The CTA tax: how sharper button copy lifts results by 31%
A study of 8,400 buttons across 1,200 landing pages shows why 'Learn more' is costing you customers — and what to do instead.
In 2026 roast.page published a study of 8,400 buttons pulled from 1,200 landing pages. The finding is uncomfortably clean: pages with one named CTA (a specific verb tied to a specific object) score 31% higher than pages with three generic buttons.
Why 'Learn more' fails
'Learn more' and 'Get started' are semantically empty. The user doesn't know what happens on click. That uncertainty produces micro-hesitation — and hesitation aggregates into inaction. Precise buttons ('Book a 15-minute call', 'Download the PDF guide') remove uncertainty and shift the question from 'should I click?' to 'do I want this?'.
Two rules we learned
One primary call to action per screen. Three equal buttons means you've decided not to decide for the visitor. Pick the single most important action for this moment and give it visual priority. Secondary actions become text links, not buttons.
Verb + object. 'Start a conversation' is good; 'Start a WhatsApp conversation' is better. 'See pricing' beats 'Learn more' every time. The object makes the action concrete and lowers the decision cost.
What we do at LAPA Studio
On every page we ask one question: what is the single most important action on this screen? The answer is never three. This alone regularly produces double-digit conversion gains for clients — without redesigning anything, just copy and hierarchy.
Test it on yourself
Open your homepage. How many buttons are above the fold? If more than one is visually dominant, you're paying the CTA tax. Start simple: leave one button with a specific verb and a specific object. Turn the rest into links.