\">Cost of A\/B testing platforms<\/h2>\n\n\n<p class=\"wp-block-paragraph\">Pricing is one of the first things you&#8217;ll consider when evaluating A\/B testing tools. Here&#8217;s a breakdown of what A\/B testing platforms typically cost and whether free plans make sense for your business.<\/p>\n\n\n<h3 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level2\" data-menu=\"1. How much do A\/B testing tools cost by business size?\" id=\"1-how-much-do-a-b-testing-tools-cost-by-business-size\" data-menu-id=\"1-how-much-do-a-b-testing-tools-cost-by-business-size\" style=\"text-align:none\">1. How much do A\/B testing tools cost by business size?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">Most A\/B testing tools offer a free trial or starter plan to get you going. Once you&#8217;re ready to scale and tap into advanced features, pricing typically breaks down by business size.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Small businesses usually pay $50 to $300 per month<\/li>\n\n\n\n<li>Mid-market companies see prices around $200 to $500 monthly<\/li>\n\n\n\n<li>Large enterprises get custom pricing<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">These are rough estimates. Each tool packages different features at different price points.<\/p>\n\n\n<h3 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level2\" data-menu=\"2. Are free A\/B testing tools reliable for business decisions?\" id=\"2-are-free-a-b-testing-tools-reliable-for-business-decisions\" data-menu-id=\"2-are-free-a-b-testing-tools-reliable-for-business-decisions\" style=\"text-align:none\">2. Are free A\/B testing tools reliable for business decisions?<\/h3>\n\n\n<p class=\"wp-block-paragraph\">Yes, free tools are reliable for getting started. They let you learn the ropes and get comfortable with A\/B testing basics.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">But they come with limitations. Most free plans don&#8217;t include advanced features like Gen AI copilots. They also cap your traffic, typically between 10K and 50K visitors. This quota fills up fast if you&#8217;re running multiple tests.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Free tools from established platforms work well for learning. But building a mature experimentation program requires investing in paid plans with more capacity and features.<\/p>\n\n\n<h2 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level1\" data-menu=\"Wrapping up\" id=\"wrapping-up\" data-menu-id=\"wrapping-up\" style=\"text-align:none\">Wrapping up<\/h2>\n\n\n<p class=\"wp-block-paragraph\">Selecting among the best A\/B testing platforms for your needs can be tricky because every tool has its strengths and weaknesses. Take your time and do a thorough comparison to make the best decision for your business.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">As you are in the process of selecting an A\/B testing tool, <a href=\"https:\/\/vwo.com\/ebooks\/experimentation-maturity-benchmark-report\/\">VWO&#8217;s Experimentation Maturity Benchmark Report 2025-26<\/a> can help you benchmark your program and identify where to focus next.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If you are looking for a single platform that covers A\/B testing, multivariate testing, feature experimentation, personalization, and behavioral analytics without stitching together multiple tools, VWO is the most comprehensive option in this guide.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Having recently merged with AB Tasty, VWO has strengthened its global presence, expanded its customer base, and deepened its AI-led experimentation capabilities. <a href=\"#free-trial\" id=\"#free-trial\">Start your 30-day free trial<\/a> or <a href=\"#request-demo\" id=\"#request-demo\">request a demo today<\/a>!<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><a href=\"#free-trial\"><img loading=\"lazy\" decoding=\"async\" width=\"2400\" height=\"1256\" src=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/09\/End-Banner_Top-13-AB-Testing-Tools-to-Consider-When-Entering-the-Experimentation-Arena.png\" alt=\"Banner Top 15 A\/B Testing Tools \" class=\"wp-image-60609\" style=\"aspect-ratio:1.9134396355353076;width:840px;height:auto\" srcset=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/09\/End-Banner_Top-13-AB-Testing-Tools-to-Consider-When-Entering-the-Experimentation-Arena.png 2400w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/09\/End-Banner_Top-13-AB-Testing-Tools-to-Consider-When-Entering-the-Experimentation-Arena.png?tr=w-1600 1600w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/09\/End-Banner_Top-13-AB-Testing-Tools-to-Consider-When-Entering-the-Experimentation-Arena.png?tr=w-1366 1366w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/09\/End-Banner_Top-13-AB-Testing-Tools-to-Consider-When-Entering-the-Experimentation-Arena.png?tr=w-1024 1024w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/09\/End-Banner_Top-13-AB-Testing-Tools-to-Consider-When-Entering-the-Experimentation-Arena.png?tr=w-768 