{"category":{"slug":"ab-testing-tools","label":"A/B testing tools"},"methodology_url":"https://www.orbator.io/ai-index/methodology","license":"Free to use with attribution to orbator.io","date":"2026-06-17","engine":null,"available_dates":["2026-08-14","2026-07-28","2026-07-25","2026-07-24","2026-07-17","2026-07-16","2026-07-03","2026-07-02","2026-06-23","2026-06-17","2026-06-16"],"policy":{"quotable_engines":["anthropic","openai","gemini"],"max_excerpt_chars":400,"full_text_public":false,"customer_runs_public":false,"full_text_retention":"retained at least 24 months, then operator review","notes":["Only Index category runs are archived publicly — customer scans never appear.","The quotable unit is a short excerpt of at most 400 characters, never the full answer.","Engines outside the verbatim allowlist are recorded as having answered, with the excerpt withheld under their terms.","Prompt intent is published; the prompt text itself is not."]},"status":"ok","count":28,"limit":50,"truncated":false,"engines":[{"engine":"openai","count":14,"withheld":false,"answers":[{"engine":"openai","answered_on":"2026-06-17","prompt_intent":"best_in_category","excerpt":"Here are some of the best A/B testing tools for website conversion optimization:\n\n1. **Optimizely**:\n   - User-friendly interface.\n   - Advanced targeting and segmentation.\n   - Multivariate testing capabilities.\n\n2. **VWO (Visual Website Optimizer)**:\n   - Visual editor for easy test setup.\n   - Heatmaps and user recordings.\n   - Comprehensive reporting features.\n\n3. **Google Optimize**:\n   - Fre","excerpt_withheld":false,"withheld_reason":null,"highlights":[{"start":87,"end":97,"name":"Optimizely"},{"start":219,"end":222,"name":"VWO"},{"start":373,"end":388,"name":"Google Optimize"}]},{"engine":"openai","answered_on":"2026-06-17","prompt_intent":"best_in_category","excerpt":"Here are some of the best experimentation platforms that product and marketing teams can use for A/B testing, user feedback, and other types of experimentation:\n\n### 1. **Optimizely**\n   - **Features**: A/B testing, multivariate testing, personalization.\n   - **Best For**: Companies looking for a comprehensive solution for web and mobile experimentation.\n\n### 2. **Google Optimize**\n   - **Features","excerpt_withheld":false,"withheld_reason":null,"highlights":[{"start":171,"end":181,"name":"Optimizely"},{"start":367,"end":382,"name":"Google Optimize"}]},{"engine":"openai","answered_on":"2026-06-17","prompt_intent":"best_in_category","excerpt":"Here are some of the best A/B testing tools for website conversion optimization:\n\n1. **Optimizely**:\n   - User-friendly interface.\n   - Advanced targeting and personalization features.\n   - Supports A/B testing, multivariate testing, and more.\n\n2. **VWO (Visual Website Optimizer)**:\n   - Visual editor for easy test creation.\n   - Comprehensive analytics and reporting.\n   - Features include heatmap","excerpt_withheld":false,"withheld_reason":null,"highlights":[{"start":87,"end":97,"name":"Optimizely"},{"start":250,"end":253,"name":"VWO"}]},{"engine":"openai","answered_on":"2026-06-17","prompt_intent":"best_in_category","excerpt":"Here are some of the best experimentation platforms for product and marketing teams:\n\n1. **Optimizely**  \n   - Known for A/B testing and multivariate testing.\n   - Offers personalization features and analytics.\n\n2. **VWO (Visual Website Optimizer)**  \n   - Provides A/B testing, split URL testing, and user insights through heatmaps.\n   - Good for tracking conversions and user behavior.\n\n3. **Google","excerpt_withheld":false,"withheld_reason":null,"highlights":[{"start":91,"end":101,"name":"Optimizely"},{"start":217,"end":220,"name":"VWO"},{"start":279,"end":284,"name":"Split"}]},{"engine":"openai","answered_on":"2026-06-17","prompt_intent":"problem_solving","excerpt":"You can use several user-friendly tools to run A/B tests on your website without needing a developer. Here are some popular options:\n\n1. **Google Optimize**: Free tool that integrates with Google Analytics, allowing you to create and run A/B tests easily. Offers a simple interface.