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loser-3.6% lift

Landing Page: Rate Toggle

PricingLanding PageEnergy & UtilitiesClarityPricingUser/Market ResearchBusiness ContextUSA

Test Results

11.81%
Control CR
11.39%
Variant CR
24,285
Sample size
20
Days run
Control11.81%
Variant11.39%

Key Learning

Problem: How "Rate toggle" is implemented on the landing page can meaningfully affect conversion — this element is worth testing.

What was tried: The variant changed the existing experience but introduced unexpected friction. (-3.6% change)

Why it failed: Pricing page changes carry risk — users are price-sensitive and changes can increase cognitive load or perceived cost.

How to Apply This to Your Site

This test showed that landing page: rate toggle led to a -3.6% drop in conversions. The change was tested on a landing page page in the energy & utilities industry. Avoid replicating this exact approach — instead, consider testing the opposite direction or a more subtle variation.

Before you test: Consider that pricing tests typically require large sample sizes to detect small effects. This test ran for 20 days — plan for at least that long.

This result reached 95% statistical confidence, meaning there is a very low probability the observed effect was due to chance. Results at this confidence level are generally considered reliable for making business decisions.

What Was Tested

A/B test on landing page testing pricing changes.

Methodology

Primary Metric
Transactions
Confidence Level
95%
Lift Range
-5.6% to -1.6%

Build On These Learnings

Save your own experiments, spot winning patterns across your test history, and stop repeating what's already been tried.

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