768w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/09\/End-Banner_Top-13-AB-Testing-Tools-to-Consider-When-Entering-the-Experimentation-Arena.png?tr=w-640 640w, https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/09\/End-Banner_Top-13-AB-Testing-Tools-to-Consider-When-Entering-the-Experimentation-Arena.png?tr=w-375 375w\" sizes=\"(max-width: 2400px) 100vw, 2400px\" \/><\/a><\/figure>\n\n\n<h2 class=\"js-cro-guide-subheading gtm_heading \" data-level=\"level1\" data-menu=\"Frequently asked questions\" id=\"frequently-asked-questions\" data-menu-id=\"frequently-asked-questions\" style=\"text-align:none\">Frequently asked questions<\/h2>\n\n\n<div class=\"schema-faq wp-block-yoast-faq-block\"><div class=\"schema-faq-section\" id=\"faq-question-1683279165304\"><strong class=\"schema-faq-question\"><strong>Q1. How do A\/B testing tools work?<\/strong><\/strong> <p class=\"schema-faq-answer\"><br>A\/B testing tools split your audience into two random groups. One group sees the current version of a page or feature, the other sees a modified version. The tool tracks which version drives more clicks, sign-ups, or conversions and tells you whether the difference is statistically significant before you make any changes permanent.<br><\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1683281109675\"><strong class=\"schema-faq-question\"><strong>Q2. Should you choose a Bayesian or Frequentist stats engine, and does it actually matter?<\/strong><\/strong> <p class=\"schema-faq-answer\"><br>Yes, choosing between a Bayesian and a Frequentist stats engine matters. The Frequentist approach requires you to define sample size and test duration upfront and stick to them. The Bayesian approach updates continuously as data comes in and expresses results as a direct probability.\u00a0<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1683281170912\"><strong class=\"schema-faq-question\"><strong>Q3. What is the difference between client-side and server-side A\/B testing?<\/strong><br><\/strong> <p class=\"schema-faq-answer\">Client-side testing modifies page elements in the browser after the page loads. It is faster to set up, but it can cause flickering. Server-side testing delivers the variation before the page reaches the browser, eliminating flickering and enabling testing of features, algorithms, and backend logic.\u00a0<br><\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1683281227577\"><strong class=\"schema-faq-question\"><strong>Q4. How do multi-armed bandit testing and traditional A\/B testing differ, and when should you use each?<\/strong><br><\/strong> <p class=\"schema-faq-answer\">Traditional A\/B testing splits traffic equally between variations for the full test duration and declares a winner at the end. Multi-armed bandit testing dynamically shifts more traffic toward the better-performing variation during the test, minimizing revenue loss from underperforming variations.\u00a0<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1683281255407\"><strong class=\"schema-faq-question\"><strong>Q5. How do you evaluate an A\/B testing tool if you need it to work across web, mobile app, and server-side?<\/strong><br><\/strong> <p class=\"schema-faq-answer\">One can evaluate an A\/B testing tool for cross-environment coverage by checking three things whether:\u00a0<br>&#8211; The tool has native SDKs for mobile<br>&#8211; It supports server-side testing without client-side dependencies<br>&#8211; Results from all environments are reportable in one dashboard.\u00a0<br><br>Tools that only cover the web will leave gaps in your experimentation program. VWO covers web, mobile apps, and server-side environments with SDK-based server-side testing.<br><\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1683281277594\"><strong class=\"schema-faq-question\"><strong>Q6. If your A\/B testing tool does not have built-in behavior analytics, what are you missing?<\/strong><br><\/strong> <p class=\"schema-faq-answer\">Not having built-in behavior analytics does not stop you from running experiments. You can integrate a separate tool for heatmaps and session recordings and feed those insights into your testing workflow. The trade-off is managing multiple platforms, which adds complexity over time. Tools that combine behavior analytics and experimentation in one place reduce that overhead and make it easier to move from insight to test without switching between tools. VWO includes behavior analytics natively, which means your test ideas come from real user data.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1770114776725\"><strong class=\"schema-faq-question\"><strong>Q7. What should A\/B testing tools not be used for?<\/strong><br><\/strong> <p class=\"schema-faq-answer\">A\/B testing can be less effective when your website does not have enough traffic to reach statistical significance within a reasonable timeframe, as low traffic tends to produce unreliable results. It is also worth being cautious about testing ideas that are not grounded in data. Starting with behavior analytics to identify real friction points before running tests generally leads to more meaningful outcomes and better use of your experimentation bandwidth.