\n\n2. **Optimizely**: A powerful experimentation platform that provides a visual editor for creating tests without codi","excerpt_withheld":false,"withheld_reason":null,"highlights":[{"start":139,"end":154,"name":"Google Optimize"},{"start":289,"end":299,"name":"Optimizely"}]},{"engine":"openai","answered_on":"2026-06-17","prompt_intent":"problem_solving","excerpt":"Setting up a proper experimentation program for your SaaS product is essential for continuous improvement and understanding user behavior. Here’s a structured approach to get you started:\n\n### 1. **Define Objectives and Goals**\n   - **Identify Key Metrics**: Determine what metrics are most relevant to your business (e.g., conversion rates, user engagement, churn rates).\n   - **Set Goals**: Establi","excerpt_withheld":false,"withheld_reason":null,"highlights":[]},{"engine":"openai","answered_on":"2026-06-17","prompt_intent":"problem_solving","excerpt":"If you're looking to run A/B tests on your website without needing a developer, there are several user-friendly tools available. Here are some popular options:\n\n1. **Google Optimize**:\n   - Free to use with a straightforward interface.\n   - Integrates easily with Google Analytics.\n\n2. **Optimizely**:\n   - A comprehensive platform with a drag-and-drop interface.\n   - Good for both A/B testing and m","excerpt_withheld":false,"withheld_reason":null,"highlights":[{"start":166,"end":181,"name":"Google Optimize"},{"start":288,"end":298,"name":"Optimizely"}]},{"engine":"openai","answered_on":"2026-06-17","prompt_intent":"problem_solving","excerpt":"Setting up a proper experimentation program for your SaaS product involves several key steps. Here’s a structured approach to get you started:\n\n### 1. Define Objectives\n   - **Determine Goals**: Identify what you want to achieve (e.g., improve user engagement, increase conversion rates).\n   - **Align with Business Goals**: Ensure your objectives support overall business goals.\n\n### 2. Identify Key","excerpt_withheld":false,"withheld_reason":null,"highlights":[]},{"engine":"openai","answered_on":"2026-06-17","prompt_intent":"alternatives","excerpt":"There are several affordable alternatives to enterprise experimentation platforms that can effectively support A/B testing, user research, and data analysis. Here are some options:\n\n1. **Google Optimize**\n   - Free tier available.\n   - Integrates seamlessly with Google Analytics.\n   - User-friendly interface for A/B testing and personalization.\n\n2. **VWO (Visual Website Optimizer)**\n   - Offers a","excerpt_withheld":false,"withheld_reason":null,"highlights":[{"start":187,"end":202,"name":"Google Optimize"},{"start":353,"end":356,"name":"VWO"}]},{"engine":"openai","answered_on":"2026-06-17","prompt_intent":"alternatives","excerpt":"If you're looking for affordable alternatives to enterprise experimentation platforms, here are some options to consider:\n\n### 1. **Google Optimize**\n   - **Description:** A free tool that allows A/B testing and personalization.\n   - **Features:** Easy integration with Google Analytics, basic targeting, and user segmentation.\n\n### 2. **VWO (Visual Website Optimizer)**\n   - **Description:** Offers","excerpt_withheld":false,"withheld_reason":null,"highlights":[{"start":132,"end":147,"name":"Google Optimize"},{"start":338,"end":341,"name":"VWO"}]},{"engine":"openai","answered_on":"2026-06-17","prompt_intent":"comparison","excerpt":"When considering A/B testing tools and feature experimentation platforms, it's essential to understand the key differences between client-side and server-side approaches, as each has its own use cases, benefits, and drawbacks. \n\n### Client-Side A/B Testing Tools\n\n**Definition**: Client-side A/B testing tools run experiments in the user's browser, often using JavaScript. They manipulate the front-e","excerpt_withheld":false,"withheld_reason":null,"highlights":[]},{"engine":"openai","answered_on":"2026-06-17","prompt_intent":"comparison","excerpt":"Client-side A/B testing tools and server-side feature experimentation platforms each serve specific purposes in the process of optimizing user experiences and product features. Here’s a breakdown of their key differences, use cases, and advantages:\n\n### Client-Side A/B Testing Tools\n\n**Overview:**\n- Typically involve front-end adjustments made directly in users' browsers.