Best Experimentation Platforms in 2026
Updated
Teams use experimentation platforms to run tests and make decisions about products or features. Compared on experiment methods and statistical models, these options also differ in feature rollouts and support for mobile and server-side experiments. Check free-plan availability, included users and paid-from details alongside the capabilities your team needs. Amplitude, Confidence by Spotify and GrowthBook are among the platforms to compare. The relevant mix depends on what you plan to experiment with and how you want to manage access, rollouts and analysis.
Experimentation Platforms, one module each.A lit port is something its maker publishes; 17 of 17 with a known API signal have a public API.
- 01 Amplitude API yesFREE yesDOCS 7.3Free
- 02 Confidence by Spotify API yesFREE yesDOCS 7.3$449/mo
- 03 GrowthBook API yesFREE yesDOCS 7.3$40/mo
- 04 Statsig API yesFREE yesDOCS 7.3$150/mo
- 05 Bucketeer API yesFREE yesDOCS 7.2Free
- 06 AB Tasty API yesDOCS 6.8
- 07 Monetate API yesDOCS 6.8
- 08 Optimizely Configured Commerce API yesDOCS 6.8
- 09 ado API yesDOCS 6.7
- 10 Convert Experiences API yesFREE noDOCS 6.7$399/mo
- 11 Eppo API yesDOCS 6.7
- 12 Evolv AI API yesDOCS 6.7
- 13 Kameleoon API yesFREE noDOCS 6.7$495/mo
- 14 VWO Feature Experimentation API yesDOCS 6.7
- 15 VWO Testing API yesDOCS 6.7
- 16 ABsmartly API yesDOCS 6.6
- 17 Conductrics API yesDOCS 6.6
- 18 Compose FREE yesDOCS 5.9Free
- 19 Marpipe FREE yesDOCS 5.9$0.50/mo
- 20 RunPivot DOCS 5.5$99/mo
- 21 Optimizely Experimentation FREE yesDOCS 5.4Free
- 22 Optimizely Feature Management DOCS 5.2
- 23 Adobe Target DOCS 4.9
Compare all 23 in a table
| # | Platform | Score | Free plan | Paid from | Experiment methods | Server-side experiments |
|---|---|---|---|---|---|---|
| 1 | Amplitude | 7.3 | Yes | 0 /mo | ||
| 2 | Confidence by Spotify | 7.3 | Yes | 449 /mo | ||
| 3 | GrowthBook | 7.3 | Yes | |||
| 4 | Statsig | 7.3 | Yes | 150 /mo | ||
| 5 | Bucketeer | 7.2 | Yes | |||
| 6 | AB Tasty | 6.8 | ||||
| 7 | Monetate | 6.8 | ||||
| 8 | Optimizely Configured Commerce | 6.8 | Yes | A/B tests, multi-armed bandit optimizations | Yes | |
| 9 | ado | 6.7 | ||||
| 10 | Convert Experiences | 6.7 | No | |||
| 11 | Eppo | 6.7 | A/B/n experiments, contextual bandits, switchback tests, sequential analysis, Bayesian statistics | Yes | ||
| 12 | Evolv AI | 6.7 | No | |||
| 13 | Kameleoon | 6.7 | No | 495 /mo | ||
| 14 | VWO Feature Experimentation | 6.7 | No | A/B testing; multivariate testing; multi-armed bandit | Yes | |
| 15 | VWO Testing | 6.7 | No | |||
| 16 | ABsmartly | 6.6 | No | |||
| 17 | Conductrics | 6.6 | ||||
| 18 | Compose | 5.9 | No | |||
| 19 | Marpipe | 5.9 | Yes | |||
| 20 | RunPivot | 5.5 | Yes | 99 /mo | ||
| 21 | Optimizely Experimentation | 5.4 | Yes | |||
| 22 | Optimizely Feature Management | 5.2 | Yes | A/B tests, multi-armed bandit optimizations | Yes | |
| 23 | Adobe Target | 4.9 |
Is your platform on this list?
Numbered spots on this list can be sponsored, and a sponsored row is labelled as paid.