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inconclusive+22.5% lift

Product-listing: Plans Page: CTA Copy 'Select Plan' vs 'Order Now' Reduces Commitment Anxiety

Hypothesis

Replacing the committal 'Order Now' CTA with softer, process-oriented copy like 'Select Plan' will reduce anxiety at the decision point and increase click-throughs to checkout.

CTACategory PageEnergy & Utilitiesenergyctacopyanxiety-reduction

Test Results

Key Learning

Context: The primary call-to-action on the product-listing isn't converting at its potential — design, copy, or placement may be the bottleneck.

What was tested: CTA copy that accurately describes what happens next (rather than implying finality) reduces drop-off. 'Order Now' creates anxiety when users aren't actually ordering yet — 'Select Plan' accurately sets expectations. Even simple copy tests that seem unexciting can deliver massive lifts (24%) on high-traffic pages. CTA copy tests on key journey pages often outperform 'exciting' design experiments that get prioritized over them

Result: No statistically significant difference was detected. This null result is still valuable — it narrows the search space and helps calibrate your minimum detectable effect for future tests.

How to Apply This to Your Site

This experiment tested product-listing: plans page: cta copy 'select plan' vs 'order now' reduces commitment anxiety but produced no statistically significant change. The test was run on a category page page in the energy & utilities industry. Inconclusive results suggest this particular change may not be a priority — focus testing effort on higher-impact areas.

Before you test: Consider that cta tests typically require adequate traffic to reach statistical significance. Run your test for at least 2 full business cycles to account for weekly traffic patterns.

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

's plan selection page used 'Order Now' as the primary CTA. This implied an immediate transaction when in reality clicking only moved users to enter their address — not complete a purchase. tested multiple softer copy variants. 'Select Plan' won decisively by accurately describing the next step and removing premature commitment language.

Methodology

Confidence Level
95%
Lift Range
15.0% to 30.0%

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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