\n- Changes are often made","excerpt_withheld":false,"withheld_reason":null,"highlights":[]},{"engine":"openai","answered_on":"2026-06-17","prompt_intent":"recommendation","excerpt":"When evaluating A/B testing platforms for robust statistical significance calculations, several options stand out due to their advanced statistical methodologies and transparency:\n\n**1. Convert Experiences**\n\nConvert offers a versatile statistical engine supporting multiple testing approaches:\n\n- **Frequentist Methods**: Utilizes t-tests for statistical significance, allowing users to configure co","excerpt_withheld":false,"withheld_reason":null,"highlights":[{"start":186,"end":193,"name":"Convert"},{"start":209,"end":216,"name":"Convert"}]},{"engine":"openai","answered_on":"2026-06-17","prompt_intent":"recommendation","excerpt":"When evaluating A/B testing platforms for their statistical significance calculations, it's essential to consider tools that offer robust, accurate, and user-friendly features. Here are some notable platforms:\n\n\n\n**ProABTest**  \nAn advanced A/B testing calculator providing tools like sample size calculators, significance tests, power analysis, and Monte Carlo simulations. It supports both Frequent","excerpt_withheld":false,"withheld_reason":null,"highlights":[{"start":215,"end":224,"name":"ProABTest"}]}]},{"engine":"perplexity","count":14,"withheld":true,"answers":[{"engine":"perplexity","answered_on":"2026-06-17","prompt_intent":"best_in_category","excerpt":null,"excerpt_withheld":true,"withheld_reason":"source_terms","highlights":[]},{"engine":"perplexity","answered_on":"2026-06-17","prompt_intent":"best_in_category","excerpt":null,"excerpt_withheld":true,"withheld_reason":"source_terms","highlights":[]},{"engine":"perplexity","answered_on":"2026-06-17","prompt_intent":"best_in_category","excerpt":null,"excerpt_withheld":true,"withheld_reason":"source_terms","highlights":[]},{"engine":"perplexity","answered_on":"2026-06-17","prompt_intent":"best_in_category","excerpt":null,"excerpt_withheld":true,"withheld_reason":"source_terms","highlights":[]},{"engine":"perplexity","answered_on":"2026-06-17","prompt_intent":"problem_solving","excerpt":null,"excerpt_withheld":true,"withheld_reason":"source_terms","highlights":[]},{"engine":"perplexity","answered_on":"2026-06-17","prompt_intent":"problem_solving","excerpt":null,"excerpt_withheld":true,"withheld_reason":"source_terms","highlights":[]},{"engine":"perplexity","answered_on":"2026-06-17","prompt_intent":"problem_solving","excerpt":null,"excerpt_withheld":true,"withheld_reason":"source_terms","highlights":[]},{"engine":"perplexity","answered_on":"2026-06-17","prompt_intent":"problem_solving","excerpt":null,"excerpt_withheld":true,"withheld_reason":"source_terms","highlights":[]},{"engine":"perplexity","answered_on":"2026-06-17","prompt_intent":"alternatives","excerpt":null,"excerpt_withheld":true,"withheld_reason":"source_terms","highlights":[]},{"engine":"perplexity","answered_on":"2026-06-17","prompt_intent":"alternatives","excerpt":null,"excerpt_withheld":true,"withheld_reason":"source_terms","highlights":[]},{"engine":"perplexity","answered_on":"2026-06-17","prompt_intent":"comparison","excerpt":null,"excerpt_withheld":true,"withheld_reason":"source_terms","highlights":[]},{"engine":"perplexity","answered_on":"2026-06-17","prompt_intent":"comparison","excerpt":null,"excerpt_withheld":true,"withheld_reason":"source_terms","highlights":[]},{"engine":"perplexity","answered_on":"2026-06-17","prompt_intent":"recommendation","excerpt":null,"excerpt_withheld":true,"withheld_reason":"source_terms","highlights":[]},{"engine":"perplexity","answered_on":"2026-06-17","prompt_intent":"recommendation","excerpt":null,"excerpt_withheld":true,"withheld_reason":"source_terms","highlights":[]}]}]}