Framework · CRO
Conversion is hesitation made visible.
A conversion framework that starts from why people pause, not from what’s easy to A/B test.
Most CRO is button colours and headline swaps — testing the trivial because it’s testable. Real conversion work starts one level up: what is this person afraid of, unsure about, or unconvinced by at the moment they don’t click?
Nobody abandons a cart over a button colour. They abandon over a doubt you didn’t answer.
1 · Name the hesitation
For each key action, write the actual doubt in the visitor’s head — too expensive, not sure it’s for me, don’t trust it yet, not the right time. Everything else is downstream of this.
2 · Match the fix to the doubt
A trust doubt needs proof, not a discount. A relevance doubt needs clarity, not urgency. Most CRO fails because it applies the wrong remedy confidently.
3 · Test what changes decisions
Test the things that address a real doubt — proof, clarity, friction — not the things that are simply easy to instrument. Effort should follow impact, not measurability.
4 · Remove friction last
Once the doubts are answered, strip every unnecessary step. Friction removal is powerful, but only after the persuasion is right — a frictionless path to a decision nobody’s made converts nothing.
Interview or watch five real users before you test anything. The doubt you need to fix is almost never the one you assumed from the analytics.
Common questions
What is a CRO framework?
A structured approach to conversion that diagnoses the specific hesitation stopping action, matches a fix to that doubt, and tests what changes decisions rather than what’s easy to measure.
Does button colour matter for conversion?
Rarely. Conversion is driven by trust, clarity and friction. Cosmetic tests win small percentages; answering a real doubt wins step-changes.
The practice: growth strategy · people do what’s easy · A/B testing.