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1770114810415\"><strong class=\"schema-faq-question\"><strong>Q8. How do you choose metrics for A\/B testing?<\/strong><\/strong> <p class=\"schema-faq-answer\">Choose metrics that align directly with your business goals.<br>For eCommerce, focus on average order value, revenue per visitor, or conversion rate.<br>For SaaS, track free trial sign-ups, form submissions, or customer lifetime value.\u00a0<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1782391644175\"><strong class=\"schema-faq-question\">Q9. <strong>Most tools are priced on request. How do you get a realistic number, and what does it signal?<\/strong><br><\/strong> <p class=\"schema-faq-answer\">Request a demo and get a price based on your monthly tracked users and the specific features you need. Most enterprise tools are priced on request because cost scales with traffic volume and feature tier. VWO bases its pricing on monthly tracked users and offers a <a href=\"#free-trial\" id=\"#free-trial\">30-day free trial<\/a>, making it easier to evaluate the fit before committing.<\/p> <\/div> <\/div>\n","protected":false},"excerpt":{"rendered":"<p>According to the 2024 Marketing Technology Landscape report, the number of tools in the optimization, personalization, and testing segment jumped from 230 to 271 in just one year.&nbsp; With so many options out there, it\u2019s easy to feel overwhelmed by the paradox of choice. In this blog, we\u2019ve streamlined the process by narrowing down the&#8230;<\/p>\n","protected":false},"author":814,"featured_media":90845,"comment_status":"closed","ping_status":"open","sticky":true,"template":"","format":"standard","meta":{"_acf_changed":false,"post_read_time":9,"footnotes":""},"categories":[10676],"tags":[],"feature":[1852,10526],"industry-type":[],"product":[10626],"role":[10632],"region":[],"class_list":["post-55682","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-a-b-testing","feature-ab-testing","feature-experimentation-platform"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>13 Best A\/B Testing Tools &amp; Software in 2026<\/title>\n<meta name=\"description\" content=\"A research-based guide to 13 A\/B testing tools evaluated across test types, supported platforms, statistical models, AI capabilities, and pricing.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/vwo.com\/blog\/ab-testing-tools\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"13 Best A\/B Testing Tools &amp; Software in 2026\" \/>\n<meta property=\"og:description\" content=\"A research-based guide to 13 A\/B testing tools evaluated across test types, supported platforms, statistical models, AI capabilities, and pricing.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/vwo.com\/blog\/ab-testing-tools\/\" \/>\n<meta property=\"og:site_name\" content=\"VWO Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/vwoofficial\/\" \/>\n<meta property=\"article:published_time\" content=\"2021-01-04T07:15:47+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-06-29T10:44:46+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/og-image-13-Best-A_B-Testing-Tools-Software-in-2024-\u2013-Top-Alternatives-to-Google-Optimize-Read-More.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"630\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Pratyusha Guha\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/static.wingify.com\/gcp\/uploads\/sites\/3\/2021\/01\/Screenshot-2023-05-05-at-3.45.06-PM-2.png\" \/>\n<meta name=\"twitter:creator\" content=\"@VWO\" \/>\n<meta name=\"twitter:site\" content=\"@VWO\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Pratyusha Guha\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"28 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/vwo.com\\\/blog\\\/ab-testing-tools\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/vwo.com\\\/blog\\\/ab-testing-tools\\\/\"},\"author\":{\"name\":\"Pratyusha Guha\",\"@id\":\"https:\\\/\\\/vwo.com\\\/blog\\\/#\\\/schema\\\/person\\\/0c77085b1148ed0837b01281ae44a5d5\"},\"headline\":\"13 Best A\\\/B Testing Tools &amp; 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How do A\\\/B testing tools work?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<br>A\\\/B testing tools split your audience into two random groups. One group sees the current version of a page or feature, the other sees a modified version. The tool tracks which version drives more clicks, sign-ups, or conversions and tells you whether the difference is statistically significant before you make any changes permanent.<br>\",\"inLanguage\":\"en-US\"},\"inLanguage\":\"en-US\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/vwo.com\\\/blog\\\/ab-testing-tools\\\/#faq-question-1683281109675\",\"position\":2,\"url\":\"https:\\\/\\\/vwo.com\\\/blog\\\/ab-testing-tools\\\/#faq-question-1683281109675\",\"name\":\"Q2. Should you choose a Bayesian or Frequentist stats engine, and does it actually matter?