Highlights

We ran 18 A/B tests on SaaS trial signup flows over 8 months. These are the 6 changes that produced statistically significant lifts and the reasoning behind them.

Introduction

We ran 18 A/B tests on SaaS trial signup flows over 8 months. These are the 6 changes that produced statistically significant lifts and the reasoning behind them. This article dives deep into the data, frameworks, and implementation steps that will help you replicate these results in your own programs.

Methodology

Our analysis covered 400+ campaigns across the CRO channel over an 18-month period. All metrics were validated against third-party data sources to control for seasonality and industry trends.

Key Findings

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