Best Experimentation Platforms in 2026

Amplitude

It suits teams that need to track events, examine conversion funnels, or review session recordings.

Bucketeer

Bucketeer suits development teams seeking self-hosted feature flags, staged releases, and targeting controls.

Statsig

It suits product and engineering teams that need experiment testing alongside feature controls and product analytics.

Marpipe

Marpipe suits brands and their teams working with product catalogs, advertising, and feed management.

Confidence by Spotify

It suits product teams running experiments or managing feature rollouts across web and mobile.

Convert Experiences suits growth and marketing teams, CRO agencies, developers and ecommerce web managers working on experiments across web and mobile.

Compose

Compose is aimed at small and mid-sized businesses, as well as agency and internal CRO teams that need web experiments and planning tools.

Kameleoon

Kameleoon is suited to marketing, product, and engineering teams running experiments across web, back-end, and mobile experiences.

It suits commerce, retail, travel, hospitality, financial-services, healthcare, and communications, media, and technology teams.

Conductrics

Conductrics is aimed at product and data teams in data-centric enterprises with complex data, compliance, and technology requirements.

VWO Testing

VWO Testing suits teams running experiments across web and mobile who need visual editing, targeting, and measurement controls.

VWO Feature Experimentation

VWO suits teams where developers build features and non-developers configure experiments through a dashboard.

Evolv AI targets mid-market and large digital-first enterprises, typically with more than one million unique monthly visitors, running web or mobile experimentation programs.