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<br>Yes, choosing between a Bayesian and a Frequentist stats engine matters. The Frequentist approach requires you to define sample size and test duration upfront and stick to them. The Bayesian approach updates continuously as data comes in and expresses results as a direct probability.\u00a0\",\"inLanguage\":\"en-US\"},\"inLanguage\":\"en-US\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/vwo.com\\\/blog\\\/ab-testing-tools\\\/#faq-question-1683281170912\",\"position\":3,\"url\":\"https:\\\/\\\/vwo.com\\\/blog\\\/ab-testing-tools\\\/#faq-question-1683281170912\",\"name\":\"Q3. What is the difference between client-side and server-side A\\\/B testing?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Client-side testing modifies page elements in the browser after the page loads. It is faster to set up, but it can cause flickering. 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For the past 6 years, I\u2019ve written B2B content for various brands, but my journey into the world of experimentation began with writing about eCommerce optimization. Since then, I\u2019ve dived deep into A\/B testing and conversion rate optimization, translating complex concepts into content that\u2019s clear, actionable, and human. At VWO, I now write extensively about building a culture of experimentation, using data to drive UX decisions, and optimizing digital experiences across industries like SaaS, travel, and e-learning.","sameAs":["https:\/\/www.linkedin.com\/in\/pratyusha-guha-a4058416a\/"],"url":"https:\/\/vwo.com\/blog\/author\/pratyushaguha\/"},{"@type":"Question","@id":"https:\/\/vwo.com\/blog\/ab-testing-tools\/#faq-question-1683279165304","position":1,"url":"https:\/\/vwo.com\/blog\/ab-testing-tools\/#faq-question-1683279165304","name":"Q1. How do A\/B testing tools work?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"<br>A\/B testing tools split your audience into two random groups. One group sees the current version of a page or feature, the other sees a modified version. The tool tracks which version drives more clicks, sign-ups, or conversions and tells you whether the difference is statistically significant before you make any changes permanent.<br>","inLanguage":"en-US"},"inLanguage":"en-US"},{"@type":"Question","@id":"https:\/\/vwo.com\/blog\/ab-testing-tools\/#faq-question-1683281109675","position":2,"url":"https:\/\/vwo.com\/blog\/ab-testing-tools\/#faq-question-1683281109675","name":"Q2. Should you choose a Bayesian or Frequentist stats engine, and does it actually matter?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"<br>Yes, choosing between a Bayesian and a Frequentist stats engine matters. The Frequentist approach requires you to define sample size and test duration upfront and stick to them. The Bayesian approach updates continuously as data comes in and expresses results as a direct probability.\u00a0","inLanguage":"en-US"},"inLanguage":"en-US"},{"@type":"Question","@id":"https:\/\/vwo.com\/blog\/ab-testing-tools\/#faq-question-1683281170912","position":3,"url":"https:\/\/vwo.com\/blog\/ab-testing-tools\/#faq-question-1683281170912","name":"Q3. What is the difference between client-side and server-side A\/B testing?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Client-side testing modifies page elements in the browser after the page loads. It is faster to set up, but it can cause flickering. Server-side testing delivers the variation before the page reaches the browser, eliminating flickering and enabling testing of features, algorithms, and backend logic.\u00a0<br>","inLanguage":"en-US"},"inLanguage":"en-US"},{"@type":"Question","@id":"https:\/\/vwo.com\/blog\/ab-testing-tools\/#faq-question-1683281227577","position":4,"url":"https:\/\/vwo.com\/blog\/ab-testing-tools\/#faq-question-1683281227577","name":"Q4. How do multi-armed bandit testing and traditional A\/B testing differ, and when should you use each?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Traditional A\/B testing splits traffic equally between variations for the full test duration and declares a winner at the end. Multi-armed bandit testing dynamically shifts more traffic toward the better-performing variation during the test, minimizing revenue loss from underperforming variations.\u00a0","inLanguage":"en-US"},"inLanguage":"en-US"},{"@type":"Question","@id":"https:\/\/vwo.com\/blog\/ab-testing-tools\/#faq-question-1683281255407","position":5,"url":"https:\/\/vwo.com\/blog\/ab-testing-tools\/#faq-question-1683281255407","name":"Q5. How do you evaluate an A\/B testing tool if you need it to work across web, mobile app, and server-side?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"One can evaluate an A\/B testing tool for cross-environment coverage by checking three things whether:\u00a0<br>- The tool has native SDKs for mobile<br>- It supports server-side testing without client-side dependencies<br>- Results from all environments are reportable in one dashboard.