cro-methodology

To audit landing pages for conversion issues, map the funnel to identify drop-off points, apply primary research methods to uncover visitor objections, and structure findings using an O/CO table to guide test hypotheses.

The O/CO framework in conversion rate optimization is a structured approach that maps visitor objections against counter-objections to design evidence-based A/B tests, ensuring bold optimization paths address specific user hesitations.

Prioritize A/B test hypotheses for a conversion funnel by assigning ICE scores to each proposed change, ranking tests by impact, confidence, and ease to produce a structured optimization plan with measurable outcomes.

Use multivariate testing instead of A/B testing when you need to evaluate the interaction effects of multiple page elements simultaneously, whereas A/B testing is better suited for testing single bold changes against a control.

You can use this CRO methodology for any conversion flow where visitors drop off, including landing pages and multi-step funnels, applying primary research to identify objections and design targeted A/B tests.

A landing page converts poorly even with high traffic when unaddressed visitor objections disrupt the conversion flow, requiring systematic funnel analysis and evidence-based A/B testing to identify and resolve friction points.