Experimentation & A/B Testing Tools

The essential platforms for running A/B tests, managing feature flags, and building a culture of experimentation. From visual editors to warehouse-native analysis, find the right tool for your team's testing needs.

10
Platforms
5
Open Source
6
Free Tiers

Optimizely

Enterprise Experimentation Platform

The world's leading experimentation platform

Optimizely is an enterprise-grade experimentation platform that enables teams to run A/B tests, multivariate tests, and feature experiments at scale. With a visual editor, powerful targeting, and robust statistical engine, it's trusted by Fortune 500 companies for experimentation across web, mobile, and full-stack applications.

Key Features:

  • Visual editor for no-code experiments
  • Full-stack experimentation (web, mobile, backend)
  • Advanced targeting & personalization
  • Stats Engine with sequential testing
  • Feature flags & progressive rollouts
  • Multi-armed bandit optimization

Best For:

Enterprise teams running sophisticated experiments across multiple platforms with complex targeting needs

Pricing:

Custom enterprise pricing

Integrations:

SegmentGoogle AnalyticsAdobe AnalyticsmParticleAmplitudeMixpanel
Visit Optimizely

VWO

Conversion Optimization Platform

Experience optimization platform for growth

VWO (Visual Website Optimizer) is an all-in-one conversion optimization platform that combines A/B testing, split URL testing, multivariate testing, personalization, and behavioral analysis. With an intuitive visual editor and built-in heatmaps, it's designed for marketers and product teams to optimize user experiences without developer dependency.

Key Features:

  • Visual editor for WYSIWYG testing
  • Built-in heatmaps & session recordings
  • Personalization & targeting
  • SmartStats Bayesian engine
  • Mobile app testing
  • Server-side testing

Best For:

Marketing and product teams who want an all-in-one CRO platform with built-in analytics and no-code capabilities

Pricing:

From $348/month, free plan available

Integrations:

Google AnalyticsAdobe AnalyticsSegmentSalesforceHubSpotShopify
Visit VWO

LaunchDarkly

Feature Management & Experimentation

Feature management platform for modern software teams

LaunchDarkly is the leading feature management platform that decouples deployment from release. It enables teams to control feature rollouts, run experiments, and manage feature flags at scale. Built for engineering teams, it supports progressive delivery, targeted rollouts, and sophisticated experimentation with minimal performance overhead.

Key Features:

  • Feature flags & toggles
  • Progressive rollouts & canary releases
  • A/B testing & experimentation
  • Real-time flag updates
  • Targeting & segmentation
  • Enterprise governance & audit logs

Best For:

Engineering teams practicing continuous delivery and progressive rollouts with feature flag management

Pricing:

From $8.33/seat/month, free plan available

Integrations:

DatadogNew RelicJiraSlackAmplitudeSegmentmParticle
Visit LaunchDarkly

Split.io

Feature Delivery & Impact Analysis

Feature delivery platform with built-in experimentation

Split is a feature delivery platform that combines feature flags, experimentation, and impact measurement in one unified system. It automatically measures the impact of every feature release on key metrics, enabling data-driven decisions about what to build, release, and rollback. Trusted by engineering-led organizations for continuous delivery.

Key Features:

  • Feature flags with dynamic targeting
  • Automatic impact measurement
  • Progressive delivery & kill switches
  • Experimentation & A/B testing
  • Real-time metric monitoring
  • Engineering-friendly SDKs

Best For:

Engineering-led teams who want to measure the impact of every feature release with built-in experimentation

Pricing:

Custom pricing, free developer plan available

Integrations:

DatadogSegmentmParticleAmplitudeMixpanelSlackPagerDuty
Visit Split.io

Statsig

Product Experimentation Platform

Modern experimentation platform for product teams

Statsig is a modern product experimentation platform built by ex-Facebook engineers who created the experimentation infrastructure that powers Meta. It offers feature gates, A/B testing, dynamic configs, and automated analysis with cutting-edge statistical methods. Designed for speed and scale with generous free tier.

Key Features:

  • Feature gates & experiments
  • CUPED variance reduction
  • Sequential testing with always-valid p-values
  • Automatic metric lifts calculation
  • Dynamic configs
  • Warehouse-native architecture

Best For:

Fast-growing product teams who need cutting-edge statistics, speed, and a generous free tier

Pricing:

Free up to 1M events/month, then from $200/month

Integrations:

SegmentAmplitudeMixpanelSnowflakeBigQueryRedshiftSlack
Visit Statsig

GrowthBook

Open-Source Experimentation Platform

Open-source feature flagging and A/B testing

GrowthBook is an open-source feature flagging and experimentation platform that runs on your existing data infrastructure. It analyzes experiment results using your warehouse data (BigQuery, Snowflake, Redshift) with Bayesian statistics. Self-hostable or cloud-hosted, it gives you full control over your experimentation data.

