Endi SaliajProduct Designer
Product design

One table for every variant of a page, down to each step of its quiz.

A/B Testing 2.0 variants and quiz steps in one table 2025

The redesign of A/B testing in LanderLab. Each variant of a landing page is one row, with its traffic split, visits, clicks, leads and conversions. Open a row to see its quizzes, then open a quiz to see where people leave it, step by step.

Discipline
Product design · Data viz
Year
2025
Part of
Product design
Tags
SaaS, A/B testing, Analytics
A/B Testing 2.0 · LanderLab analytics: One table for every variant of a page, down to each step of its quiz.

One table, three levels

Variants first. The traffic split sits right in the row as a bar, next to visits, clicks, leads and conversions.

Then the quizzes. Open a variant to see the multi-step forms on it, with exits, time spent and the number of steps.

Then each step. Open a quiz to see how many people saw each question and how many left there. The drop-off rate shows where the quiz loses people.

A variant opened to show its two quizzes, with exits, time spent and steps
A quiz opened to show each question with its views, exits and drop-off rate

Around the table

The basics on top. Visitors, clicks, leads and conversions, each with its change, stay above the table on every view.

Who each variant reaches. Cards for device, ISP, country and city sit under the table.

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