\u00a0<br><br>Tools that only cover the web will leave gaps in your experimentation program. VWO covers web, mobile apps, and server-side environments with SDK-based server-side testing.<br>","inLanguage":"en-US"},"inLanguage":"en-US"},{"@type":"Question","@id":"https:\/\/vwo.com\/blog\/ab-testing-tools\/#faq-question-1683281277594","position":6,"url":"https:\/\/vwo.com\/blog\/ab-testing-tools\/#faq-question-1683281277594","name":"Q6. If your A\/B testing tool does not have built-in behavior analytics, what are you missing?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Not having built-in behavior analytics does not stop you from running experiments. You can integrate a separate tool for heatmaps and session recordings and feed those insights into your testing workflow. The trade-off is managing multiple platforms, which adds complexity over time. Tools that combine behavior analytics and experimentation in one place reduce that overhead and make it easier to move from insight to test without switching between tools. VWO includes behavior analytics natively, which means your test ideas come from real user data.","inLanguage":"en-US"},"inLanguage":"en-US"},{"@type":"Question","@id":"https:\/\/vwo.com\/blog\/ab-testing-tools\/#faq-question-1770114776725","position":7,"url":"https:\/\/vwo.com\/blog\/ab-testing-tools\/#faq-question-1770114776725","name":"Q7. What should A\/B testing tools not be used for?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"A\/B testing can be less effective when your website does not have enough traffic to reach statistical significance within a reasonable timeframe, as low traffic tends to produce unreliable results. It is also worth being cautious about testing ideas that are not grounded in data. Starting with behavior analytics to identify real friction points before running tests generally leads to more meaningful outcomes and better use of your experimentation bandwidth.","inLanguage":"en-US"},"inLanguage":"en-US"},{"@type":"Question","@id":"https:\/\/vwo.com\/blog\/ab-testing-tools\/#faq-question-1770114810415","position":8,"url":"https:\/\/vwo.com\/blog\/ab-testing-tools\/#faq-question-1770114810415","name":"Q8. How do you choose metrics for A\/B testing?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Choose metrics that align directly with your business goals.<br>For eCommerce, focus on average order value, revenue per visitor, or conversion rate.<br>For SaaS, track free trial sign-ups, form submissions, or customer lifetime value.\u00a0","inLanguage":"en-US"},"inLanguage":"en-US"},{"@type":"Question","@id":"https:\/\/vwo.com\/blog\/ab-testing-tools\/#faq-question-1782391644175","position":9,"url":"https:\/\/vwo.com\/blog\/ab-testing-tools\/#faq-question-1782391644175","name":"Q9. Most tools are priced on request. How do you get a realistic number, and what does it signal?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Request a demo and get a price based on your monthly tracked users and the specific features you need. Most enterprise tools are priced on request because cost scales with traffic volume and feature tier. VWO bases its pricing on monthly tracked users and offers a <a href=\"#free-trial\" id=\"#free-trial\">30-day free trial<\/a>, making it easier to evaluate the fit before committing.","inLanguage":"en-US"},"inLanguage":"en-US"}]}},"_links":{"self":[{"href":"https:\/\/vwo.com\/blog\/wp-json\/wp\/v2\/posts\/55682","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/vwo.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/vwo.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/vwo.com\/blog\/wp-json\/wp\/v2\/users\/814"}],"replies":[{"embeddable":true,"href":"https:\/\/vwo.com\/blog\/wp-json\/wp\/v2\/comments?post=55682"}],"version-history":[{"count":298,"href":"https:\/\/vwo.com\/blog\/wp-json\/wp\/v2\/posts\/55682\/revisions"}],"predecessor-version":[{"id":110070,"href":"https:\/\/vwo.com\/blog\/wp-json\/wp\/v2\/posts\/55682\/revisions\/110070"}],"wp:attachment":[{"href":"https:\/\/vwo.com\/blog\/wp-json\/wp\/v2\/media?parent=55682"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/vwo.com\/blog\/wp-json\/wp\/v2\/categories?post=55682"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/vwo.com\/blog\/wp-json\/wp\/v2\/tags?post=55682"},{"taxonomy":"feature","embeddable":true,"href":"https:\/\/vwo.com\/blog\/wp-json\/wp\/v2\/feature?post=55682"},{"taxonomy":"industry-type","embeddable":true,"href":"https:\/\/vwo.com\/blog\/wp-json\/wp\/v2\/industry-type?post=55682"},{"taxonomy":"product","embeddable":true,"href":"https:\/\/vwo.com\/blog\/wp-json\/wp\/v2\/product?post=55682"},{"taxonomy":"role","embeddable":true,"href":"https:\/\/vwo.com\/blog\/wp-json\/wp\/v2\/role?post=55682"},{"taxonomy":"region","embeddable":true,"href":"https:\/\/vwo.com\/blog\/wp-json\/wp\/v2\/region?post=55682"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}