What are the top Growth marketing & experimentation tools in 2026?
Asked "What are the top Growth marketing & experimentation tools in 2026?", Perplexity, Gemini, Google AI Mode, ChatGPT and Copilot named 64 distinct tools across 15 answers on September 7, 2026, and 44 of them in two or more answers.
44 of 64 names confirmed · named in 2 or more of 15 answers · asked September 7, 2026 · 5 engines
The top growth marketing and experimentation tools in 2026 include Optimizely, Amplitude, VWO, Statsig, GrowthBook, and PostHog for experimentation and A/B testing, as well as Mailchimp and HubSpot for growth marketing platforms. These tools offer a range of features such as full-stack testing, personalization, analytics, and automation to help businesses optimize their marketing strategies and improve customer engagement.
- 1Optimizelynamed in 14 of 15 answers
- 2VWOnamed in 13 of 15 answers
- 3Amplitudenamed in 11 of 15 answers
- 4Claynamed in 10 of 15 answers
- 5Mixpanelnamed in 9 of 15 answers
- 6ActiveCampaignnamed in 7 of 15 answers
- 7Statsignamed in 6 of 15 answers
- 8GrowthBooknamed in 6 of 15 answers
- 9Apollo.ionamed in 6 of 15 answers
- 10AB Tastynamed in 5 of 15 answers
- 11PostHognamed in 5 of 15 answers
- 12LaunchDarklynamed in 5 of 15 answers
- 13Zapiernamed in 5 of 15 answers
- 14Convert Experiencesnamed in 4 of 15 answers
- 15Lemlistnamed in 4 of 15 answers
- 16Adobe Targetnamed in 4 of 15 answers
- 17HubSpotnamed in 4 of 15 answers
- 18Semrushnamed in 4 of 15 answers
- 19Google Analytics 4named in 3 of 15 answers
- 20SegmentStreamnamed in 3 of 15 answers
- 21Kameleoonnamed in 3 of 15 answers
- 22Improvadonamed in 3 of 15 answers
- 23Convertnamed in 3 of 15 answers
- 24Pendonamed in 3 of 15 answers
- 25TrueNorthnamed in 3 of 15 answers
The full measurement
- The position each of the 5 engines gave all 64 names.
- How many of the 15 answers named each of them.
- 182 sampled observations behind this ranking, and where the engines disagree.
- Fan-out — the query each engine actually searched.
- Every citation, and the sources nobody cited.