Key Features:

  • Open-source & self-hostable
  • Warehouse-native analysis
  • Bayesian statistics engine
  • Feature flags & visual editor
  • SDK support for 10+ languages
  • No data lock-in

Best For:

Teams who want full control over their experimentation data, prefer open-source solutions, or have strict data privacy requirements

Pricing:

Free self-hosted, cloud from $20/month

Integrations:

BigQuerySnowflakeRedshiftPostgreSQLMySQLSegmentMixpanel
Visit GrowthBook

AB Tasty

Experience Optimization Platform

AI-powered experimentation & personalization

AB Tasty is a comprehensive experimentation and personalization platform that combines A/B testing, multivariate testing, split testing, and AI-powered personalization. With a focus on user experience optimization, it offers advanced targeting, audience builder, and integrations with major marketing and analytics platforms.

Key Features:

  • Visual editor & code editor
  • AI-powered personalization
  • Advanced audience segmentation
  • Widget library for common tests
  • Mobile app optimization
  • Server-side testing

Best For:

E-commerce and digital experience teams who need both experimentation and AI-powered personalization

Pricing:

Custom enterprise pricing

Integrations:

Google AnalyticsAdobe AnalyticsSegmentSalesforceOptimizelyShopify
Visit AB Tasty

Kameleoon

AI-Powered Experimentation

AI-driven A/B testing and personalization

Kameleoon is a unified experimentation and personalization platform that uses AI to predict winning variations and optimize experiences in real-time. With full-stack capabilities, advanced statistical methods, and predictive targeting, it's designed for data-driven teams who want to accelerate experimentation velocity.

Key Features:

  • AI-powered predictive testing
  • Full-stack experimentation
  • Real-time personalization
  • Advanced segmentation & targeting
  • Conversion prediction
  • Mobile & web optimization

Best For:

Enterprise teams who want AI-driven experimentation with predictive analytics to accelerate learning

Pricing:

Custom enterprise pricing

Integrations:

Google AnalyticsAdobe AnalyticsSegmentSalesforceTealiumPiano Analytics
Visit Kameleoon

Unleash

Open-Source Feature Management

Open-source feature toggle system

Unleash is an enterprise-ready, open-source feature management platform that provides feature toggles as a service. Built with developer experience in mind, it offers gradual rollouts, A/B testing capabilities, kill switches, and operational flags. Self-host or use their managed cloud with full control over your feature flag infrastructure.

Key Features:

  • Open-source & self-hostable
  • Feature toggles & gradual rollouts
  • A/B testing & variants
  • Kill switches & operational flags
  • Custom activation strategies
  • Enterprise-ready with RBAC

Best For:

Engineering teams who want open-source feature management with enterprise features and experimentation capabilities

Pricing:

Free self-hosted, cloud from €80/month

Integrations:

SlackDatadogJiraPrometheusWebhook supportCustom integrations via API
Visit Unleash

Google Optimize

Legacy A/B Testing Platform

Free A/B testing integrated with Google Analytics

Google Optimize (sunset September 2023) was Google's free A/B testing and personalization tool deeply integrated with Google Analytics. While no longer accepting new users, many teams still use it. Google recommends migrating to third-party platforms or Google Analytics 4's native experimentation features for basic tests.

Key Features:

  • Visual editor for web experiments
  • Native Google Analytics integration
  • Multivariate testing
  • Redirect tests
  • Personalization & targeting
  • Free for unlimited tests

Best For:

Legacy teams still using the platform before migration; new teams should consider alternatives

Pricing:

Free (no longer available for new users)

Integrations:

Google AnalyticsGoogle AdsGoogle Tag ManagerFirebase
Visit Google Optimize

How to Choose an Experimentation Platform

For Marketing Teams

Choose tools with visual editors, built-in analytics, and no-code capabilities:

  • VWO - Best all-in-one with heatmaps
  • AB Tasty - AI-powered personalization
  • Google Optimize - Free but being sunset

For Engineering Teams

Choose feature management platforms with SDKs and progressive delivery:

  • LaunchDarkly - Best feature management
  • Split.io - Automatic impact measurement
  • Unleash - Open-source with enterprise features

For Product Teams

Choose platforms that balance ease-of-use with advanced statistics:

  • Statsig - Modern stats, generous free tier
  • Optimizely - Enterprise-grade full-stack
  • GrowthBook - Warehouse-native, open-source

For Data-Conscious Teams

Choose open-source or warehouse-native solutions for data control:

  • GrowthBook - Open-source, self-hostable
  • Unleash - Open-source feature management
  • Statsig - Warehouse-native architecture

Ready to Start Experimenting?

Follow our comprehensive A/B Testing flow to run your first experiment from hypothesis to decision.

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