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Best Experimentation Platforms 2026
Facts read 23 Sep 2026 – 19 Oct 2026
Experimentation platforms give teams tools for running different kinds of tests and managing how features reach users. Compared on experiment methods and statistical models, these options also vary in feature rollouts and support for mobile or server-side experiments. Included users and free-plan availability offer useful access details to weigh, while paid-from pricing adds a cost point. GrowthBook, Statsig, and Confidence by Spotify are among the platforms shown, alongside Optimizely Experimentation and Adobe Target. Consider the types of experiments you plan to run and compare each platform’s listed methods, rollout capabilities, and plan details to find a fit for your work.
The standings: top 10
| Name | In a line | Record score | Price from | Try it free | Runs on | Facts read |
|---|---|---|---|---|---|---|
| 01 GrowthBook | 6.0 | $40 a month | Free plan | Android, iPhone & iPad, Web, Browser extension | 15 Oct 2026 | |
| 02 Confidence by Spotify | It suits product teams running experiments or managing feature releases across web and mobile. | 5.9 | $449 a month | Free plan | Android, iPhone & iPad, Web, API | 1 Oct 2026 |
| 03 Amplitude | Amplitude suits teams seeking event tracking, funnels, session replays, and ecommerce analytics. | 5.7 | $995 a month | Free plan | Android, iPhone & iPad, Web, Browser extension | 15 Oct 2026 |
| 04 Bucketeer | Bucketeer suits teams that want self-hosted feature flags, staged releases, and targeting controls. | 5.7 | Free plan | Free plan | Android, iPhone & iPad, Web, Linux | 15 Oct 2026 |
| 05 Statsig | Statsig suits product teams that need experimentation, feature rollout controls, and analytics in one platform. | 5.3 | $150 a month | Free plan | Android, iPhone & iPad, Web, Browser extension | 14 Oct 2026 |
| 06 Marpipe | Marpipe is aimed at brands and brand leaders working with product catalogs and advertising campaigns. | 5.2 | $199 a month | Free plan | Web, Browser extension | 19 Oct 2026 |
| 07 ABsmartly | 5.0 | — | — | Android, iPhone & iPad, Web, Windows | 15 Oct 2026 | |
| 08 AB Tasty | Growth is described for small teams starting experimentation, Pro for businesses scaling it, and Enterprise for large teams, agencies, and enterprises with advanced… | 4.9 | €15,000 a year | Free trial | Android, iPhone & iPad, Web, Mac | 15 Oct 2026 |
| 09 Convert Experiences | Convert Experiences is aimed at growth and marketing teams, CRO agencies, developers, and web managers in ecommerce stores. | 4.9 | $399 a month | Free trial | Android, iPhone & iPad, Web, API | 7 Oct 2026 |
| 10 Kameleoon | Kameleoon suits marketing, product, and engineering teams that need to run experiments across web, back-end, and mobile experiences. | 4.9 | $495 a month | Free trial | Android, iPhone & iPad, Web, API | 4 Oct 2026 |
02
Confidence by Spotify
It suits product teams running experiments or managing feature releases across web and mobile.
AndroidiPhone & iPadWeb+1 Record5.9 Visit
03
Amplitude
Amplitude suits teams seeking event tracking, funnels, session replays, and ecommerce analytics.
AndroidiPhone & iPadWeb+3 Record5.7 Visit
04
Bucketeer
Bucketeer suits teams that want self-hosted feature flags, staged releases, and targeting controls.
AndroidiPhone & iPadWeb+3 Record5.7 Visit
05
Statsig
Statsig suits product teams that need experimentation, feature rollout controls, and analytics in one platform.
AndroidiPhone & iPadWeb+3 Record5.3 Visit
6
Marpipe
WebBrowser extension $199 a month Record5.2 Visit Marpipe is aimed at brands and brand leaders working with product catalogs and advertising campaigns.
8
AB Tasty
AndroidiPhone & iPadWeb+4 €15,000 a year Record4.9 Visit Growth is described for small teams starting experimentation, Pro for businesses scaling it, and Enterprise for large teams, agencies, and enterprises with advanced…
9
Convert Experiences
AndroidiPhone & iPadWeb+1 $399 a month Record4.9 Visit Convert Experiences is aimed at growth and marketing teams, CRO agencies, developers, and web managers in ecommerce stores.
10
Kameleoon
AndroidiPhone & iPadWeb+1 $495 a month Record4.9 Visit Kameleoon suits marketing, product, and engineering teams that need to run experiments across web, back-end, and mobile experiences.
11
Compose
Web $400 one-time Record4.8 Visit Compose suits small and mid-sized businesses, agencies, and internal conversion-rate teams running web experiments.
14
VWO Testing
AndroidiPhone & iPadWeb+2 — Record4.4 Visit It suits teams running experiments across web and mobile products, from small teams to large enterprises and agencies.
15
VWO Feature Experimentation
AndroidiPhone & iPadWeb+1 — Record4.3 Visit It suits development teams running feature experiments and rollouts, with dashboard controls for non-developers.
16
Conductrics
AndroidiPhone & iPadWeb+2 — Record4.2 Visit It suits product and data teams at enterprises needing web, mobile, server-side, adaptive, and personalized experimentation.
17
Monetate
AndroidiPhone & iPadWeb+1 — Record4.2 Visit Monetate describes solutions for commerce and retail, travel and hospitality, financial services, healthcare, and communications, media and technology.
18
Evolv AI
AndroidiPhone & iPadWeb+1 — Record4.1 Visit Evolv AI is presented for mid-market and large enterprise digital-first companies working on digital experimentation and personalization.
19
Eppo
AndroidiPhone & iPadWeb+1 — Record4.0 Visit Eppo suits teams that need to run product experiments, manage feature rollouts, or evaluate AI models against business metrics.
20
Optimizely Experimentation
AndroidiPhone & iPadWeb Free plan Record3.6 Visit Optimizely Experimentation suits teams that need to run experiments across web and mobile or manage feature flags.
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